[{"data":1,"prerenderedAt":3596},["ShallowReactive",2],{"sanity-QF5BMsMSqc6oU9GvgHljbkDjRMfTVcucleIK7Nwm3C0":3,"sanity-61dNeEYIp8ULcQ7TU0P4PNQTTeEcL-l5WrkGiyC1CfE":568},{"data":4,"sourceMap":409},{"_createdAt":5,"_id":6,"_rev":7,"_system":8,"_type":11,"_updatedAt":12,"challenge":13,"company":163,"companyLogo":187,"companyName":191,"draft":89,"excerpt":192,"future":193,"howTheyDidIt":221,"mainImage":264,"ogImage":267,"projects":269,"publishedAt":276,"resultMetrics":277,"results":284,"slug":351,"solution":353,"solutions":378,"team":394,"title":405,"toolsConnected":406},"2026-04-14T11:22:08Z","09a3fcb0-3741-481f-bd88-3d73df1fa5fe","WUBfCCen1jdRDSmOsSIurz",{"base":9},{"id":6,"rev":10},"NRuJNjtUlX7tPBJTs1IXEL","customerStory","2026-04-14T13:42:04Z",[14,30,45,57,69,77,86,98,118,124,132,140,148,156],{"_key":15,"_type":16,"children":17,"markDefs":28,"style":29},"fd3181f08471","block",[18,24],{"_key":19,"_type":20,"marks":21,"text":23},"37a6f0c9520f","span",[22],"em","“What global pressures do we need to respond to? What kind of legacy do we want to leave behind?”",{"_key":25,"_type":20,"marks":26,"text":27},"73bc7f154acc",[]," Aaron challenges the audience to think about these questions and introduces the following components:",[],"normal",{"_key":31,"_type":16,"children":32,"level":42,"listItem":43,"markDefs":44,"style":29},"2ae532c92d0f",[33,38],{"_key":34,"_type":20,"marks":35,"text":37},"8f52d6819634",[36],"strong","Interconnected network.",{"_key":39,"_type":20,"marks":40,"text":41},"52e2cd6b0013",[]," This is a vital component to connect people, products, and data. This allows for human connectivity and concrete offerings, with collaboration having no limits and collective potential. Exchanging ideas and expertise is important for delivering better designs and buildings.",1,"bullet",[],{"_key":46,"_type":16,"children":47,"level":42,"listItem":43,"markDefs":56,"style":29},"2ee613140aa6",[48,52],{"_key":49,"_type":20,"marks":50,"text":51},"e320937f0757",[36],"A sustainable construction ecosystem.",{"_key":53,"_type":20,"marks":54,"text":55},"f7f8bb32cc8e",[]," Such a system is not merely a collection of structures. It also cultivates the notion of conscientious management. It enhances the quality of the built world by embodying commitments and minimizing environmental impact.",[],{"_key":58,"_type":16,"children":59,"level":42,"listItem":43,"markDefs":68,"style":29},"d1b1c849a1c6",[60,64],{"_key":61,"_type":20,"marks":62,"text":63},"07b035e39451",[36],"Improved connectivity.",{"_key":65,"_type":20,"marks":66,"text":67},"656a12b2c848",[]," The construction process merges with the efficiency of operations management, not just a switch integration, but a strategic alliance. The exchange between multidisciplinary teams is a relay of knowledge that leads to consistent improvement, where operational insights feed back into the construction methodology, creating a feedback loop.",[],{"_key":70,"_type":16,"children":71,"markDefs":76,"style":29},"a27e5c884c5d",[72],{"_key":73,"_type":20,"marks":74,"text":75},"6288ac25d325",[],"The John Sisk & Son team is continuously working towards these principles to shape the future of construction.",[],{"_key":78,"_type":16,"children":79,"markDefs":84,"style":85},"2e44f7455ded",[80],{"_key":81,"_type":20,"marks":82,"text":83},"ee568fcba18e",[],"Project Spotlight: Wembley Park",[],"h2",{"_key":87,"_type":88,"enableLightbox":89,"images":90},"938998913228","gallery",false,[91],{"_key":92,"_type":93,"alt":94,"asset":95,"caption":94},"15586988610c","image","Image taken from Construction News",{"_ref":96,"_type":97},"image-a19950dec3b718f021d1c5f385c7ab8a9a3c8bd5-1024x683-png","reference",{"_key":99,"_type":16,"children":100,"markDefs":114,"style":29},"86f659610080",[101,105,110],{"_key":102,"_type":20,"marks":103,"text":104},"50b87e189df1",[],"Sisk is slashing embodied carbon and optimizing off-site-manufactured components in its latest job at ",{"_key":106,"_type":20,"marks":107,"text":109},"7b018e4914a8",[108],"0f9b08bd3e91","Wembley Park",{"_key":111,"_type":20,"marks":112,"text":113},"b8ca90ccef82",[],". This project is the team’s first development on the northeast side of Wembley Stadium, where they have already completed 9 projects. Each project has been delivered on time and within budget, thanks to the knowledge and learning that have been shared and circulated.",[115],{"_key":108,"_type":116,"href":117},"link","https://www.johnsiskandson.com/case-studies/wembley-park-overview-london-uk",{"_key":119,"_type":120,"aspectRatio":121,"platform":122,"videoId":123},"650049f4b72d","videoEmbed","16/9","youtube","ial5NE9PcuM",{"_key":125,"_type":16,"children":126,"markDefs":131,"style":29},"f4fc7f530861",[127],{"_key":128,"_type":20,"marks":129,"text":130},"0190c0aa77e5",[],"The approach described in this video unlocked many opportunities to continuously reduce waste and transportation emissions.",[],{"_key":133,"_type":16,"children":134,"markDefs":139,"style":85},"f3863a40c80b",[135],{"_key":136,"_type":20,"marks":137,"text":138},"94d6fb68b65b",[],"The Challenge: Off-Site Monitoring",[],{"_key":141,"_type":16,"children":142,"markDefs":147,"style":29},"cab93d329cd2",[143],{"_key":144,"_type":20,"marks":145,"text":146},"46c740718ca6",[22],"“We faced a challenge: How could we effectively monitor 1,700 precast panels with data from different suppliers?”",[],{"_key":149,"_type":16,"children":150,"markDefs":155,"style":29},"3d3b2e674422",[151],{"_key":152,"_type":20,"marks":153,"text":154},"13d53f2c78a7",[],"Everything was happening off-site: engineers, site managers, and project managers would spend a lot of time establishing and updating trackers in siloes. It was a time-consuming task that resulted in many Excel trackers (which took days to complete) and required going to the manufacturing location and getting word-of-mouth updates. ",[],{"_key":157,"_type":16,"children":158,"markDefs":162,"style":29},"7212d1f41507",[159],{"_key":152,"_type":20,"marks":160,"text":161},[],"This process was inefficient, and the team wanted to move away from a horizontal reporting structure (with information scattered across different locations) towards a more vertical structure (with data flowing into a central hub). This is where Speckle stepped in.",[],[164,179],{"_key":165,"_type":16,"children":166,"markDefs":176,"style":29},"b69c5d6576b2",[167,172],{"_key":168,"_type":20,"marks":169,"text":171},"33475ce9e725",[170],"6d43f9392c7f","John Sisk and Son Ltd",{"_key":173,"_type":20,"marks":174,"text":175},"e9ea0bea13ed",[]," is an international engineering and construction company recognized by the industry for its BIM and Engineering capabilities. They work mainly in Europe and the UK, offering a lifecycle approach to construction across diverse sectors.",[177],{"_key":170,"_type":116,"href":178},"https://www.johnsiskandson.com/",{"_key":180,"_type":16,"children":181,"markDefs":186,"style":29},"6e80ea258864",[182],{"_key":183,"_type":20,"marks":184,"text":185},"26421a539e63",[],"Innovation is at the heart of the business, as it continuously explores new technologies to foster a visionary mentality by challenging itself and its supply chains to be creative and build a better world.",[],{"_type":93,"alt":188,"asset":189},null,{"_ref":190,"_type":97},"image-ba3a94238c17f2fef5e1f4b31d8a62270aaa9e60-174x115-png","John Sisk & Son","Speckle helped John Sisk & Son cut reporting time by 98%, turning days of manual facade tracking into minutes with connected BIM data, live dashboards, and automated progress insights.",[194,202,209],{"_key":195,"_type":16,"children":196,"markDefs":201,"style":29},"0b97744dbe61",[197],{"_key":198,"_type":20,"marks":199,"text":200},"2b9c095d8e83",[],"This project enabled Sisk to examine trends, delve into its BIM data, understand the challenges it faces, and learn lessons for driving value. ",[],{"_key":203,"_type":16,"children":204,"markDefs":208,"style":29},"e76daaa7ae7c",[205],{"_key":198,"_type":20,"marks":206,"text":207},[],"So, where is the construction industry going? Speckle enables Sisk to unlock data, establish a more connected network, and move toward a sustainable construction ecosystem.",[],{"_key":210,"_type":16,"children":211,"markDefs":220,"style":29},"3ed85d8ffc06",[212,216],{"_key":213,"_type":20,"marks":214,"text":215},"908aadec6af0",[22],"“Speckle opened the doors for us to use more of the information that we generate through our projects to unlock modern processes that align with our modern methods of construction,”",{"_key":217,"_type":20,"marks":218,"text":219},"2f3bf1fda737",[]," says Aaron.",[],[222,241,248,256],{"_key":223,"_type":16,"children":224,"markDefs":238,"style":29},"630eb75c57ca",[225,229,234],{"_key":226,"_type":20,"marks":227,"text":228},"83c28238145f",[],"Harnessing an object-based version-control system for 3D data enabled the team to track changes within the 3D model and Speckle connectors, especially using ",{"_key":230,"_type":20,"marks":231,"text":233},"075554fd98b7",[232],"9f4c80511806","Power BI",{"_key":235,"_type":20,"marks":236,"text":237},"3d4e0fb62718",[],". ",[239],{"_key":232,"_type":116,"href":240},"https://speckle.systems/integrations/power-bi",{"_key":242,"_type":16,"children":243,"markDefs":247,"style":29},"7038a966a7a7",[244],{"_key":235,"_type":20,"marks":245,"text":246},[],"This allowed them to think outside the box when reporting their BIM data. This level of data connectivity enabled the production of a dashboard that monitors the progress of off-site construction, delivery, and installation.",[],{"_key":249,"_type":88,"enableLightbox":89,"images":250},"40cee612768e",[251],{"_key":252,"_type":93,"alt":253,"asset":254,"caption":253},"642dc917dfd7","Sisk's Power BI Dashboard",{"_ref":255,"_type":97},"image-8d1860340a00064080de251c73616515a354bb45-1000x567-png",{"_key":257,"_type":16,"children":258,"markDefs":263,"style":29},"4763ed748d6d",[259],{"_key":260,"_type":20,"marks":261,"text":262},"1b900db16a45",[],"Other data, such as carbon measurements and life-cycle assessment (LCA), have also been collected, prompting the team to ask questions about carbon output and internal efficiencies using real-time data.",[],{"_type":93,"alt":265,"asset":266},"Sisk achieving 98% Faster Reporting with Speckle",{"_ref":255,"_type":97},{"_type":93,"asset":268},{"_ref":255,"_type":97},[270],{"_id":271,"slug":272,"title":275},"4c1923eb-b574-4249-a997-9e52c24c6658",{"_type":273,"current":274},"slug","commercial","Commercial","2024-04-01",[278,281],{"result":279,"title":280},"By harnessing BIM data for automated task reporting","98% faster reporting",{"result":282,"title":283},"In comparison to traditional methodology","72% faster configuration",[285,293,311,319,327,335,343],{"_key":286,"_type":16,"children":287,"markDefs":292,"style":29},"058c6249af94",[288],{"_key":289,"_type":20,"marks":290,"text":291},"3112cb95497f",[],"Speckle enabled the John Sisk & Son team to access comprehensive updates of the facade progress by turning data into intelligence. ",[],{"_key":294,"_type":16,"children":295,"markDefs":308,"style":29},"3c01859c0028",[296,299,304],{"_key":289,"_type":20,"marks":297,"text":298},[],"The work done has been awarded an ",{"_key":300,"_type":20,"marks":301,"text":303},"cb24ba76cbfd",[302],"b72877d16ffa","Excellence in the BIM and Digital Construction by London Build",{"_key":305,"_type":20,"marks":306,"text":307},"9eb6eea45318",[]," and a shortlist nomination to the London National Building & Construction award.",[309],{"_key":302,"_type":116,"href":310},"https://www.linkedin.com/posts/louisa-peel-316507151_wearesisk-breakingnewground-digitalprojectdelivery-activity-7111128039370960896-br4H?utm_source=share&utm_medium=member_desktop",{"_key":312,"_type":88,"enableLightbox":89,"images":313},"c1fa1301d46a",[314],{"_key":315,"_type":93,"alt":316,"asset":317,"caption":316},"d016ddcf19b5","The Sisk Team at London Build (LinkedIn post)",{"_ref":318,"_type":97},"image-bea35bbf8a7f4a3d87ee029668bc97b04f79bd5b-1284x963-png",{"_key":320,"_type":16,"children":321,"markDefs":326,"style":29},"067c05404280",[322],{"_key":323,"_type":20,"marks":324,"text":325},"78fcfe7815e4",[],"Using Speckle as part of the project yielded tangible benefits:",[],{"_key":328,"_type":16,"children":329,"level":42,"listItem":43,"markDefs":334,"style":29},"2e7e470f84bf",[330],{"_key":331,"_type":20,"marks":332,"text":333},"1469625301db",[],"72% faster configuration in comparison to traditional methodology",[],{"_key":336,"_type":16,"children":337,"level":42,"listItem":43,"markDefs":342,"style":29},"f4513c380fff",[338],{"_key":339,"_type":20,"marks":340,"text":341},"dc21b78818ca",[],"98% faster reporting by harnessing BIM data for automated task reporting",[],{"_key":344,"_type":16,"children":345,"markDefs":350,"style":29},"dd79ce9cda9a",[346],{"_key":347,"_type":20,"marks":348,"text":349},"ac3b7f4c3021",[22],"“Taking a report time from days to mere minutes by automating tedious, consuming tasks and thinking about connecting our data differently, we’ve seen great benefits in cost savings, reduction in risks, and enhancement of visibility and decision-making. Accessing these tools and real-time insights enables us to do a better job,” says Aaron.",[],{"_type":273,"current":352},"sisk-achieving-98-faster-reporting-with-speckle",[354,362,370],{"_key":355,"_type":16,"children":356,"markDefs":361,"style":29},"c9265b001466",[357],{"_key":358,"_type":20,"marks":359,"text":360},"8826c4074b11",[],"By integrating field data and standardizing the Quality Assurance (QA) process to align with the production process, the team achieved higher efficiency and productivity.",[],{"_key":363,"_type":88,"enableLightbox":89,"images":364},"9ee998287a89",[365],{"_key":366,"_type":93,"alt":367,"asset":368,"caption":367},"4861e9880ddb","Enabling automation steps with Sisk and Speckle",{"_ref":369,"_type":97},"image-40e2220f49beab16dac2139354e8a2db3e79722e-1000x382-png",{"_key":371,"_type":16,"children":372,"markDefs":377,"style":29},"5546703e7d1a",[373],{"_key":374,"_type":20,"marks":375,"text":376},"ca4e588df20b",[],"",[],[379,384,389],{"_id":380,"slug":381,"title":383},"21843b35-f445-4f13-af48-68c3785c95b4",{"_type":273,"current":382},"dashboards-and-insights","Dashboards & insights",{"_id":385,"slug":386,"title":388},"a3e1c1bd-e999-4310-825e-23515c11ba21",{"_type":273,"current":387},"exchange-design-data","Exchange design data",{"_id":390,"slug":391,"title":393},"f113ce04-5c0e-4487-bfc8-15eaa511aedb",{"_type":273,"current":392},"build-custom-tool","Build with Speckle",[395,400],{"_id":396,"slug":397,"title":399},"b623a68a-c36c-4be0-9cc3-37d7974cf787",{"_type":273,"current":398},"bim-management","BIM management",{"_id":401,"slug":402,"title":404},"53383d41-51e2-446d-b020-52deba86dd8a",{"_type":273,"current":403},"sustainability","Sustainability","Sisk achieving 98% faster reporting with Speckle",[407],{"_id":408,"name":233},"33a445da-0ea7-42f0-b931-89472c1b5f70",{"documents":410,"paths":423,"mappings":450},[411,412,414,416,418,420,421,422],{"_id":6,"_type":11},{"_id":380,"_type":413},"customerStorySolution",{"_id":408,"_type":415},"connector",{"_id":271,"_type":417},"customerStoryProject",{"_id":401,"_type":419},"customerStoryTeam",{"_id":385,"_type":413},{"_id":396,"_type":419},{"_id":390,"_type":413},[424,425,426,427,428,429,430,431,432,433,434,435,436,437,438,439,440,441,442,443,444,445,446,447,448,449],"$['_createdAt']","$['_id']","$['_rev']","$['_system']","$['_type']","$['_updatedAt']","$['challenge']","$['company']","$['companyLogo']['_type']","$['companyLogo']['asset']","$['companyName']","$['excerpt']","$['future']","$['howTheyDidIt']","$['mainImage']","$['name']","$['ogImage']","$['publishedAt']","$['resultMetrics'][?(@._key=='388cac710744')]['result']","$['resultMetrics'][?(@._key=='388cac710744')]['title']","$['resultMetrics'][?(@._key=='a22219ec8e10')]['result']","$['resultMetrics'][?(@._key=='a22219ec8e10')]['title']","$['results']","$['slug']","$['solution']","$['title']",{"$['_createdAt']":451,"$['_id']":456,"$['_rev']":458,"$['_system']":461,"$['_type']":464,"$['_updatedAt']":467,"$['challenge']":470,"$['company']":473,"$['companyLogo']['_type']":476,"$['companyLogo']['asset']":479,"$['companyName']":482,"$['excerpt']":485,"$['future']":488,"$['howTheyDidIt']":491,"$['mainImage']":494,"$['ogImage']":497,"$['projects'][0]['_id']":500,"$['projects'][0]['slug']":502,"$['projects'][0]['title']":505,"$['publishedAt']":508,"$['resultMetrics'][0]['result']":511,"$['resultMetrics'][0]['title']":514,"$['resultMetrics'][1]['result']":517,"$['resultMetrics'][1]['title']":520,"$['results']":523,"$['slug']":526,"$['solution']":528,"$['solutions'][0]['_id']":531,"$['solutions'][0]['slug']":533,"$['solutions'][0]['title']":535,"$['solutions'][1]['_id']":537,"$['solutions'][1]['slug']":539,"$['solutions'][1]['title']":541,"$['solutions'][2]['_id']":543,"$['solutions'][2]['slug']":545,"$['solutions'][2]['title']":547,"$['team'][0]['_id']":549,"$['team'][0]['slug']":551,"$['team'][0]['title']":553,"$['team'][1]['_id']":555,"$['team'][1]['slug']":557,"$['team'][1]['title']":559,"$['title']":561,"$['toolsConnected'][0]['_id']":563,"$['toolsConnected'][0]['name']":565},{"source":452,"type":455},{"document":453,"path":453,"type":454},0,"documentValue","value",{"source":457,"type":455},{"document":453,"path":42,"type":454},{"source":459,"type":455},{"document":453,"path":460,"type":454},2,{"source":462,"type":455},{"document":453,"path":463,"type":454},3,{"source":465,"type":455},{"document":453,"path":466,"type":454},4,{"source":468,"type":455},{"document":453,"path":469,"type":454},5,{"source":471,"type":455},{"document":453,"path":472,"type":454},6,{"source":474,"type":455},{"document":453,"path":475,"type":454},7,{"source":477,"type":455},{"document":453,"path":478,"type":454},8,{"source":480,"type":455},{"document":453,"path":481,"type":454},9,{"source":483,"type":455},{"document":453,"path":484,"type":454},10,{"source":486,"type":455},{"document":453,"path":487,"type":454},11,{"source":489,"type":455},{"document":453,"path":490,"type":454},12,{"source":492,"type":455},{"document":453,"path":493,"type":454},13,{"source":495,"type":455},{"document":453,"path":496,"type":454},14,{"source":498,"type":455},{"document":453,"path":499,"type":454},16,{"source":501,"type":455},{"document":463,"path":42,"type":454},{"source":503,"type":455},{"document":463,"path":504,"type":454},23,{"source":506,"type":455},{"document":463,"path":507,"type":454},25,{"source":509,"type":455},{"document":453,"path":510,"type":454},17,{"source":512,"type":455},{"document":453,"path":513,"type":454},20,{"source":515,"type":455},{"document":453,"path":516,"type":454},21,{"source":518,"type":455},{"document":453,"path":519,"type":454},18,{"source":521,"type":455},{"document":453,"path":522,"type":454},19,{"source":524,"type":455},{"document":453,"path":525,"type":454},22,{"source":527,"type":455},{"document":453,"path":504,"type":454},{"source":529,"type":455},{"document":453,"path":530,"type":454},24,{"source":532,"type":455},{"document":42,"path":42,"type":454},{"source":534,"type":455},{"document":42,"path":504,"type":454},{"source":536,"type":455},{"document":42,"path":507,"type":454},{"source":538,"type":455},{"document":469,"path":42,"type":454},{"source":540,"type":455},{"document":469,"path":504,"type":454},{"source":542,"type":455},{"document":469,"path":507,"type":454},{"source":544,"type":455},{"document":475,"path":42,"type":454},{"source":546,"type":455},{"document":475,"path":504,"type":454},{"source":548,"type":455},{"document":475,"path":507,"type":454},{"source":550,"type":455},{"document":472,"path":42,"type":454},{"source":552,"type":455},{"document":472,"path":504,"type":454},{"source":554,"type":455},{"document":472,"path":507,"type":454},{"source":556,"type":455},{"document":466,"path":42,"type":454},{"source":558,"type":455},{"document":466,"path":504,"type":454},{"source":560,"type":455},{"document":466,"path":507,"type":454},{"source":562,"type":455},{"document":453,"path":507,"type":454},{"source":564,"type":455},{"document":460,"path":42,"type":454},{"source":566,"type":455},{"document":460,"path":567,"type":454},15,{"data":569,"sourceMap":3056},[570,1114,1785,2127,2507,2744],{"_createdAt":571,"_id":572,"_rev":573,"_system":574,"_type":11,"_updatedAt":577,"challenge":578,"company":662,"companyLogo":742,"companyName":670,"draft":89,"excerpt":745,"future":746,"howTheyDidIt":782,"mainImage":901,"ogImage":904,"projects":906,"publishedAt":917,"resultMetrics":918,"results":928,"slug":1033,"solution":1035,"solutions":1087,"team":1092,"title":1105,"toolsConnected":1106},"2026-03-22T15:51:47Z","419479db-3b92-42ac-b607-b7e1c9dae04b","RRBJU8ZKMBnAFwZ5APq2nr",{"base":575},{"id":572,"rev":576},"S4s3yaI81wNC0q4jYB9QlP","2026-03-23T12:29:57Z",[579,614,638,646,654],{"_key":580,"_type":16,"children":581,"markDefs":611,"style":29},"0bfbdffc75dc",[582,586,590,594,599,603,607],{"_key":583,"_type":20,"marks":584,"text":585},"aabe72401cbb",[],"Before partnering with Speckle, gbi faced a growing challenge many AEC firms recognize: ",{"_key":587,"_type":20,"marks":588,"text":589},"155378c0dd88",[36],"data quality was limiting the value they could extract from their models.",{"_key":591,"_type":20,"marks":592,"text":593},"dd5f8c4c0984",[]," With poor data estimated to drive up to ",{"_key":595,"_type":20,"marks":596,"text":598},"76bcdd8d7d13",[597,36],"7a9ea3f1c774","$1.8T in global losses",{"_key":600,"_type":20,"marks":601,"text":602},"43b99456f97e",[]," through rework, delays, and bad decisions, the need to ",{"_key":604,"_type":20,"marks":605,"text":606},"12180cb9a134",[36],"improve the reliability and accessibility of project data",{"_key":608,"_type":20,"marks":609,"text":610},"8c33dac5cf2d",[]," has become urgent.",[612],{"_key":597,"_type":116,"href":613},"https://www.msuite.com/bad-construction-data-costs-industry-1-8-trillion-worldwide/?utm_source=chatgpt.com",{"_key":615,"_type":16,"children":616,"markDefs":637,"style":29},"d3aed1f4ee22",[617,621,625,629,633],{"_key":618,"_type":20,"marks":619,"text":620},"ef350901b860",[],"In practice, gbi teams were exporting quantities and project data into ",{"_key":622,"_type":20,"marks":623,"text":624},"07611e717c3a",[36],"Excel and PDFs",{"_key":626,"_type":20,"marks":627,"text":628},"75658b043ef9",[],"—a slow, manual process that made it difficult to explore and trust the results. Gabriel estimated that ",{"_key":630,"_type":20,"marks":631,"text":632},"c7f31d87c698",[36],"15–20% of his project",{"_key":634,"_type":20,"marks":635,"text":636},"7c4c67512b5c",[]," time was spent managing data in this way, navigating spreadsheets, and exporting quantities.",[],{"_key":639,"_type":16,"children":640,"markDefs":645,"style":29},"6f41abd5a841",[641],{"_key":642,"_type":20,"marks":643,"text":644},"160631dc6a99",[],"He also explored building custom dashboards, but quickly realized that creating and maintaining a scalable reporting system would require a full development team, which wasn’t feasible.",[],{"_key":647,"_type":16,"children":648,"markDefs":653,"style":29},"6d04fd73ba53",[649],{"_key":650,"_type":20,"marks":651,"text":652},"f962951a40fd",[36],"The result was a clear bottleneck: valuable project data existed, but it was too time-consuming to standardize, validate, and turn into decision-ready insight.",[],{"_key":655,"_type":16,"children":656,"markDefs":661,"style":29},"b8608bea4678",[657],{"_key":658,"_type":20,"marks":659,"text":660},"7a731de3b6ba",[],"\n",[],[663,710],{"_key":664,"_type":16,"children":665,"markDefs":707,"style":29},"926261a95c94",[666,671,675,679,683,687,691,695,699,703],{"_key":667,"_type":20,"marks":668,"text":670},"4063079f2691",[669],"ba36ff85a446","gbi",{"_key":672,"_type":20,"marks":673,"text":674},"6168c5707742",[]," is a Quebec-based engineering consulting firm with over ",{"_key":676,"_type":20,"marks":677,"text":678},"c8cd5ab3b6cc",[36],"475 employees",{"_key":680,"_type":20,"marks":681,"text":682},"4c458210f3c6",[]," and ",{"_key":684,"_type":20,"marks":685,"text":686},"7bd8d2b2768d",[36],"five offices",{"_key":688,"_type":20,"marks":689,"text":690},"2794ea226b9a",[]," across the province. With more than ",{"_key":692,"_type":20,"marks":693,"text":694},"766e5b755832",[36],"60 years of experience",{"_key":696,"_type":20,"marks":697,"text":698},"9a46fd0e71b2",[],", the company supports public and private clients across the full project lifecycle, delivering ",{"_key":700,"_type":20,"marks":701,"text":702},"93c94b68a749",[36],"structural and MEP engineering services",{"_key":704,"_type":20,"marks":705,"text":706},"a9691d97ef4b",[]," on complex projects that help shape the built environment in Quebec.",[708],{"_key":669,"_type":116,"href":709},"https://gbi.ca/en/home/",{"_key":711,"_type":16,"children":712,"markDefs":741,"style":29},"080b386153db",[713,717,721,725,729,733,737],{"_key":714,"_type":20,"marks":715,"text":716},"5da89e1c741e",[],"We spoke with ",{"_key":718,"_type":20,"marks":719,"text":720},"4a6638c8be71",[36],"Gabriel Sévigny",{"_key":722,"_type":20,"marks":723,"text":724},"d5757983cddb",[],", ",{"_key":726,"_type":20,"marks":727,"text":728},"f9ac00b597d4",[36],"BIM Manager at gbi",{"_key":730,"_type":20,"marks":731,"text":732},"3df4603b0bb2",[],", whose team sits at the intersection of BIM, data, and innovation. They lead initiatives around ",{"_key":734,"_type":20,"marks":735,"text":736},"a8bc181ebbb8",[36],"AI and data standards",{"_key":738,"_type":20,"marks":739,"text":740},"8d6104d21a97",[],", improve how the organization manages and scales engineering data, and evaluate emerging technologies—turning better data quality into measurable operational and business outcomes.",[],{"_type":93,"alt":188,"asset":743},{"_ref":744,"_type":97},"image-efb77cd48c72ceb937463510f2f99a5e5e1a05b9-91x63-svg","How gbi reduced reporting time by 20% and improved estimate accuracy using Speckle Intelligence",[747,766],{"_key":748,"_type":16,"children":749,"markDefs":763,"style":29},"42af5d41092b",[750,754,759],{"_key":751,"_type":20,"marks":752,"text":753},"8906b030d806",[],"Looking ahead, gbi is exploring the ",{"_key":755,"_type":20,"marks":756,"text":758},"52e3faa9f790",[757],"0f195f42f2d3","ETABS connector",{"_key":760,"_type":20,"marks":761,"text":762},"4601f1b80aba",[]," and sees strong potential in bringing structural analysis data into the same Speckle Intelligence experience.",[764],{"_key":757,"_type":116,"href":765},"https://speckle.systems/integrations/etabs",{"_key":767,"_type":16,"children":768,"markDefs":781,"style":29},"2615113c3606",[769,773,777],{"_key":770,"_type":20,"marks":771,"text":772},"95efb2b8af42",[],"The goal is to use a single dashboard across both Revit and ETABS models, combining ",{"_key":774,"_type":20,"marks":775,"text":776},"ba216f60ad10",[36],"multiple data sources",{"_key":778,"_type":20,"marks":779,"text":780},"fe11a6ccdbe3",[]," in one place and extending project insight beyond BIM into engineering analysis.",[],[783,799,807,815,830,837,856,872,877,893],{"_key":784,"_type":16,"children":785,"markDefs":798,"style":29},"3dadf6a8e57e",[786,790,794],{"_key":787,"_type":20,"marks":788,"text":789},"7cd2d2a0762c",[],"Rolling Speckle out at gbi wasn’t just a tooling change; it became a ",{"_key":791,"_type":20,"marks":792,"text":793},"9304522bf51a",[36],"catalyst for improving data standards at the source",{"_key":795,"_type":20,"marks":796,"text":797},"b198602696bc",[],".",[],{"_key":800,"_type":16,"children":801,"markDefs":806,"style":29},"7833d0307d22",[802],{"_key":803,"_type":20,"marks":804,"text":805},"ede8c999c4a0",[],"Gabriel’s team began by reorganizing model data in Revit to ensure that all data could be filtered and analyzed reliably in the dashboard. That meant cleaning up inconsistent families, fixing missing or misused parameters, and curating the model so Speckle Intelligence could surface the full value of the data.",[],{"_key":808,"_type":88,"enableLightbox":89,"images":809},"2b6f272ac63d",[810],{"_key":811,"_type":93,"alt":812,"asset":813},"4341edfea937","Explore quantities and insights directly within a 3D context",{"_ref":814,"_type":97},"image-7cf1a4fd76b29eaf6dfa980d53c36fd81c6ed30e-1918x868-png",{"_key":816,"_type":16,"children":817,"markDefs":829,"style":29},"8fd074dafd2a",[818,822,826],{"_key":819,"_type":20,"marks":820,"text":821},"4f46b3f216ea",[],"This work quickly exposed a deeper challenge: different authoring tools behave differently, and without a shared standard, parameters and object definitions don’t consistently match across projects. Speckle provided gbi with a clear rationale—and a practical mechanism—to rework their templates and advance ",{"_key":823,"_type":20,"marks":824,"text":825},"2f0c5bd00596",[36],"toward a company-wide data standard",{"_key":827,"_type":20,"marks":828,"text":797},"a553e251012c",[],[],{"_key":831,"_type":832,"companyLogo":833,"companyName":670,"jobTitle":835,"personName":720,"text":836},"df888b9c5b06","quote",{"_type":93,"asset":834},{"_ref":744,"_type":97},"BIM Manager","The core challenge we solved after adopting Speckle was data ownership. To make Speckle’s ACC integration truly effective, we migrated our projects from external hubs to our own internal environment. We now use the ACC Bridge tool to push and pull models directly for external coordination.",{"_key":838,"_type":16,"children":839,"markDefs":853,"style":29},"6e73fff10e70",[840,844,849],{"_key":841,"_type":20,"marks":842,"text":843},"fb046dd1fe93",[],"Day-to-day, the team works directly in Revit, so keeping dashboards up to date with the latest model state was crucial. That’s where automated publishing came into play. With ",{"_key":845,"_type":20,"marks":846,"text":848},"7163d1da0415",[847,36],"d4be231140b1","Speckle’s Autodesk Construction Cloud integration",{"_key":850,"_type":20,"marks":851,"text":852},"c14e58591394",[],", Revit model data can be updated continuously, eliminating the need for manual exports and ensuring dashboards remain in sync as projects evolve.",[854],{"_key":847,"_type":116,"href":855},"https://speckle.systems/integrations/acc",{"_key":857,"_type":16,"children":858,"markDefs":871,"style":29},"54ebf46fb945",[859,863,867],{"_key":860,"_type":20,"marks":861,"text":862},"4e1e70e8d4d5",[],"In practice, this changed both internal workflows and client delivery. ",{"_key":864,"_type":20,"marks":865,"text":866},"7c68dbaf5633",[36],"Technicians no longer had to manually prepare reports, and teams could produce more reliable quantity takeoffs and estimates",{"_key":868,"_type":20,"marks":869,"text":870},"d45b2329cc23",[],", particularly at key milestones such as the 30% project-completion stage, when teams are expected to produce early quantity takeoffs and provide clients with a more confident first cost estimate.",[],{"_key":873,"_type":832,"companyLogo":874,"companyName":670,"jobTitle":835,"personName":720,"text":876},"87935cf409a5",{"_type":93,"asset":875},{"_ref":744,"_type":97},"Speckle Intelligence reduces mistakes in estimation and makes our results more precise. For example, a beam might be modeled on the wrong level. Previously, we only had an Excel sheet indicating that ‘Level two has beams with errors,’ and we had to dig through the model to figure out what was wrong. Now, we can click on ‘level two’ and immediately see these problematic elements in 3D, and fix them.",{"_key":878,"_type":16,"children":879,"markDefs":892,"style":29},"91e40b36263c",[880,884,888],{"_key":881,"_type":20,"marks":882,"text":883},"c84aa6e243f5",[],"Speckle also became a more effective means of communicating design. Instead of screen-sharing Revit in meetings, teams could use Speckle’s ",{"_key":885,"_type":20,"marks":886,"text":887},"5c4a0c154915",[36],"presentation features in the viewer",{"_key":889,"_type":20,"marks":890,"text":891},"534fa50c1a35",[]," to guide stakeholders through the model, making reviews more accessible, more structured, and far easier to follow.",[],{"_key":894,"_type":88,"enableLightbox":89,"images":895},"70ffae35b678",[896],{"_key":897,"_type":93,"alt":898,"asset":899},"1a2586336829","A more effective means of communicating design",{"_ref":900,"_type":97},"image-333a3a0df1313e5de2573cec66b65dc0f14353ed-1917x811-png",{"_type":93,"alt":902,"asset":903},"gbi Reduces Reporting Time by 20% and Improves Estimate Accuracy Using Speckle Intelligence",{"_ref":900,"_type":97},{"_type":93,"asset":905},{"_ref":900,"_type":97},[907,912],{"_id":908,"slug":909,"title":911},"29c93b81-c4d9-435d-80f2-278a15550844",{"_type":273,"current":910},"infrastructure","Infrastructure",{"_id":913,"slug":914,"title":916},"7cb54ab4-140c-43a5-a7c7-4d897ef760eb",{"_type":273,"current":915},"buildings","Buildings","2026-03-23",[919,922,925],{"result":920,"title":921},"more time spent on high-value engineering work","15–20% faster data analytics compared to Excel",{"result":923,"title":924},"from 3 days to 30 minutes per team member","~144× faster onboarding than with Power BI",{"result":926,"title":927},"reduced risk & increased confidence","Fewer estimation errors through 3D viewer validation",[929,938,954,962,978,985,993,1009,1017],{"_key":930,"_type":16,"children":931,"markDefs":936,"style":937},"cd6b2ba41b98",[932],{"_key":933,"_type":20,"marks":934,"text":935},"7c53f1a6c6aa",[36],"15–20% less time spent on manual data work",[],"h3",{"_key":939,"_type":16,"children":940,"markDefs":953,"style":29},"8e86ed2407c4",[941,945,949],{"_key":942,"_type":20,"marks":943,"text":944},"fff79c80e2a1",[],"By replacing spreadsheet-heavy workflows, gbi reduced time spent on exporting quantities, building schedules, and managing project data, freeing up ",{"_key":946,"_type":20,"marks":947,"text":948},"96110f53272e",[36],"15–20% of project time",{"_key":950,"_type":20,"marks":951,"text":952},"09d95491a767",[]," for higher-value engineering work.",[],{"_key":955,"_type":16,"children":956,"markDefs":961,"style":937},"ddae245a9293",[957],{"_key":958,"_type":20,"marks":959,"text":960},"97d100e1ef37",[36],"Fewer errors in quantities and estimation",[],{"_key":963,"_type":16,"children":964,"markDefs":977,"style":29},"993011eeeccf",[965,969,973],{"_key":966,"_type":20,"marks":967,"text":968},"e16db41b1a21",[],"With dashboards connected directly to model objects, teams can ",{"_key":970,"_type":20,"marks":971,"text":972},"fdfe20719562",[36],"spot mistakes",{"_key":974,"_type":20,"marks":975,"text":976},"43b363d7e278",[]," that were previously easy to miss in spreadsheets—reducing the risk of incorrect quantities and improving confidence in early-stage estimates.",[],{"_key":979,"_type":88,"enableLightbox":89,"images":980},"f27bcfbdff13",[981],{"_key":982,"_type":93,"alt":960,"asset":983},"319cf7ce5509",{"_ref":984,"_type":97},"image-6d461d61541c1bfcdeebf640a56f17a18791959c-1916x869-png",{"_key":986,"_type":16,"children":987,"markDefs":992,"style":937},"843c84350ed7",[988],{"_key":989,"_type":20,"marks":990,"text":991},"997f95f45a9e",[36],"Faster validation in a 3D context",[],{"_key":994,"_type":16,"children":995,"markDefs":1008,"style":29},"3e2ac3d6bb37",[996,1000,1004],{"_key":997,"_type":20,"marks":998,"text":999},"2fcbf2d73543",[],"Instead of navigating Excel tables, teams can click into a metric and ",{"_key":1001,"_type":20,"marks":1002,"text":1003},"77fabee326c2",[36],"immediately see the corresponding elements in the viewer.",{"_key":1005,"_type":20,"marks":1006,"text":1007},"1c2ee7e9d9c3",[]," This made exploration and validation dramatically faster.",[],{"_key":1010,"_type":16,"children":1011,"markDefs":1016,"style":937},"f79edb402c18",[1012],{"_key":1013,"_type":20,"marks":1014,"text":1015},"b0e794ebd921",[36],"Adoption across the team, not just power users",[],{"_key":1018,"_type":16,"children":1019,"markDefs":1032,"style":29},"255b334e32c8",[1020,1024,1028],{"_key":1021,"_type":20,"marks":1022,"text":1023},"bf976c05f25f",[],"Speckle Intelligence proved significantly easier to learn than traditional BI tools. Gabriel noted that ",{"_key":1025,"_type":20,"marks":1026,"text":1027},"dd18226021d0",[36],"most team members could become productive in around 30 minutes",{"_key":1029,"_type":20,"marks":1030,"text":1031},"936d5376bfd4",[],", compared with an average of 3 days to onboard to Power BI effectively.",[],{"_type":273,"current":1034},"gbi-reduces-reporting-time-and-improves-estimate-accuracy-using-speckle-intelligence",[1036,1048,1066,1074,1080],{"_key":1037,"_type":16,"children":1038,"markDefs":1047,"style":29},"636dcc7d7790",[1039,1043],{"_key":1040,"_type":20,"marks":1041,"text":1042},"cb0321f79adb",[],"gbi chose Speckle because it was the first solution that made ",{"_key":1044,"_type":20,"marks":1045,"text":1046},"73ea954eb3ca",[36],"model data usable and accessible across the engineering team, not just to power users.",[],{"_key":1049,"_type":16,"children":1050,"markDefs":1064,"style":29},"b1b545ce349c",[1051,1055,1060],{"_key":1052,"_type":20,"marks":1053,"text":1054},"e74a33b5531e",[],"Gabriel initially discovered Speckle through the ",{"_key":1056,"_type":20,"marks":1057,"text":1059},"2dbfa091a542",[1058],"a2893cc9c31a","Speckle for Power BI connector",{"_key":1061,"_type":20,"marks":1062,"text":1063},"15473d1b797d",[],", but Power BI alone proved too complex for most engineers at the firm, was often slow to load, and was very difficult to scale beyond a small, tech-savvy group. Structural engineers don’t have time to onboard on a complex tool like this, says Gabriel.",[1065],{"_key":1058,"_type":116,"href":240},{"_key":1067,"_type":16,"children":1068,"markDefs":1073,"style":29},"5e22c4b3745c",[1069],{"_key":1070,"_type":20,"marks":1071,"text":1072},"18734b13772c",[36],"Speckle Intelligence changed that. Instead of asking structural engineers to learn Power BI, Gabriel could share a ready-to-use visual dashboard that lets users explore quantities and insights directly within a 3D context.",[],{"_key":1075,"_type":832,"companyLogo":1076,"companyName":670,"jobTitle":1078,"personName":720,"text":1079},"41f7d2e8222e",{"_type":93,"asset":1077},{"_ref":744,"_type":97},"BIM Manager ","We save time for technicians because they don’t have to produce Excel sheets and schedules anymore. And it improves the quality for clients, because we’re more confident in the numbers we share.",{"_key":1081,"_type":16,"children":1082,"markDefs":1086,"style":29},"43b694982319",[1083],{"_key":1084,"_type":20,"marks":1085,"text":660},"bcf1234c292d",[],[],[1088,1090],{"_id":380,"slug":1089,"title":383},{"_type":273,"current":382},{"_id":385,"slug":1091,"title":388},{"_type":273,"current":387},[1093,1095,1100],{"_id":396,"slug":1094,"title":399},{"_type":273,"current":398},{"_id":1096,"slug":1097,"title":1099},"555d47d5-1317-4869-9bd4-50e675ae74ab",{"_type":273,"current":1098},"structural-engineering","Structural engineering",{"_id":1101,"slug":1102,"title":1104},"181b6a0b-a687-4945-83d1-97feaaa5832e",{"_type":273,"current":1103},"innovation","Innovation","gbi reduces reporting time by 20% and improves estimate accuracy using Speckle Intelligence",[1107,1110,1111],{"_id":1108,"name":1109},"7a5a5d48-3e74-43d5-8672-a376b9b15abb","Revit",{"_id":408,"name":233},{"_id":1112,"name":1113},"73281e88-8074-4fd8-92f9-8824c0caefee","ACC",{"_createdAt":1115,"_id":1116,"_rev":1117,"_system":1118,"_type":11,"_updatedAt":1121,"challenge":1122,"company":1147,"companyLogo":1163,"companyName":1155,"draft":89,"excerpt":1166,"future":1167,"howTheyDidIt":1217,"mainImage":1541,"ogImage":1545,"projects":1547,"publishedAt":1555,"resultMetrics":1556,"results":1566,"slug":1709,"solution":1711,"solutions":1765,"team":1768,"title":1776,"toolsConnected":1777},"2026-03-05T13:40:04Z","b8911ffb-0176-4177-a0eb-f4d4e19ad097","6RK3jWpOBOdRzgd0gmAATL",{"base":1119},{"id":1116,"rev":1120},"nnxNbR6r2P63FwzbLnOFZo","2026-03-10T08:39:10Z",[1123,1131,1139],{"_key":1124,"_type":16,"children":1125,"markDefs":1130,"style":29},"a62b10afbd53",[1126],{"_key":1127,"_type":20,"marks":1128,"text":1129},"0a42dd7dcda7",[],"Major projects are increasingly confronted with structural challenges stemming from fragmented data ecosystems, strong reliance on proprietary platforms, and inefficient manual workflows. Project information is typically dispersed across multiple tools, environments, and license models, resulting in higher costs, reduced interoperability, and limited capacity to access, transform, and reuse data at scale.",[],{"_key":1132,"_type":16,"children":1133,"markDefs":1138,"style":29},"dba2b4afe76d",[1134],{"_key":1135,"_type":20,"marks":1136,"text":1137},"c0da00bc99aa",[],"Beyond the technological fragmentation, teams dedicate a disproportionate amount of time to low-value, repetitive activities—such as data cleansing and structuring, georeferencing alignment, model federation, and version comparison. These tasks, while necessary, do not directly contribute to design or delivery quality, yet they significantly slow down production cycles and increase the risk of inconsistency.",[],{"_key":1140,"_type":16,"children":1141,"markDefs":1146,"style":29},"68b263c580a5",[1142],{"_key":1143,"_type":20,"marks":1144,"text":1145},"d5aa20a3fc07",[],"At the same time, maintaining data integrity, traceability, and consistency across disciplines, stakeholders, and project phases remains a complex governance challenge. Without structured and reliable information flows, it becomes difficult to feed operational dashboards with trustworthy data, automate quality controls, or support decision-making with real-time insights. The result is a gap between the potential of digital tools and the actual value extracted from project information.",[],[1148],{"_key":1149,"_type":16,"children":1150,"markDefs":1160,"style":29},"ad1abe5bdfa2",[1151,1156],{"_key":1152,"_type":20,"marks":1153,"text":1155},"84f6264bf519",[1154],"c1334e8f43e0","Pomerleau",{"_key":1157,"_type":20,"marks":1158,"text":1159},"33cb94cdbe46",[]," is a leading Canadian construction company recognized for delivering complex building and infrastructure projects through innovation and collaboration. Founded in 1966, the company integrates digital technologies, sustainability, and new ways of working to rethink how the built environment is designed and delivered. This innovation-driven approach positions Pomerleau as an active contributor to global conversations around open data and platforms such as Speckle.",[1161],{"_key":1154,"_type":116,"href":1162},"https://pomerleau.ca/en",{"_type":93,"alt":188,"asset":1164},{"_ref":1165,"_type":97},"image-c84c7ded09fec30e4ae71c4f4d13954c5575ae30-3840x735-png","How Pomerleau used Speckle to automate BIM workflows, cutting equipment validation and QA/QC checks by 90% while accelerating data extraction and project insights.",[1168,1176,1184,1192,1200,1209],{"_key":1169,"_type":16,"children":1170,"markDefs":1175,"style":29},"2f5ce5794480",[1171],{"_key":1172,"_type":20,"marks":1173,"text":1174},"1822b0ca8ead",[],"After successfully validating the value of a self-hosted deployment, Pomerleau is now scaling Speckle at the organizational level by transitioning to Speckle Cloud in the new Canada region. This strategic move reduces infrastructure and maintenance overhead while aligning the platform with enterprise IT standards. It also unlocks access to advanced capabilities such as Speckle Intelligence, Automate workflows, and tighter integration with Autodesk Construction Cloud—further strengthening interoperability across the digital ecosystem.",[],{"_key":1177,"_type":16,"children":1178,"markDefs":1183,"style":29},"998b10a5c710",[1179],{"_key":1180,"_type":20,"marks":1181,"text":1182},"12ed1dd8b950",[],"In parallel, the team continues to expand its internal toolset. An AI-powered chatbot is being developed to allow field and project staff to query model data through natural language, reducing reliance on technical interfaces and accelerating access to actionable information.",[],{"_key":1185,"_type":16,"children":1186,"markDefs":1191,"style":29},"a6598d5e2b9a",[1187],{"_key":1188,"_type":20,"marks":1189,"text":1190},"8500a9ef69b3",[],"The IFC exporter is also being enhanced to support a broader range of geometry representations and metadata structures, ensuring higher fidelity and improved data continuity across systems.",[],{"_key":1193,"_type":16,"children":1194,"markDefs":1199,"style":29},"e943611f8032",[1195],{"_key":1196,"_type":20,"marks":1197,"text":1198},"739e4d7675b9",[],"Pomerleau positions Speckle not simply as a platform, but as an open and extensible collaboration framework—one that eliminates silos, reduces repetitive manual effort, and establishes a resilient data foundation capable of supporting automation, analytics, and AI-driven workflows in the long term.",[],{"_key":1201,"_type":16,"children":1202,"markDefs":1207,"style":1208},"dd430fd99fbd",[1203],{"_key":1204,"_type":20,"marks":1205,"text":1206},"66529240568c",[22],"Acknowledgment",[],"h4",{"_key":1210,"_type":16,"children":1211,"markDefs":1216,"style":29},"566d820fedac",[1212],{"_key":1213,"_type":20,"marks":1214,"text":1215},"e09d50da28b5",[22],"This work was made possible through close collaboration between innovation, VDC, and operations teams. Oscar Mannarella, Araham Jesus Martinez Lagunas, and Yazid Ben Said played a key hands‑on role in developing, testing, and applying the Speckle‑based solutions on active projects. From an operations perspective, Cédric Simard was instrumental in identifying and clearly articulating on‑site challenges in model and information management, helping surface concrete problems that could be addressed through a data‑driven approach. At the time, Dragica Adamovic led the initiative as Innovation Manager, structuring discussions and guiding the effort from early ideas through implementation. Fernando Valdivieso supported the initiative at a strategic level, leading discussions with upper management to secure the necessary investment and server infrastructure. More recently, David Vanneck has taken on the responsibility of consolidating these efforts and defining a structured implementation plan to support broader adoption.",[],[1218,1226,1252,1260,1268,1275,1283,1291,1309,1316,1331,1338,1349,1357,1373,1381,1393,1409,1416,1424,1432,1440,1451,1455,1463,1471,1483,1491,1499,1515,1518,1533],{"_key":1219,"_type":16,"children":1220,"markDefs":1225,"style":29},"dc0c8d08d085",[1221],{"_key":1222,"_type":20,"marks":1223,"text":1224},"5efb0dfe9ade",[],"At Pomerleau, the deployment has been approached as a structured transformation program rather than a fully completed production rollout. The platform is not yet in full production across all projects; instead, it is currently being progressively deployed while governance standards, workflows, and technical protocols are still being formalized and documented.",[],{"_key":1227,"_type":16,"children":1228,"markDefs":1250,"style":29},"488606854109",[1229,1233,1237,1242,1246],{"_key":1230,"_type":20,"marks":1231,"text":1232},"8e4e674cbc7c",[],"The strategic decision was to position Speckle as a ",{"_key":1234,"_type":20,"marks":1235,"text":1236},"a4ecf57bdc28",[36],"complementary data backbone integrated with ",{"_key":1238,"_type":20,"marks":1239,"text":1241},"91ddce0fd273",[1240,36],"5bedf38215b6","Autodesk Construction Cloud",{"_key":1243,"_type":20,"marks":1244,"text":1245},"3fc103fb9fe7",[36]," and existing BIM ecosystems",{"_key":1247,"_type":20,"marks":1248,"text":1249},"47c5af978954",[],", minimizing disruption while enabling gradual adoption. A phased rollout strategy has been adopted, beginning with controlled pilot projects to validate synchronization logic, folder structures, version control mechanisms, and QA/QC automation before wider scaling.",[1251],{"_key":1240,"_type":116,"href":855},{"_key":1253,"_type":16,"children":1254,"markDefs":1259,"style":29},"4f42d59f5ba3",[1255],{"_key":1256,"_type":20,"marks":1257,"text":1258},"8b8455d19cf2",[],"Dedicated ACC folder structures for publish-ready models have been defined, along with controlled versioning workflows and secure, token-based authentication connected to the corporate hub. At the same time, enterprise standards—such as property set normalization, naming conventions, metadata structures, and validation rules—are actively being written and refined. This ensures that the deployment is not only technically functional but aligned with long-term governance and IT compliance objectives.",[],{"_key":1261,"_type":16,"children":1262,"markDefs":1267,"style":29},"62512a4e0ec3",[1263],{"_key":1264,"_type":20,"marks":1265,"text":1266},"528372d147a2",[],"Custom applications are being centralized and standardized to avoid fragmented local scripts, but their evolution remains iterative. Feedback loops from pilot projects are directly influencing the development of internal standards and automation tools. ",[],{"_key":1269,"_type":16,"children":1270,"markDefs":1274,"style":29},"3133cdde0787",[1271],{"_key":1264,"_type":20,"marks":1272,"text":1273},[],"By combining controlled implementation, incremental scaling, and active governance, Pomerleau is building a scalable and secure digital framework—one designed for full production maturity but currently in a deliberate, structured deployment phase.",[],{"_key":1276,"_type":16,"children":1277,"markDefs":1282,"style":85},"49c555cef9b4",[1278],{"_key":1279,"_type":20,"marks":1280,"text":1281},"d990f2c412e0",[],"Streamlining BIM/VDC workflows",[],{"_key":1284,"_type":16,"children":1285,"markDefs":1290,"style":937},"1d948ab0cabe",[1286],{"_key":1287,"_type":20,"marks":1288,"text":1289},"18b6130fd6df",[],"Automated visualization and validation of specialized equipment",[],{"_key":1292,"_type":16,"children":1293,"markDefs":1306,"style":29},"5a820a498388",[1294,1298,1302],{"_key":1295,"_type":20,"marks":1296,"text":1297},"7330147e5ddf",[],"On a large, complex institutional healthcare project in Quebec, project teams needed a reliable way to understand and validate specialized equipment data coming from multiple sources—",{"_key":1299,"_type":20,"marks":1300,"text":1109},"35b7b5e58fb1",[1301],"39fe145f9a33",{"_key":1303,"_type":20,"marks":1304,"text":1305},"ae4631f61d25",[]," models, dRofus, and Documatic—against monthly client‑issued equipment lists. ",[1307],{"_key":1301,"_type":116,"href":1308},"https://speckle.systems/integrations/revit",{"_key":1310,"_type":16,"children":1311,"markDefs":1315,"style":29},"2714456c8ba2",[1312],{"_key":1303,"_type":20,"marks":1313,"text":1314},[],"As these datasets evolved independently, tracking whether updated equipment was correctly reflected in professional models became increasingly difficult using traditional, document‑based workflows.",[],{"_key":1317,"_type":16,"children":1318,"markDefs":1330,"style":29},"42b147e59a76",[1319,1323,1327],{"_key":1320,"_type":20,"marks":1321,"text":1322},"e4e75e30b66d",[],"A Speckle‑based solution was developed primarily to visualize and align 2–3 datasets simultaneously, ",{"_key":1324,"_type":20,"marks":1325,"text":1326},"8c9e87c957c7",[36],"making discrepancies in approximately 59,000 specialized equipment items, 6,700 rooms, and 12 building levels easier to interpret",{"_key":1328,"_type":20,"marks":1329,"text":237},"939152677cb4",[],[],{"_key":1332,"_type":16,"children":1333,"markDefs":1337,"style":29},"43673a669f89",[1334],{"_key":1320,"_type":20,"marks":1335,"text":1336},[],"Rather than fully automating decisions, the platform supported teams by highlighting differences between data sources and providing a clear, consolidated view for human validation. This significantly reduced the effort required to review updates, shortening validation cycles from approximately two weeks to just two hours, including manual checks.",[],{"_key":1339,"_type":88,"enableLightbox":89,"images":1340,"rowCount":460},"41ceb5351212",[1341,1345],{"_key":1342,"_type":93,"asset":1343},"4b5070e5d86e",{"_ref":1344,"_type":97},"image-b3f7972e7924bfec81bd06fa9466be2685280b24-1173x740-jpg",{"_key":1346,"_type":93,"asset":1347},"0db8e05b75ae",{"_ref":1348,"_type":97},"image-5f6ffaf1a9ec249d21be9ab72555ccc9a1996f13-754x693-jpg",{"_key":1350,"_type":16,"children":1351,"markDefs":1356,"style":937},"c781a22d5590",[1352],{"_key":1353,"_type":20,"marks":1354,"text":1355},"3030c0b2fe4b",[],"Model-based QTO and data visualization",[],{"_key":1358,"_type":16,"children":1359,"markDefs":1372,"style":29},"b8fd710a1ca5",[1360,1364,1368],{"_key":1361,"_type":20,"marks":1362,"text":1363},"72a255f29021",[],"Rather than focusing solely on automated, model‑based quantity takeoffs, Speckle was used as a ",{"_key":1365,"_type":20,"marks":1366,"text":1367},"eabeae342b5f",[36],"data visualization layer to support quantity tracking and model alignment across multiple phases of the project",{"_key":1369,"_type":20,"marks":1370,"text":1371},"33143837fbbe",[],"—from proposal and design through construction.",[],{"_key":1374,"_type":16,"children":1375,"markDefs":1380,"style":29},"07561e9627dd",[1376],{"_key":1377,"_type":20,"marks":1378,"text":1379},"ade6d31fbd65",[],"Quantities and equipment data coming from mechanical and electrical models were aggregated and visualized by room and system, allowing different teams to interpret, validate, and compare information in context.",[],{"_key":1382,"_type":88,"enableLightbox":1383,"images":1384,"rowCount":42},"31a96c380c87",true,[1385,1389],{"_key":1386,"_type":93,"asset":1387},"68846652340d",{"_ref":1388,"_type":97},"image-eed97228c0bdeda372b029c94845c88c89016db3-1593x818-jpg",{"_key":1390,"_type":93,"asset":1391},"de610e27787d",{"_ref":1392,"_type":97},"image-8ef1ed95c5bf7286bea94d40578da85d42f8d09c-1590x821-jpg",{"_key":1394,"_type":16,"children":1395,"markDefs":1408,"style":29},"4ae8ab800521",[1396,1400,1404],{"_key":1397,"_type":20,"marks":1398,"text":1399},"a7e0ffa3cb30",[],"This approach helped ",{"_key":1401,"_type":20,"marks":1402,"text":1403},"57b2074b673a",[36],"identify gaps, inconsistencies, and modeling deviations early",{"_key":1405,"_type":20,"marks":1406,"text":1407},"fcbd1b8e1a6a",[],", while supporting QA/QC workflows without replacing professional judgment. ",[],{"_key":1410,"_type":16,"children":1411,"markDefs":1415,"style":29},"b6100898c4cf",[1412],{"_key":1397,"_type":20,"marks":1413,"text":1414},[],"By making QTO data more accessible and understandable to a broader set of stakeholders, the platform supported informed decision‑making and reduced reliance on manual spreadsheets throughout the project lifecycle",[],{"_key":1417,"_type":16,"children":1418,"markDefs":1423,"style":937},"a1f80dedcd55",[1419],{"_key":1420,"_type":20,"marks":1421,"text":1422},"36f0fdff7c0a",[],"Construction progress visualization through data integration",[],{"_key":1425,"_type":16,"children":1426,"markDefs":1431,"style":29},"8415be1d6983",[1427],{"_key":1428,"_type":20,"marks":1429,"text":1430},"66c1d2971d9a",[],"Rather than fully automating 4D planning, Speckle was used to connect the detailed construction schedule from Pomerleau’s internal planning system (PlaniPOM) with model data to visualize work progress on site.",[],{"_key":1433,"_type":16,"children":1434,"markDefs":1439,"style":29},"c4426954f8a0",[1435],{"_key":1436,"_type":20,"marks":1437,"text":1438},"8f4636e2cb66",[],"Information from these two data sources was overlaid to provide a clear, visual representation of the status of selected construction items directly in the model. ",[],{"_key":1441,"_type":16,"children":1442,"markDefs":1450,"style":29},"6c5fe6783a62",[1443,1446],{"_key":1436,"_type":20,"marks":1444,"text":1445},[36],"Task status—such as completed, on schedule, late, or delayed—was communicated through color coding",{"_key":1447,"_type":20,"marks":1448,"text":1449},"2a2f60afe5f5",[],", with visibility into the extent of each delay. This approach supported teams by making schedule information easier to interpret spatially, helping them understand progress, identify issues, and support on-site discussions and decision‑making.",[],{"_key":1452,"_type":120,"aspectRatio":121,"platform":1453,"videoId":1454},"1a13417e9587","vimeo","1170976263",{"_key":1456,"_type":16,"children":1457,"markDefs":1462,"style":937},"e707dc1bc23c",[1458],{"_key":1459,"_type":20,"marks":1460,"text":1461},"647f0caa9655",[],"A suite of purpose-built tools",[],{"_key":1464,"_type":16,"children":1465,"markDefs":1470,"style":29},"a33796ef83c2",[1466],{"_key":1467,"_type":20,"marks":1468,"text":1469},"816c2d3a1ec6",[],"A suite of purpose-built tools powered by Speckle was progressively developed to support this strategy. Rather than relying on generic, off-the-shelf workflows, these applications were designed to address specific pain points across active projects—particularly in IFC processing, georeferencing alignment, quality control, version comparison, and data structuring.",[],{"_key":1472,"_type":16,"children":1473,"markDefs":1482,"style":29},"2d458a6327df",[1474,1478],{"_key":1475,"_type":20,"marks":1476,"text":1477},"dd54b33d0a57",[36],"Each tool was built to sit directly on top of the shared data layer, transforming raw model information into structured, validated, and reusable datasets.",{"_key":1479,"_type":20,"marks":1480,"text":1481},"22eec25af157",[]," The objective was not simply automation, but the creation of a controlled and scalable digital workflow capable of reducing manual intervention, limiting platform dependency, and strengthening data governance across disciplines.",[],{"_key":1484,"_type":88,"enableLightbox":1383,"images":1485},"e7a2ff9d6efd",[1486],{"_key":1487,"_type":93,"alt":1488,"asset":1489},"41436615dc04","Pomerleau building with Speckle: Suite of Purpose-Built BIM VDC tools",{"_ref":1490,"_type":97},"image-a6b537740bf599761c8971c39e997a9fc8be6559-1055x540-jpg",{"_key":1492,"_type":16,"children":1493,"markDefs":1498,"style":29},"f2c0d5972abc",[1494],{"_key":1495,"_type":20,"marks":1496,"text":1497},"0c6e6b6a0fda",[],"Together, these tools form a modular ecosystem that supports both operational delivery and the progressive definition of enterprise BIM data standards.",[],{"_key":1500,"_type":16,"children":1501,"markDefs":1514,"style":29},"b2fa680fd838",[1502,1506,1510],{"_key":1503,"_type":20,"marks":1504,"text":1505},"1c8a291af2dc",[],"The ",{"_key":1507,"_type":20,"marks":1508,"text":1509},"38ed13cb575c",[36],"QA/QC Checker Pro:",{"_key":1511,"_type":20,"marks":1512,"text":1513},"ecd844ccac9b",[]," a validation tool for enhanced QA/QC analysis of BIM/VDC models directly in Speckle, ensuring data quality and consistency through automated rule-based analysis. It detects missing or inconsistent parameters and provides clear, actionable reports to support efficient model corrections.",[],{"_key":1516,"_type":120,"aspectRatio":121,"platform":1453,"videoId":1517},"d2369ae42d10","1170968589",{"_key":1519,"_type":16,"children":1520,"markDefs":1532,"style":29},"a4ed17992fa5",[1521,1524,1528],{"_key":1522,"_type":20,"marks":1523,"text":1505},"aa48cf9049cb",[],{"_key":1525,"_type":20,"marks":1526,"text":1527},"6c9dc2df769d",[36],"Speckle BI Extractor:",{"_key":1529,"_type":20,"marks":1530,"text":1531},"289a70633a58",[]," A lightweight tool and BI template to pull structured BIM data directly from Speckle, streamlining data flows and batch federation! The tool securely connects to your Speckle server and projects, extracts BIM elements and metadata, and organizes the information into a clean, tabular format. This structured data is then ready for efficient analysis, reporting, and integration.",[],{"_key":1534,"_type":16,"children":1535,"markDefs":1540,"style":29},"a21a1b9dcea5",[1536],{"_key":1537,"_type":20,"marks":1538,"text":1539},"d52f01683bf6",[],"Within weeks, the team was releasing new internal tools built on Speckle, sometimes one per week, to directly respond to project and field needs.",[],{"_type":93,"alt":1542,"asset":1543},"Pomerleau achieves 90% faster equipment tracking and QA/QC checks using Speckle-powered internal tools",{"_ref":1544,"_type":97},"image-2dea3bf1e8e924edd1d930b9d3aa63d3b3fc6970-1509x761-jpg",{"_type":93,"asset":1546},{"_ref":1544,"_type":97},[1548,1550],{"_id":908,"slug":1549,"title":911},{"_type":273,"current":910},{"_id":1551,"slug":1552,"title":1554},"84976950-f66b-40a7-8c69-30b3d3855b17",{"_type":273,"current":1553},"healthcare","Healthcare","2026-03-06",[1557,1560,1563],{"result":1558,"title":1559},"5–7 hours saved per user per week","15% weekly productivity gain",{"result":1561,"title":1562},"From 1–2 weeks to 2–3 hours","90% faster equipment validation",{"result":1564,"title":1565},"From ~1 hour to 2–5 minutes","90% faster BIM QA/QC checks",[1567,1575,1583,1591,1637,1645,1653,1661,1669,1677,1685,1693,1701],{"_key":1568,"_type":16,"children":1569,"markDefs":1574,"style":29},"32fc58a7ccc1",[1570],{"_key":1571,"_type":20,"marks":1572,"text":1573},"acef44dd5560",[36],"Speckle played a key role in helping the BIM/VDC team automate, connect, and accelerate critical workflows.",[],{"_key":1576,"_type":16,"children":1577,"markDefs":1582,"style":29},"fa15138d8e31",[1578],{"_key":1579,"_type":20,"marks":1580,"text":1581},"64fc13bbd7e5",[],"By enabling real-time data exchange between authoring tools, analysis platforms, and custom scripts, Speckle reduced manual handoffs and eliminated many of the repetitive tasks traditionally associated with model coordination. This open, data-centric approach allowed the team to focus less on file management and more on design quality, constructability, and decision-making.",[],{"_key":1584,"_type":16,"children":1585,"markDefs":1590,"style":29},"74daafc96f2d",[1586],{"_key":1587,"_type":20,"marks":1588,"text":1589},"959ccd9ba9f6",[],"As a result, information flowed more reliably across disciplines, updates were shared instantly, and teams could iterate faster while maintaining a single source of truth throughout the project lifecycle.",[],{"_key":1592,"_type":1593,"rows":1594},"11d51240d47d","table",[1595,1603,1610,1616,1623,1630],{"_key":1596,"_type":1597,"cells":1598},"8ad6e801-47ba-4a86-bb16-ade962ad2a22","tableRow",[1599,1600,1601,1602],"Proces","Before","After","Improvement",{"_key":1604,"_type":1597,"cells":1605},"47aa8200-1c21-4470-be89-c0a292f9bf70",[1606,1607,1608,1609],"Equipment tracking","1–2 weeks (Excel manual and visual comparison)","2–3 hours","> 90 % faster",{"_key":1611,"_type":1597,"cells":1612},"28226246-7bf1-4a1a-81a9-897d58ce49d3",[1613,1614,1615,1609],"QA/QC checks","~ 1 hour (Using Revit Model Checker)","2–5 minutes",{"_key":1617,"_type":1597,"cells":1618},"09120d36-99ce-435b-93c8-8b026f0dd787",[1619,1620,1621,1622],"BI data extraction","10–30 minutes (Using custom speckle connector model by model)","\u003C 1 minute","95 % faster",{"_key":1624,"_type":1597,"cells":1625},"0417312b-74db-48b9-90af-70d466882dcb",[1626,1627,1628,1629],"IFC uploads","> 1 hour (Using custom drag and drop function in Speckle)","~ 40 minutes","33 % faster",{"_key":1631,"_type":1597,"cells":1632},"594bd271-d0d4-40d8-960c-d3ca5f486bb2",[1633,1634,1635,1636],"Weekly time saved","/","5–7 hours per user","≈ 15 % productivity gain",{"_key":1638,"_type":88,"enableLightbox":1383,"images":1639},"cd6626695ecd",[1640],{"_key":1641,"_type":93,"alt":1642,"asset":1643,"caption":1642},"40bfd53ef849","Comparison of Pomerleau's Speckle-powered built solutions: Time gains",{"_ref":1644,"_type":97},"image-d942d44f6efbfdd25e0e4cb3bf4fda03cf2db3f7-1884x814-jpg",{"_key":1646,"_type":16,"children":1647,"markDefs":1652,"style":937},"2d522265b73d",[1648],{"_key":1649,"_type":20,"marks":1650,"text":1651},"0ce1ca1b6882",[],"Operational improvements",[],{"_key":1654,"_type":16,"children":1655,"level":42,"listItem":43,"markDefs":1660,"style":29},"ab3cecae7d19",[1656],{"_key":1657,"_type":20,"marks":1658,"text":1659},"0a83808b5e41",[],"Around 60 % fewer manual data entries across VDC teams, resulting in improved data quality",[],{"_key":1662,"_type":16,"children":1663,"level":42,"listItem":43,"markDefs":1668,"style":29},"d186bb513940",[1664],{"_key":1665,"_type":20,"marks":1666,"text":1667},"496f7aaaee0a",[],"Dashboards are updated daily instead of weekly, meaning decisions are made on current, not stale, data.",[],{"_key":1670,"_type":16,"children":1671,"level":42,"listItem":43,"markDefs":1676,"style":29},"aa65e3a99dfe",[1672],{"_key":1673,"_type":20,"marks":1674,"text":1675},"0d4f8aca7fbb",[],"Integrated and streamlined BIM/VDC workflows (i.e., automation reduced auditing of modeled specialized equipment from 2 weeks to about 2 hours, including human validation)",[],{"_key":1678,"_type":16,"children":1679,"level":42,"listItem":43,"markDefs":1684,"style":29},"aa9762425575",[1680],{"_key":1681,"_type":20,"marks":1682,"text":1683},"783ec3d946f0",[],"Increased traceability from model to approval improves audit confidence",[],{"_key":1686,"_type":16,"children":1687,"markDefs":1692,"style":937},"5a5b4beb8d9c",[1688],{"_key":1689,"_type":20,"marks":1690,"text":1691},"8acbedb6326e",[],"Business benefits",[],{"_key":1694,"_type":16,"children":1695,"level":42,"listItem":43,"markDefs":1700,"style":29},"72a3004dca02",[1696],{"_key":1697,"_type":20,"marks":1698,"text":1699},"381f83ceb888",[],"Centralized data architecture achieved with Speckle is at the core of enhancing project information exchange and management for Pomerleau.",[],{"_key":1702,"_type":16,"children":1703,"level":42,"listItem":43,"markDefs":1708,"style":29},"a14eb876082c",[1704],{"_key":1705,"_type":20,"marks":1706,"text":1707},"50c41589aa48",[],"Trivial manual tasks have been automated, license costs for field users have dropped to zero, and insights once buried in files are available on demand.",[],{"_type":273,"current":1710},"pomerleau-achieves-90-faster-equipment-tracking-and-qa-qc-checks-speckle",[1712,1727,1735,1743,1758],{"_key":1713,"_type":16,"children":1714,"markDefs":1726,"style":29},"e6d6eeb5e996",[1715,1719,1723],{"_key":1716,"_type":20,"marks":1717,"text":1718},"bc53a5d6e100",[],"To address these structural constraints, ",{"_key":1720,"_type":20,"marks":1721,"text":1722},"fde4efd542b4",[36],"Speckle was implemented as an open 3D data platform serving as a centralized, technology-agnostic information backbone",{"_key":1724,"_type":20,"marks":1725,"text":797},"e9da74fd3050",[],[],{"_key":1728,"_type":16,"children":1729,"markDefs":1734,"style":29},"19972185b3ca",[1730],{"_key":1731,"_type":20,"marks":1732,"text":1733},"9ebce688e5a3",[],"By reducing dependence on closed, license-intensive ecosystems, it provides a shared and interoperable data environment where project information can be consolidated, structured, and governed more efficiently.",[],{"_key":1736,"_type":16,"children":1737,"markDefs":1742,"style":29},"c92ef9e930a4",[1738],{"_key":1739,"_type":20,"marks":1740,"text":1741},"cc91888dde81",[],"As a unified data layer, Speckle enables teams to ingest, segment, transform, and redistribute datasets across disciplines and project phases without duplicating effort or multiplying software dependencies. Instead of treating models as static deliverables, information becomes dynamic, queryable, and reusable. This shift enables the development of purpose-built applications directly on top of the shared data foundation, transforming previously manual workflows—such as georeferencing alignment, model preparation, dataset normalization, and version comparison—into automated, repeatable processes.",[],{"_key":1744,"_type":16,"children":1745,"markDefs":1757,"style":29},"e7d5a686d9d6",[1746,1750,1754],{"_key":1747,"_type":20,"marks":1748,"text":1749},"e402466893b0",[],"In parallel, ",{"_key":1751,"_type":20,"marks":1752,"text":1753},"20e0b9b961e9",[36],"the platform enhances quality control and assurance by enabling structured comparisons between model versions and across projects, ensuring traceability and consistency of information",{"_key":1755,"_type":20,"marks":1756,"text":237},"3bf807100897",[],[],{"_key":1759,"_type":16,"children":1760,"markDefs":1764,"style":29},"c18e78706d81",[1761],{"_key":1755,"_type":20,"marks":1762,"text":1763},[],"By standardizing and validating incoming datasets before they feed reporting environments, Speckle strengthens data governance and improves the reliability of operational dashboards. The result is a scalable digital framework that not only optimizes production workflows but also supports informed, data-driven decision-making at the program and portfolio level.",[],[1766],{"_id":390,"slug":1767,"title":393},{"_type":273,"current":392},[1769,1771],{"_id":396,"slug":1770,"title":399},{"_type":273,"current":398},{"_id":1772,"slug":1773,"title":1775},"48d642b9-862d-4dc9-b86d-a5ae7fbb8fd8",{"_type":273,"current":1774},"developers","Developers","Pomerleau achieves 90% faster equipment tracking and QA/QC checks with Speckle-powered tools",[1778,1779,1782],{"_id":1108,"name":1109},{"_id":1780,"name":1781},"db701fa8-d7ab-4e0e-83a8-49ad2019107f","IFC",{"_id":1783,"name":1784},"97b5f918-8ff9-4d00-a739-347e666d174e","ETABS",{"_createdAt":1786,"_id":1787,"_rev":1788,"_system":1789,"_type":11,"_updatedAt":1792,"challenge":1793,"company":1842,"companyLogo":1889,"companyName":1850,"excerpt":1892,"future":1893,"howTheyDidIt":1916,"mainImage":1986,"ogImage":1990,"projects":1992,"publishedAt":1995,"resultMetrics":188,"results":1996,"slug":2053,"solution":2055,"solutions":2118,"team":2121,"title":1987,"toolsConnected":2124},"2025-06-24T10:59:40Z","766a46ae-b104-4f53-b220-1163f4bb0076","EvR30qT4cv8WHvFEZkXCKx",{"base":1790},{"id":1787,"rev":1791},"yNBP7khBtUEP4vEt4dPB75","2025-06-30T14:09:13Z",[1794,1802,1810,1818,1834],{"_key":1795,"_type":16,"children":1796,"markDefs":1801,"style":29},"909bfcc0abf0",[1797],{"_key":1798,"_type":20,"marks":1799,"text":1800},"363d5b3fdd96",[],"The team faced a complex challenge during a high-stakes hospital competition: designing the new Hanover Medical School complex extension. With a site area of 137,000 m², of which the usable area is 46,600 m² (1st construction phase), this submission guaranteed extensive amounts of data, and it had to be up to spec.",[],{"_key":1803,"_type":16,"children":1804,"markDefs":1809,"style":29},"403bdced9825",[1805],{"_key":1806,"_type":20,"marks":1807,"text":1808},"058a9dc2a857",[],"The client had \"ambitious requirements for the digital delivery,\" focusing solely on BIM models for verification, eliminating traditional plan submissions.",[],{"_key":1811,"_type":16,"children":1812,"markDefs":1817,"style":29},"27ade8a021a2",[1813],{"_key":1814,"_type":20,"marks":1815,"text":1816},"1ea12200d838",[],"This meant all requirement checks would be automated, and errors in the model data could lead to a possible disqualification. The team needed a reliable and visually intuitive way to ensure their BIM data was accurate, met all criteria, and could be easily verified across multiple teams in different locations.",[],{"_key":1819,"_type":16,"children":1820,"markDefs":1833,"style":29},"b84b09a4005c",[1821,1825,1829],{"_key":1822,"_type":20,"marks":1823,"text":1824},"57a664648a31",[],"They also faced the challenge of not having a ",{"_key":1826,"_type":20,"marks":1827,"text":1828},"b27637cd7e5c",[22],"pre-flight check",{"_key":1830,"_type":20,"marks":1831,"text":1832},"3e91fd5e8f24",[]," with the client's automatic checking routine. Traditional methods, such as check-in views in Revit, were inadequate because Revit does not natively visualize rooms in 3D, which hinders a clear overview of spatial data.",[],{"_key":1835,"_type":16,"children":1836,"markDefs":1841,"style":29},"492d183f7dc6",[1837],{"_key":1838,"_type":20,"marks":1839,"text":1840},"70ef8151e030",[],"At the same time, exporting IFC files was considered too time-consuming for the competition stage. The clock was ticking, and a reliable solution had to be implemented fast.",[],[1843,1858,1866,1881],{"_key":1844,"_type":16,"children":1845,"markDefs":1855,"style":29},"bb913ec29750",[1846,1851],{"_key":1847,"_type":20,"marks":1848,"text":1850},"291f1265f1f4",[1849],"627229a65a2f","HENN",{"_key":1852,"_type":20,"marks":1853,"text":1854},"c40271ff5830",[]," is an international architecture studio with over 75 years of experience designing offices, research, healthcare, industrial, and cultural buildings.",[1856],{"_key":1849,"_type":116,"href":1857},"https://www.henn.com/en",{"_key":1859,"_type":16,"children":1860,"markDefs":1865,"style":29},"ce6126efb514",[1861],{"_key":1862,"_type":20,"marks":1863,"text":1864},"e2fb968cfa5e",[],"This team of 400 architects and engineers in Munich, Berlin, Frankfurt, and Shanghai successfully merges technical expertise with innovative ideas.",[],{"_key":1867,"_type":16,"children":1868,"markDefs":1878,"style":29},"6636ff73f18e",[1869,1873],{"_key":1870,"_type":20,"marks":1871,"text":1872},"b8b03cd74ff6",[],"We spoke with Emiliano Lupo, design technologist and responsible for implementing BIM workflows in the competition stage, about a recent joint bid they worked on with ",{"_key":1874,"_type":20,"marks":1875,"text":1877},"3295b672fc36",[1876],"7f698a7d55cd","C.F. Møller Architects.",[1879],{"_key":1876,"_type":116,"href":1880},"https://www.cfmoller.com/g/C-F-Moeller-Architects-and-HENN-win-competition-for-the-new-Hanover-Medical-School-Hospital-i19873.html",{"_key":1882,"_type":16,"children":1883,"markDefs":1888,"style":29},"6f843156e572",[1884],{"_key":1885,"_type":20,"marks":1886,"text":1887},"3692f2ca5f8a",[],"Since 2016, HENN and C.F. Møller Architects have collaborated on German hospital projects, aiming to enhance well-being. Drawing on Scandinavian values and holistic design, they prioritize architectural quality, social factors, and efficient workflows. C.F. Møller's expertise in Healing Architecture complements HENN's technology-driven approach to large-scale projects.",[],{"_type":93,"alt":188,"asset":1890},{"_ref":1891,"_type":97},"image-f3b1c3256a178891406a2c5977390cd7abd1bd16-55x62-svg","HENN used Speckleto turn complex BIM data into a clear 3D dashboard—giving the whole team real-time insights without ever opening Revit.",[1894,1902],{"_key":1895,"_type":16,"children":1896,"markDefs":1901,"style":29},"2b6e0391f0e8",[1897],{"_key":1898,"_type":20,"marks":1899,"text":1900},"96770e760ad0",[],"The HENN team is considering continuing to use Speckle for similar model dashboards in future design development phases. They see potential in setting up custom Power BI dashboards for external parties with specific needs, such as hospital operation teams.",[],{"_key":1903,"_type":1904,"buttonText":1905,"calloutText":1906,"isExternalLink":1383,"link":1915},"b07ba8dbf416","cta","Try Speckle for free",[1907],{"_key":1908,"_type":16,"children":1909,"markDefs":1914,"style":29},"9da358be447b",[1910],{"_key":1911,"_type":20,"marks":1912,"text":1913},"8f69f038face",[],"Create 3D dashboards easily and make smarter decisions.",[],"https://app.speckle.systems/authn/register?utm_source=Website&utm_medium=CustomerStory&utm_campaign=HENN",[1917,1925,1933,1941,1949,1957,1962,1970,1978],{"_key":1918,"_type":16,"children":1919,"markDefs":1924,"style":29},"1dc316ef22ac",[1920],{"_key":1921,"_type":20,"marks":1922,"text":1923},"a680b61563a9",[],"The team set up a Speckle project and used the Power BI connector to publish model data from Revit. Inside Power BI, they expanded the “data” property for each room object, allowing them to display key information such as room names, numbers, designed areas, and functional departments. This data could then be cross-referenced with the project requirements, which were imported into the dashboard as a separate data source. The Power BI dashboard now had a live, 3D model visualization, making it easier for stakeholders to have an overview of progress.",[],{"_key":1926,"_type":16,"children":1927,"markDefs":1932,"style":29},"04fbe28ebb8c",[1928],{"_key":1929,"_type":20,"marks":1930,"text":1931},"c5ff0263977c",[],"Hospitals have precise spatial requirements, and the dashboard made it easy to evaluate them by highlighting which areas were under or over the specified dimensions. With filterable tables, sortable model data, and clear checkmarks indicating compliance, it provided a quick overview of where requirements were met—or not.",[],{"_key":1934,"_type":16,"children":1935,"markDefs":1940,"style":29},"7e97f9d2211b",[1936],{"_key":1937,"_type":20,"marks":1938,"text":1939},"c82b9aa441b8",[],"It was designed to be easily understood, focusing on different sets of parameters, and to refine iteratively to display only the key ones.",[],{"_key":1942,"_type":832,"companyName":1850,"jobTitle":1943,"personImage":1944,"personName":1947,"text":1948},"0b24c28e1aa0","Design Technology",{"_type":93,"asset":1945},{"_ref":1946,"_type":97},"image-04f14761362276755766f20e63384239dd369773-241x241-jpg","Emiliano Lupo","We wanted everyone involved to be able to visualize room data from our working model, without spending a week or more building and testing a webapp. That’s why we chose Speckle and Power BI. Alternatives either required additional licensing costs or didn´t offer the same flexibility.",{"_key":1950,"_type":16,"children":1951,"markDefs":1956,"style":29},"2a6f785a208e",[1952],{"_key":1953,"_type":20,"marks":1954,"text":1955},"9c2135f1122f",[],"Once the dashboard was set up, the rest of the workflow required minimal effort. Only a few team members needed to sign up for Speckle, install the Revit connector, and occasionally “click a button” to sync the model data in the dashboard. The rest of the team didn’t need to touch Speckle—they had real-time visibility into project data without needing to change their workflow.",[],{"_key":1958,"_type":832,"companyName":1850,"jobTitle":1943,"personImage":1959,"personName":1947,"text":1961},"640d0a33cf44",{"_type":93,"asset":1960},{"_ref":1946,"_type":97},"We didn’t need any onboarding for the team. They just had to click the “Publish to Speckle” button, and the dashboard would update. No extra training or hands-on setup was needed, which everybody appreciated.",{"_key":1963,"_type":16,"children":1964,"markDefs":1969,"style":29},"3d5afe01e2e6",[1965],{"_key":1966,"_type":20,"marks":1967,"text":1968},"e9660b6837d8",[],"The team’s dedication, creativity, and clever BIM management, partly boosted by Speckle, helped them win the demanding Hanover Medical School bid.",[],{"_key":1971,"_type":88,"images":1972},"c61d74cae3f9",[1973],{"_key":1974,"_type":93,"alt":1975,"asset":1976,"caption":1975},"b988e3c0f532","Hanover Medical School, Main entrance at Clinic Square,  © HENN / C.F. Møller Architects",{"_ref":1977,"_type":97},"image-b05cba6d283117d6e9ed0671c9afdfce6d0a770b-3508x1973-jpg",{"_key":1979,"_type":88,"images":1980},"3f03d5129a27",[1981],{"_key":1982,"_type":93,"alt":1983,"asset":1984,"caption":1983},"cd7f5b7ba213","Hanover Medical School, Main foyer, © HENN / C.F. Møller Architects",{"_ref":1985,"_type":97},"image-e3b7c78ae4b5ab5d74993b31318f6544c5b4a4b7-3508x1973-jpg",{"_type":93,"alt":1987,"asset":1988},"HENN team stays in sync on high-stakes bid with Speckle",{"_ref":1989,"_type":97},"image-3f6c6bf241c16278007b2b6b26968507f81ce3b1-1381x770-jpg",{"_type":93,"asset":1991},{"_ref":1989,"_type":97},[1993],{"_id":1551,"slug":1994,"title":1554},{"_type":273,"current":1553},"2025-06-27",[1997,2005,2013,2021,2029,2037],{"_key":1998,"_type":16,"children":1999,"level":42,"listItem":43,"markDefs":2004,"style":29},"4dfdf513494f",[2000],{"_key":2001,"_type":20,"marks":2002,"text":2003},"9b32f190f884",[36],"Keeping every team aligned",[],{"_key":2006,"_type":16,"children":2007,"markDefs":2012,"style":29},"be0142850b26",[2008],{"_key":2009,"_type":20,"marks":2010,"text":2011},"7d2a04dec0fc",[],"Everyone could follow the design progress, without needing a Revit license, making coordination easier across all roles and teams.",[],{"_key":2014,"_type":16,"children":2015,"level":42,"listItem":43,"markDefs":2020,"style":29},"3bdf01c1a3fa",[2016],{"_key":2017,"_type":20,"marks":2018,"text":2019},"204ad1432d78",[36],"More confidence in design",[],{"_key":2022,"_type":16,"children":2023,"markDefs":2028,"style":29},"c20452c2dcc1",[2024],{"_key":2025,"_type":20,"marks":2026,"text":2027},"d5a77e14675b",[],"The dashboard quickly flagged elements that didn’t meet hospital BIM requirements, with filters, sorting, and clear compliance checks.",[],{"_key":2030,"_type":16,"children":2031,"level":42,"listItem":43,"markDefs":2036,"style":29},"9bb6d26c55f4",[2032],{"_key":2033,"_type":20,"marks":2034,"text":2035},"6c613e86c125",[36],"85% time saved compared to custom development",[],{"_key":2038,"_type":16,"children":2039,"markDefs":2052,"style":29},"81749d2d2063",[2040,2044,2048],{"_key":2041,"_type":20,"marks":2042,"text":2043},"18bda44fe1bd",[],"Using Speckle and Power BI got the task done \"",{"_key":2045,"_type":20,"marks":2046,"text":2047},"bddeac98247c",[36],"in a day instead of in a week",{"_key":2049,"_type":20,"marks":2050,"text":2051},"57b65b73932b",[],"\" compared to building a custom web app for model data visualization.",[],{"_type":273,"current":2054},"henn-team-stays-in-sync-on-high-stakes-bid-with-speckle",[2056,2064,2072,2080,2098,2105,2112],{"_key":2057,"_type":16,"children":2058,"markDefs":2063,"style":29},"639c66035cff",[2059],{"_key":2060,"_type":20,"marks":2061,"text":2062},"2d4bfc2e0592",[],"The HENN team recognized Speckle as a natural fit. Having prior experience with it for interoperability between AEC tools, they knew it could bridge the gap between complex BIM data and visual accessibility.",[],{"_key":2065,"_type":16,"children":2066,"markDefs":2071,"style":29},"9ef79ba4981e",[2067],{"_key":2068,"_type":20,"marks":2069,"text":2070},"a2a4032a9cd0",[],"Speckle's ability to visualize model data in 3D within BI dashboards was a key feature that made it the chosen solution.",[],{"_key":2073,"_type":16,"children":2074,"markDefs":2079,"style":29},"1ec26b8a6927",[2075],{"_key":2076,"_type":20,"marks":2077,"text":2078},"72446f8b755a",[],"The design director, project leader, and consultants all had access to the BIM data, without ever opening Revit. By bringing the data out of the design software, the whole team could stay aligned on project progress while continuing to use the tools and workflows they preferred.",[],{"_key":2081,"_type":16,"children":2082,"markDefs":2096,"style":29},"887803d6874d",[2083,2087,2092],{"_key":2084,"_type":20,"marks":2085,"text":2086},"e6f1576a28b9",[],"As they reviewed the project data on their Speckle dashboard, the team uncovered valuable insights that enabled them to give constructive feedback during the competition’s Q&A. This led to greater clarity for everyone involved, benefiting not just HENN and ",{"_key":2088,"_type":20,"marks":2089,"text":2091},"ac95520afaf8",[2090],"bbc2f59afe0d","C.F. Møller Architects",{"_key":2093,"_type":20,"marks":2094,"text":2095},"602553e69cac",[]," but all bid participants.",[2097],{"_key":2090,"_type":116,"href":1880},{"_key":2099,"_type":88,"images":2100},"2bcf04b639ef",[2101],{"_key":2102,"_type":93,"asset":2103},"5dae70e1e684",{"_ref":2104,"_type":97},"image-20e6f24fde9310414075e4f1e38910caae6af34b-1406x787-jpg",{"_key":2106,"_type":88,"images":2107},"c0e089e45753",[2108],{"_key":2109,"_type":93,"asset":2110},"c656c74ebe29",{"_ref":2111,"_type":97},"image-02e3f544407e3a8dc2b92900545bc59cf268df1a-1395x789-jpg",{"_key":2113,"_type":88,"images":2114},"902888ca0e1f",[2115],{"_key":2116,"_type":93,"asset":2117},"906adb94a0ec",{"_ref":1989,"_type":97},[2119],{"_id":380,"slug":2120,"title":383},{"_type":273,"current":382},[2122],{"_id":396,"slug":2123,"title":399},{"_type":273,"current":398},[2125,2126],{"_id":408,"name":233},{"_id":1108,"name":1109},{"_createdAt":2128,"_id":2129,"_rev":2130,"_system":2131,"_type":11,"_updatedAt":2134,"challenge":2135,"company":2202,"companyLogo":2249,"companyName":2187,"excerpt":2251,"howTheyDidIt":2252,"mainImage":2349,"ogImage":2353,"projects":2355,"publishedAt":2361,"resultMetrics":2362,"results":2369,"slug":2460,"solution":2462,"solutions":2494,"team":2497,"title":2500,"toolsConnected":2501},"2025-06-18T10:02:03Z","1df96266-cddd-4543-9058-fbd83cd2d14d","nbDU6RMPAUzrHscB8oAJwR",{"base":2132},{"id":2129,"rev":2133},"nbDU6RMPAUzrHscB8o9yLH","2025-06-27T12:43:52Z",[2136,2144,2182,2194],{"_key":2137,"_type":16,"children":2138,"markDefs":2143,"style":29},"6c7c7258f0d9",[2139],{"_key":2140,"_type":20,"marks":2141,"text":2142},"81f4f6770060",[],"Before implementing Speckle, the zupply team faced pesky issues managing 3D models from various sources and formats, primarily IFC files.",[],{"_key":2145,"_type":16,"children":2146,"markDefs":2175,"style":29},"9a3e85d3de89",[2147,2151,2155,2158,2163,2166,2171],{"_key":2148,"_type":20,"marks":2149,"text":2150},"f83ac37fb7df",[],"They had challenges with version control, compatibility between different software (",{"_key":2152,"_type":20,"marks":2153,"text":1109},"b06acd437b82",[2154],"8be7d75bb0b5",{"_key":2156,"_type":20,"marks":2157,"text":724},"cfd2328b4af6",[],{"_key":2159,"_type":20,"marks":2160,"text":2162},"39db2c92c877",[2161],"9372f728595e","SketchUp",{"_key":2164,"_type":20,"marks":2165,"text":724},"f9715e3f609e",[],{"_key":2167,"_type":20,"marks":2168,"text":2170},"af9c18ccc304",[2169],"2618b1b6c6a7","Rhino",{"_key":2172,"_type":20,"marks":2173,"text":2174},"6b7862e892f7",[],"), and the general complexity of handling multiple file uploads. This \"mess,\" as Jose “Pepe” Tavares described it, slowed down their processes and made onboarding clients with their 3D models difficult and time-consuming.",[2176,2178,2180],{"_key":2154,"_type":116,"href":2177},"https://www.speckle.systems/connectors/revit",{"_key":2161,"_type":116,"href":2179},"https://www.speckle.systems/connectors/sketchup",{"_key":2169,"_type":116,"href":2181},"https://www.speckle.systems/connectors/rhino",{"_key":2183,"_type":832,"companyLogo":2184,"companyName":2187,"jobTitle":2188,"personImage":2189,"personName":2192,"text":2193},"b29df6c43b49",{"_type":93,"asset":2185},{"_ref":2186,"_type":97},"image-28219ccd4b945da992d682f1b01dfe74ebd80d01-1024x236-png","zupply","Co-Founder and CEO",{"_type":93,"asset":2190},{"_ref":2191,"_type":97},"image-9e1bda9759fee77f43a69057afd0fe42ab0a7108-450x450-jpg","Jose “Pepe” Tavares","We knew both manufacturers and consultants worked with 3D models, but managing them was messy—different tools and tons of IFCs flying around. Version control was a nightmare. Sometimes we had to upload three or four files just to keep track.",{"_key":2195,"_type":16,"children":2196,"markDefs":2201,"style":29},"aea6370632ee",[2197],{"_key":2198,"_type":20,"marks":2199,"text":2200},"880b127dde67",[],"They discovered Speckle after seeing it mentioned by a potential competitor and were intrigued by its ability to improve 3D data management. They decided to try Speckle, hoping it would save them the stress caused by endless IFC file exports. Turns out, it did that, and much more!",[],[2203,2217,2225,2233,2241],{"_key":2204,"_type":16,"children":2205,"markDefs":2214,"style":29},"8d00667738f0",[2206,2210],{"_key":2207,"_type":20,"marks":2208,"text":2187},"0cf04654beb8",[2209],"5ffe93922cea",{"_key":2211,"_type":20,"marks":2212,"text":2213},"5293ae50e3df",[]," is a Copenhagen-based company focused on automating AEC services using workspaces based on AI agents.",[2215],{"_key":2209,"_type":116,"href":2216},"https://zupply.ai/",{"_key":2218,"_type":16,"children":2219,"markDefs":2224,"style":29},"59f6683c5a0c",[2220],{"_key":2221,"_type":20,"marks":2222,"text":2223},"e3fb9f14f74f",[],"What this means is they build workspaces for architects, engineers, and construction consultants with the goal of streamlining repetitive workflows so their clients can focus on what truly matters.",[],{"_key":2226,"_type":16,"children":2227,"markDefs":2232,"style":29},"a61dddb91336",[2228],{"_key":2229,"_type":20,"marks":2230,"text":2231},"5618c8e9a18d",[],"zupply also provides their AI workspace to manufacturers and suppliers to enhance their products, like offering scale circular services, including take-backs, product-as-a-service, maintenance, and Digital Product Passport compliance.",[],{"_key":2234,"_type":16,"children":2235,"markDefs":2240,"style":29},"efb3e67b8869",[2236],{"_key":2237,"_type":20,"marks":2238,"text":2239},"2ccb43b6e48c",[],"Their services cater to two main use cases: architects, engineers, and consultants, as well as product manufacturers within the built environment.",[],{"_key":2242,"_type":16,"children":2243,"markDefs":2248,"style":29},"cc2ebb0acaa0",[2244],{"_key":2245,"_type":20,"marks":2246,"text":2247},"f61f1095b356",[],"Their clients include Lendager Architects (Denmark), Granlund (Engineering firm in Finland), the Internal teams of the city of Helsinki (Finland), the Sustainable teams of McGill University (Canada), Chainable (Supplier of Circular kicthens in Netherlands), Bao Living (Supplier of Modular SAMs in Belgium), Rexcon (Manufacturer of Modular wood based building systems in Denmark), and more.",[],{"_type":93,"alt":188,"asset":2250},{"_ref":2186,"_type":97},"zupply gives clients a powerful platform to centralize data from 3D models (via Speckle), Matterport scans, and drawings.",[2253,2261,2269,2285,2293,2305,2317,2329,2341],{"_key":2254,"_type":16,"children":2255,"markDefs":2260,"style":29},"bdddba8a95d5",[2256],{"_key":2257,"_type":20,"marks":2258,"text":2259},"d453db20bb13",[],"Initially, there was some hesitancy within the zupply team regarding Speckle. However, after testing it, the team quickly got on board.",[],{"_key":2262,"_type":16,"children":2263,"markDefs":2268,"style":29},"97ea8583de3d",[2264],{"_key":2265,"_type":20,"marks":2266,"text":2267},"171cd4793357",[],"zupply started by transforming client-provided files into IFC and then using Speckle's connectors. As Speckle's connectors improved, they transitioned to a more direct integration.",[],{"_key":2270,"_type":16,"children":2271,"markDefs":2284,"style":29},"5f2058a9cec1",[2272,2276,2280],{"_key":2273,"_type":20,"marks":2274,"text":2275},"4169241592d4",[],"Key to their implementation was teaching clients how to use Speckle. They enable them to push their own models into Speckle using connectors! In this regard, Jose “Pepe” Tavares mentions liking the general \"vibe\" of Speckle; it is easy to like, and easy to use—we think that’s a ",{"_key":2277,"_type":20,"marks":2278,"text":2279},"a18ae548d096",[22],"vibe",{"_key":2281,"_type":20,"marks":2282,"text":2283},"9267703e3757",[]," anyone can appreciate.",[],{"_key":2286,"_type":16,"children":2287,"markDefs":2292,"style":29},"f810f2a72f4e",[2288],{"_key":2289,"_type":20,"marks":2290,"text":2291},"8e32a34276a0",[],"\"If you want to connect your 3D models and data in the simplest manner, use Speckle. \", shares Jose “Pepe” Tavares.",[],{"_key":2294,"_type":16,"children":2295,"markDefs":2304,"style":29},"bb0519e3ccdf",[2296,2300],{"_key":2297,"_type":20,"marks":2298,"text":2299},"ddf2cc0c4263",[36],"Key Speckle features used",{"_key":2301,"_type":20,"marks":2302,"text":2303},"2111efddb613",[],":",[],{"_key":2306,"_type":16,"children":2307,"level":42,"listItem":43,"markDefs":2316,"style":29},"f008f1d48089",[2308,2312],{"_key":2309,"_type":20,"marks":2310,"text":2311},"f158e190dc4f",[36],"Connectors",{"_key":2313,"_type":20,"marks":2314,"text":2315},"943a536a383b",[]," (Revit, Rhino, SketchUp etc.) for easy model aggregation.",[],{"_key":2318,"_type":16,"children":2319,"level":42,"listItem":43,"markDefs":2328,"style":29},"c6fb91714e17",[2320,2324],{"_key":2321,"_type":20,"marks":2322,"text":2323},"9d6cc8d1efd6",[36],"Version control",{"_key":2325,"_type":20,"marks":2326,"text":2327},"9ae2179a8b2b",[]," to track changes across teams.",[],{"_key":2330,"_type":16,"children":2331,"level":42,"listItem":43,"markDefs":2340,"style":29},"6e0b903cf833",[2332,2336],{"_key":2333,"_type":20,"marks":2334,"text":2335},"69d4255e7ca8",[36],"Web Viewer",{"_key":2337,"_type":20,"marks":2338,"text":2339},"e0fb5a7383bc",[]," for easy model visualization without heavy desktop software.",[],{"_key":2342,"_type":16,"children":2343,"markDefs":2348,"style":29},"36af5d537227",[2344],{"_key":2345,"_type":20,"marks":2346,"text":2347},"4d9c60221b62",[],"This resulted in a platform where Matterport data, 3D models, and drawings (e.g., floor plans) could all be connected and easily revised. It’s a much more efficient process for managing and utilizing 3D models, which was essential for zupply’s workspace automation services.",[],{"_type":93,"alt":2350,"asset":2351},"Custom dashboard powered by Speckle",{"_ref":2352,"_type":97},"image-71b81bf85aaa7602f0efb5bec4b8017727e8370e-1895x973-png",{"_type":93,"asset":2354},{"_ref":2352,"_type":97},[2356],{"_id":2357,"slug":2358,"title":2360},"4c54302a-9b8f-400f-995d-23fac2790d98",{"_type":273,"current":2359},"sustainability-focused","Sustainability-focused","2025-06-25",[2363,2366],{"result":2364,"title":2365},"Resulting in increased sales and scalability.","90% faster onboarding",{"result":2367,"title":2368},"Clients share and manage models easily.","Better UX",[2370,2378,2386,2393,2401,2408,2416,2424,2432,2440,2448],{"_key":2371,"_type":16,"children":2372,"markDefs":2377,"style":29},"77171f57326c",[2373],{"_key":2374,"_type":20,"marks":2375,"text":2376},"af81ff56c058",[],"zupply gives clients a powerful platform to centralize data from 3D models (via Speckle), Matterport scans, and drawings. It streamlines workflows like pre-demolition audits, project management, and product lifecycle tracking.",[],{"_key":2379,"_type":16,"children":2380,"markDefs":2385,"style":29},"dbca683a2c2b",[2381],{"_key":2382,"_type":20,"marks":2383,"text":2384},"387c4de7b2bb",[],"Clients can quickly generate reports, track materials for circular economy goals, and link physical items to digital twins using QR codes.",[],{"_key":2387,"_type":16,"children":2388,"markDefs":2392,"style":29},"14398c6ac6b5",[2389],{"_key":2390,"_type":20,"marks":2391,"text":376},"289381824429",[],[],{"_key":2394,"_type":16,"children":2395,"markDefs":2400,"style":29},"b09496c06673",[2396],{"_key":2397,"_type":20,"marks":2398,"text":2399},"495d4232ba4a",[],"By implementing Speckle, zupply and their clients saw major improvements:",[],{"_key":2402,"_type":16,"children":2403,"level":42,"listItem":43,"markDefs":2407,"style":29},"ea34149a5813",[2404],{"_key":2405,"_type":20,"marks":2406,"text":2365},"017348797293",[36],[],{"_key":2409,"_type":16,"children":2410,"markDefs":2415,"style":29},"8c95990f48db",[2411],{"_key":2412,"_type":20,"marks":2413,"text":2414},"f432fdbb5b28",[],"Cut client onboarding time from ~10 hours to just 10 minutes when working with engaged clients. This resulted in increased sales and scalability.",[],{"_key":2417,"_type":16,"children":2418,"level":42,"listItem":43,"markDefs":2423,"style":29},"3d68b9a2c049",[2419],{"_key":2420,"_type":20,"marks":2421,"text":2422},"da2b78e0e982",[36],"Better user experience",[],{"_key":2425,"_type":16,"children":2426,"markDefs":2431,"style":29},"bb61c758f8d7",[2427],{"_key":2428,"_type":20,"marks":2429,"text":2430},"a795fac0f9f2",[],"Clients found it much easier to manage and share their models.",[],{"_key":2433,"_type":16,"children":2434,"level":42,"listItem":43,"markDefs":2439,"style":29},"258efe4a4afe",[2435],{"_key":2436,"_type":20,"marks":2437,"text":2438},"9902c981be83",[36],"Smarter automated operations",[],{"_key":2441,"_type":16,"children":2442,"markDefs":2447,"style":29},"985e11c1a3bb",[2443],{"_key":2444,"_type":20,"marks":2445,"text":2446},"18a438f756eb",[],"The diversity of Speckle's connectors and the speed of data upload ensured zupply automated workflows and handled client data much better.",[],{"_key":2449,"_type":1904,"buttonText":1905,"calloutText":2450,"isExternalLink":1383,"link":2459},"7a86b8139a0c",[2451],{"_key":2452,"_type":16,"children":2453,"markDefs":2458,"style":29},"923ea31a2ac2",[2454],{"_key":2455,"_type":20,"marks":2456,"text":2457},"a4fdd3dffe49",[],"Create tailored workflows to save precious time.",[],"https://app.speckle.systems/authn/register?utm_source=Website&utm_medium=CustomerStory&utm_campaign=zupply",{"_type":273,"current":2461},"zupply-cuts-digital-twin-onboarding-time-by-90-with-speckle",[2463,2471,2479,2487],{"_key":2464,"_type":16,"children":2465,"markDefs":2470,"style":29},"ed44a5595573",[2466],{"_key":2467,"_type":20,"marks":2468,"text":2469},"cc16299711c5",[],"zupply uses Speckle to aggregate and integrate 3D models from various sources into a single, unified platform.",[],{"_key":2472,"_type":16,"children":2473,"markDefs":2478,"style":29},"e0cbc634183b",[2474],{"_key":2475,"_type":20,"marks":2476,"text":2477},"3469399e9898",[],"This eliminated the need to manage multiple IFC files and deal with compatibility issues. By teaching their customers how to publish their models to Speckle, zupply simplified data sharing and enabled linking of 3D models.",[],{"_key":2480,"_type":16,"children":2481,"markDefs":2486,"style":29},"dc47206c5357",[2482],{"_key":2483,"_type":20,"marks":2484,"text":2485},"f27d855035b1",[],"They leveraged Speckle connectors to handle different file formats and revisions, significantly improving their ability to work with diverse data.",[],{"_key":2488,"_type":88,"images":2489},"426a33ca078a",[2490],{"_key":2491,"_type":93,"asset":2492},"fca199997374",{"_ref":2493,"_type":97},"image-da47190e266adba3c7c346debc075ff1b120eeb1-1895x973-jpg",[2495],{"_id":390,"slug":2496,"title":393},{"_type":273,"current":392},[2498],{"_id":1772,"slug":2499,"title":1775},{"_type":273,"current":1774},"zupply cuts digital twin onboarding time by 90% with Speckle",[2502,2503,2505],{"_id":1108,"name":1109},{"_id":2504,"name":2170},"85201fad-f758-41ea-9c6d-f2044a949e7c",{"_id":2506,"name":2162},"5b1fdedc-0445-42d0-bb3c-c4d9db96cbdd",{"_createdAt":2508,"_id":2509,"_rev":2510,"_system":2511,"_type":11,"_updatedAt":2514,"challenge":2515,"company":2548,"companyLogo":2572,"companyName":2556,"excerpt":2575,"mainImage":2576,"ogImage":2580,"projects":2582,"publishedAt":2585,"resultMetrics":2586,"results":2590,"slug":2673,"solution":2675,"solutions":2735,"team":2738,"title":2577,"toolsConnected":2741},"2025-06-24T08:07:11Z","c76170c5-e289-47b3-b5e2-aac172ad5260","v5NdWvkRlttyowCCN8zyRk",{"base":2512},{"id":2509,"rev":2513},"o3XTzwXatHv3btCP1qpaqC","2025-06-25T09:36:07Z",[2516,2524,2532,2540],{"_key":2517,"_type":16,"children":2518,"markDefs":2523,"style":29},"0ba76f2bf48a",[2519],{"_key":2520,"_type":20,"marks":2521,"text":2522},"dd2593d14324",[],"On complex, collaborative projects, Price & Myers found themselves spending more time managing files than doing engineering.",[],{"_key":2525,"_type":16,"children":2526,"markDefs":2531,"style":29},"34b335a1ab15",[2527],{"_key":2528,"_type":20,"marks":2529,"text":2530},"81693b1fb73f",[],"Version control was messy. Files were scattered, inconsistently named, and hard to track. Team members struggled to find the latest version, and important data was buried in folders or corrupted by manual edits. Coordinating with architects and fabricators often relied on 2D drawings, leading to misunderstandings, repeated analyses, and frustrating back-and-forth.",[],{"_key":2533,"_type":16,"children":2534,"markDefs":2539,"style":29},"d35201a1d958",[2535],{"_key":2536,"_type":20,"marks":2537,"text":2538},"ba986122286f",[],"Things came to a head during a challenging art installation project involving dozens of stakeholders and geometrically demanding components. One engineer spent four years on the job—and much of that time wasn’t spent engineering, but on wrangling over 10,000 files (totalling 97 GB), cleaning data, and manually stitching workflows together.",[],{"_key":2541,"_type":16,"children":2542,"markDefs":2547,"style":29},"d58f68420450",[2543],{"_key":2544,"_type":20,"marks":2545,"text":2546},"23dba150ed83",[],"That experience made one thing clear: they needed a better way to collaborate.",[],[2549,2564],{"_key":2550,"_type":16,"children":2551,"markDefs":2561,"style":29},"11ae93c6f327",[2552,2557],{"_key":2553,"_type":20,"marks":2554,"text":2556},"6c603965ddfd",[2555],"37baccb99fef","Price & Myers",{"_key":2558,"_type":20,"marks":2559,"text":2560},"4537b96c2dae",[]," is a civil and structural engineering practice founded in London in 1978. With studios in Nottingham, Oxford, Manchester, and Bristol, they’ve worked on everything from satellite testing facilities to temporary artworks.",[2562],{"_key":2555,"_type":116,"href":2563},"https://www.pricemyers.com/",{"_key":2565,"_type":16,"children":2566,"markDefs":2571,"style":29},"c61e010f27f7",[2567],{"_key":2568,"_type":20,"marks":2569,"text":2570},"b4b29c577113",[],"In the past 45 years, they’ve completed over 30,000 projects and earned more than 850 design awards. Today, they employ around 170 people across the UK and have operated as a Limited Liability Partnership (LLP) since 2003.",[],{"_type":93,"alt":188,"asset":2573},{"_ref":2574,"_type":97},"image-80f142355e83b1c33b959c803071931bf77b0322-456x168-png","See how Price & Myers used Speckle to simplify collaboration, eliminate version chaos, and keep projects moving—no workflow overhaul needed.",{"_type":93,"alt":2577,"asset":2578},"Price & Myers solves collaboration issues across multiple teams with Speckle",{"_ref":2579,"_type":97},"image-6abf4e07d88cc33d780773c8dd799be979c1a5e6-1611x833-png",{"_type":93,"asset":2581},{"_ref":2579,"_type":97},[2583],{"_id":271,"slug":2584,"title":275},{"_type":273,"current":274},"2025-06-01",[2587],{"result":2588,"title":2589},"No more wasted hours on file hunting, cleaning, or repeating analysis.","Saved time ",[2591,2599,2606,2614,2622,2630,2638,2646,2654,2666],{"_key":2592,"_type":16,"children":2593,"level":42,"listItem":43,"markDefs":2598,"style":29},"1e5834fed8b1",[2594],{"_key":2595,"_type":20,"marks":2596,"text":2597},"d6a3ea302b3f",[36],"Saved time",[],{"_key":2600,"_type":16,"children":2601,"markDefs":2605,"style":29},"e474e186d553",[2602],{"_key":2603,"_type":20,"marks":2604,"text":2588},"e90f1c6040b4",[],[],{"_key":2607,"_type":16,"children":2608,"level":42,"listItem":43,"markDefs":2613,"style":29},"74f0e0692bf7",[2609],{"_key":2610,"_type":20,"marks":2611,"text":2612},"5c36a4b1efeb",[36],"Better teamwork",[],{"_key":2615,"_type":16,"children":2616,"markDefs":2621,"style":29},"17cfe96c96cc",[2617],{"_key":2618,"_type":20,"marks":2619,"text":2620},"d899452cecfa",[],"Fast, clear communication helped avoid delays and misunderstandings.",[],{"_key":2623,"_type":16,"children":2624,"level":42,"listItem":43,"markDefs":2629,"style":29},"e1735781bfed",[2625],{"_key":2626,"_type":20,"marks":2627,"text":2628},"08928043b351",[36],"Fewer errors",[],{"_key":2631,"_type":16,"children":2632,"markDefs":2637,"style":29},"67aa8d6dc211",[2633],{"_key":2634,"_type":20,"marks":2635,"text":2636},"48e6e4e9984c",[],"Version control became easy, reducing mistakes caused by outdated files.",[],{"_key":2639,"_type":16,"children":2640,"level":42,"listItem":43,"markDefs":2645,"style":29},"3c718ca4df28",[2641],{"_key":2642,"_type":20,"marks":2643,"text":2644},"b25d15de68fb",[36],"Faster progress",[],{"_key":2647,"_type":16,"children":2648,"markDefs":2653,"style":29},"2a45b871cadb",[2649],{"_key":2650,"_type":20,"marks":2651,"text":2652},"5f5f370063f1",[],"Reviews and approvals happened quicker, keeping projects moving.",[],{"_key":2655,"_type":1904,"buttonText":1905,"calloutText":2656,"isExternalLink":1383,"link":2665},"ca86aa8e550e",[2657],{"_key":2658,"_type":16,"children":2659,"markDefs":2664,"style":29},"b2759ecea2c0",[2660],{"_key":2661,"_type":20,"marks":2662,"text":2663},"770dd2376728",[],"There's a better way to work together in 3D.",[],"https://app.speckle.systems/authn/register?utm_source=Website&utm_medium=CustomerStory&utm_campaign=Price_Myers",{"_key":2667,"_type":16,"children":2668,"markDefs":2672,"style":29},"0c17c6dfdf10",[2669],{"_key":2670,"_type":20,"marks":2671,"text":376},"2ada8ddea97e",[],[],{"_type":273,"current":2674},"price-and-myers-solves-collaboration-issues-across-multiple-teams-with-speckle",[2676,2684,2694,2702,2709,2717,2725,2728],{"_key":2677,"_type":16,"children":2678,"markDefs":2683,"style":29},"5851be7ee325",[2679],{"_key":2680,"_type":20,"marks":2681,"text":2682},"4942bdbdf25c",[],"Price & Myers adopted Speckle to do just that! The idea was to improve collaboration and data exchange across teams and tools. What stood out most was its simplicity—team members didn’t need to be 3D software experts to use it. That made adoption frictionless, even for architects who usually worked in 2D.",[],{"_key":2685,"_type":832,"companyLogo":2686,"companyName":2556,"jobTitle":2688,"personImage":2689,"personName":2692,"text":2693},"13e6d7d60211",{"_type":93,"asset":2687},{"_ref":2574,"_type":97},"Associate - Structural Engineer",{"_type":93,"asset":2690},{"_ref":2691,"_type":97},"image-c4154b8ad8a801feec71dff2b9e21b75ffea3e7a-599x599-jpg","Katherine Chimenes","I’m talking about people who didn’t even know what Speckle was, architects who didn’t usually work in 3D—but they all got on board. I didn’t feel like I was taking a risk, because it was simple. It did what it was supposed to do.",{"_key":2695,"_type":16,"children":2696,"markDefs":2701,"style":29},"5c80d19fa622",[2697],{"_key":2698,"_type":20,"marks":2699,"text":2700},"1e472ce46afc",[],"With Speckle, models were always accessible via a simple link. No more digging through folders or wondering which file was the latest. Team members could view models in the browser, comment directly on them, and even upload hand sketches and PDFs for discussion. This made it easier to have informed conversations and faster approvals.",[],{"_key":2703,"_type":88,"images":2704},"d0dc8c39cdc2",[2705],{"_key":2706,"_type":93,"asset":2707},"88b2e98b702d",{"_ref":2708,"_type":97},"image-0626fde6845a433faa558e704114a8e52e2de9c7-1247x1080-gif",{"_key":2710,"_type":16,"children":2711,"markDefs":2716,"style":29},"8da9d5c48a95",[2712],{"_key":2713,"_type":20,"marks":2714,"text":2715},"0f7ce1d141e1",[],"Speckle also helped them connect the dots between the different tools in their stack—like Rhino and Revit—without forcing a complete workflow overhaul.",[],{"_key":2718,"_type":16,"children":2719,"markDefs":2724,"style":29},"437b4f8051cc",[2720],{"_key":2721,"_type":20,"marks":2722,"text":2723},"4dc6211b736c",[],"Even color-coded elements in the model (e.g., bolt types) helped the team and stakeholders make quick and accurate assessments.",[],{"_key":2726,"_type":120,"aspectRatio":121,"platform":122,"title":2577,"videoId":2727},"7f9a25adfa0e","VmsJ42bpMVA",{"_key":2729,"_type":16,"children":2730,"markDefs":2734,"style":29},"2988123aef79",[2731],{"_key":2732,"_type":20,"marks":2733,"text":376},"fc019ae4efde",[],[],[2736],{"_id":385,"slug":2737,"title":388},{"_type":273,"current":387},[2739],{"_id":1096,"slug":2740,"title":1099},{"_type":273,"current":1098},[2742,2743],{"_id":1108,"name":1109},{"_id":2504,"name":2170},{"_createdAt":2745,"_id":2746,"_rev":2747,"_system":2748,"_type":11,"_updatedAt":2751,"company":2752,"companyLogo":2816,"companyName":2760,"excerpt":2819,"future":2820,"howTheyDidIt":2853,"mainImage":2955,"ogImage":2959,"projects":2962,"publishedAt":2965,"resultMetrics":188,"slug":2966,"solution":2968,"solutions":3046,"team":3049,"title":2956,"toolsConnected":3052},"2025-07-31T08:12:42Z","74f06405-4f72-4719-adb2-dc20e35e93a8","QX204Jo2AMtUqYcLEhMdHp",{"base":2749},{"id":2746,"rev":2750},"c1a2I8fB7DwQuylEu3rq66","2025-08-01T11:33:38Z",[2753,2774,2782,2790],{"_key":2754,"_type":16,"children":2755,"markDefs":2770,"style":29},"be3587c0ddc5",[2756,2761,2765],{"_key":2757,"_type":20,"marks":2758,"text":2760},"4d5c4f2da991",[2759],"fef6c82d1379","Karamba3D",{"_key":2762,"_type":20,"marks":2763,"text":2764},"afd395733818",[]," is an interactive, parametric engineering tool that allows you to perform quick and accurate Finite Element Analysis (FEA). It has been specially tailored to the needs of design professionals in the early design phases. Karamba3D is embedded in the parametric environment of Grasshopper in the 3D modelling program ",{"_key":2766,"_type":20,"marks":2767,"text":2769},"d69b94f4bb17",[2768],"60b5f30be2af","Rhino 3D.",[2771,2773],{"_key":2759,"_type":116,"href":2772},"https://karamba3d.com/",{"_key":2768,"_type":116,"href":2181},{"_key":2775,"_type":16,"children":2776,"markDefs":2781,"style":29},"ef35d0c97bb2",[2777],{"_key":2778,"_type":20,"marks":2779,"text":2780},"2e66025e6b02",[],"Karamba3D has recently launched the connector for Speckle that enables a Karamba3D model to be converted to a Speckle structural model and vice-versa!",[],{"_key":2783,"_type":16,"children":2784,"markDefs":2789,"style":29},"a4b372355a70",[2785],{"_key":2786,"_type":20,"marks":2787,"text":2788},"10efd2619604",[],"The connector was developed by Georg Lobe, a software developer at Karamba3D with a background in architecture. He is responsible for designing and implementing the platform’s interoperability interfaces and worked on the Speckle structural model exporter and importer components for Karamba3D.",[],{"_key":2791,"_type":16,"children":2792,"markDefs":2813,"style":29},"01cbdfa40acd",[2793,2797,2801,2805,2810],{"_key":2794,"_type":20,"marks":2795,"text":2796},"c5558945795e",[22],"In this case study, Georg used Speckle's ",{"_key":2798,"_type":20,"marks":2799,"text":2800},"45955fef166a",[36,22],"legacy ",{"_key":2802,"_type":20,"marks":2803,"text":2804},"698bfabc93b1",[22],"connectors. Please read more about the difference between Next-Gen (default) and legacy connectors ",{"_key":2806,"_type":20,"marks":2807,"text":2809},"763c1e32f300",[2808,36,22],"391ed2cd383d","here",{"_key":2811,"_type":20,"marks":2812,"text":797},"6f6d07cb7f69",[36,22],[2814],{"_key":2808,"_type":116,"href":2815},"https://www.speckle.systems/blog/guide-how-to-switch-to-next-gen-connectors",{"_type":93,"alt":188,"asset":2817},{"_ref":2818,"_type":97},"image-16b64f1597801e0235b3f5b17b53f08bd2743ece-175x24-svg","The Karamba3D connector for Speckle lets you share structural models from Grasshopper and automate tasks like embodied carbon calculations—no file exports needed.",[2821,2829,2837,2845],{"_key":2822,"_type":16,"children":2823,"markDefs":2828,"style":29},"1dd78b85cf17",[2824],{"_key":2825,"_type":20,"marks":2826,"text":2827},"73464f30ecff",[],"Harnessing the capabilities of Speckle there are many opportunities in future development which the team is excited to further investigate:",[],{"_key":2830,"_type":16,"children":2831,"level":42,"listItem":43,"markDefs":2836,"style":29},"d3f1bba1fb64",[2832],{"_key":2833,"_type":20,"marks":2834,"text":2835},"4e0b6f98e1c0",[],"Tracking changes in the structural designs through diffing and version history of the models.",[],{"_key":2838,"_type":16,"children":2839,"level":42,"listItem":43,"markDefs":2844,"style":29},"86a10b8e3162",[2840],{"_key":2841,"_type":20,"marks":2842,"text":2843},"12aa27eb701d",[],"Interactive Dashboards of the structural models showing analytic results, member sizes, materials and much more.",[],{"_key":2846,"_type":16,"children":2847,"level":42,"listItem":43,"markDefs":2852,"style":29},"414deab242db",[2848],{"_key":2849,"_type":20,"marks":2850,"text":2851},"aef996a02f32",[],"Receiving geometry from other CAD software to be able to analyse them in Karamba3D.",[],[2854,2873,2881,2889,2904,2912,2920,2928,2947],{"_key":2855,"_type":16,"children":2856,"markDefs":2870,"style":29},"7022b0de3ab0",[2857,2861,2866],{"_key":2858,"_type":20,"marks":2859,"text":2860},"9b405d35c985",[],"Leveraging ",{"_key":2862,"_type":20,"marks":2863,"text":2865},"33209858c0f8",[2864],"ae4b7ebd886e","Speckle Automate",{"_key":2867,"_type":20,"marks":2868,"text":2869},"44dec6692b27",[],", a function was created to automatically calculate embodied carbon calculation for structures that have been designed and optimized in Karamba3D.",[2871],{"_key":2864,"_type":116,"href":2872},"https://www.speckle.systems/product/automate",{"_key":2874,"_type":16,"children":2875,"markDefs":2880,"style":29},"5f2ccced5b03",[2876],{"_key":2877,"_type":20,"marks":2878,"text":2879},"7182f5f31513",[],"The Automate function matches structural data from the Speckle structural model using the Karamba3D Cconnector and a LCA database that is uploaded to a subsequent Speckle Model.",[],{"_key":2882,"_type":16,"children":2883,"markDefs":2888,"style":29},"0fe4983a604f",[2884],{"_key":2885,"_type":20,"marks":2886,"text":2887},"fdee73e768ea",[],"To run automated embodied carbon calculations, Georg and the team started by converting a Karamba3D structural model into a Speckle Structural Model.",[],{"_key":2890,"_type":16,"children":2891,"markDefs":2901,"style":29},"f7fec820c43c",[2892,2896],{"_key":2893,"_type":20,"marks":2894,"text":2895},"c2d9841a6009",[],"Crucial data such as the weight and volume of each element were used to accurately analyze LCA (Life Cycle Assessment). The example used for this analysis was the BESO Tower which can be found on the ",{"_key":2897,"_type":20,"marks":2898,"text":2900},"0d6706eeee06",[2899],"d3422ea09824","Karamba3D website.",[2902],{"_key":2899,"_type":116,"href":2903},"https://karamba3d.com/examples/beso-tower/",{"_key":2905,"_type":16,"children":2906,"markDefs":2911,"style":29},"fd6c55d454e8",[2907],{"_key":2908,"_type":20,"marks":2909,"text":2910},"d78490eea5cd",[],"In parallel, they created an Excel-based materials database that matched the material names and types used in Karamba3D. This was uploaded to a separate Speckle model within the same project to ensure clear data mapping between design and material properties.",[],{"_key":2913,"_type":16,"children":2914,"markDefs":2919,"style":29},"8b8ade04c649",[2915],{"_key":2916,"_type":20,"marks":2917,"text":2918},"d1ed7778cf6c",[],"With both models in place, they set up an Automate function in Speckle. This function cross-referenced the structural data with the LCA database and calculated the embodied carbon for each element. The result was a new model containing all the original structural elements, now enriched with LCA data but with incorporated LCA data.",[],{"_key":2921,"_type":16,"children":2922,"markDefs":2927,"style":29},"a2b8d031efaa",[2923],{"_key":2924,"_type":20,"marks":2925,"text":2926},"faeb5aaa802b",[],"This approach made it easy to iterate and update results directly from design tools, without needing to manually extract or reformat data at each step.",[],{"_key":2929,"_type":16,"children":2930,"markDefs":2944,"style":29},"1459079fb0e1",[2931,2935,2940],{"_key":2932,"_type":20,"marks":2933,"text":2934},"e2f7138e54f8",[],"The Github Repo that was used can be found here: SimpleLCA (",{"_key":2936,"_type":20,"marks":2937,"text":2939},"690916019bab",[2938],"237f69dd779f","glk3d/SimpleLCA",{"_key":2941,"_type":20,"marks":2942,"text":2943},"d9e69dcb138c",[],").",[2945],{"_key":2938,"_type":116,"href":2946},"https://github.com/glk3d/SimpleLCA",{"_key":2948,"_type":88,"images":2949},"5e103eb31d88",[2950],{"_key":2951,"_type":93,"alt":2952,"asset":2953,"caption":2952},"66f48b8aedb5","An Excel database is generated to align with the material names used in Karamba3D. This ensures consistency in both the material name and type and is essential for accurate data mapping. The resulting dataset is then transmitted to a separate model within the same Speckle project.",{"_ref":2954,"_type":97},"image-8fcfc7434758458c2b0b05a8e95f491645954ef6-662x511-png",{"_type":93,"alt":2956,"asset":2957},"How to automate and share structural analysis with Karamba3D and Speckle",{"_ref":2958,"_type":97},"image-7463ff2fa99a30512e22480066232dd8b5dffbea-1242x579-png",{"_type":93,"asset":2960},{"_ref":2961,"_type":97},"image-a17cc67e1823458a18812ef834c9277afc280270-1920x1080-png",[2963],{"_id":908,"slug":2964,"title":911},{"_type":273,"current":910},"2025-05-16",{"_type":273,"current":2967},"how-to-automate-and-share-structural-analysis-with-karamba3d-and-speckle",[2969,2977,2985,3023,3030,3038],{"_key":2970,"_type":16,"children":2971,"markDefs":2976,"style":29},"4751880588b8",[2972],{"_key":2973,"_type":20,"marks":2974,"text":2975},"35383eb6ccee",[],"Karamba3D is used by engineers in the architects in the early design phases for quick and accurate structural analysis to study various design iterations. Tapping into the power of Speckle can enhance any workflow:",[],{"_key":2978,"_type":16,"children":2979,"markDefs":2984,"style":937},"f9127af75fdc",[2980],{"_key":2981,"_type":20,"marks":2982,"text":2983},"d0b62f2c563a",[],"Connect",[],{"_key":2986,"_type":16,"children":2987,"markDefs":3017,"style":29},"e08928a01045",[2988,2992,2996,3000,3005,3009,3014],{"_key":2989,"_type":20,"marks":2990,"text":2991},"a5a768ed68f2",[],"A Speckle structural model can be directly pulled into various software applications for data exchange. A model from Karamba3D can be sent to other FEA Applications such as ",{"_key":2993,"_type":20,"marks":2994,"text":1784},"db83e477eb08",[2995],"9c65804e1c38",{"_key":2997,"_type":20,"marks":2998,"text":2999},"7face03b0c66",[],", SAP2000 and GSA for detailed calculations and code checks. Furthermore, it would be possible to create a BIM model by pulling the structural model into ",{"_key":3001,"_type":20,"marks":3002,"text":3004},"4a0e372cf315",[3003],"86de4deb08b2","Revit ",{"_key":3006,"_type":20,"marks":3007,"text":3008},"fe61c7e8c95a",[],"and ",{"_key":3010,"_type":20,"marks":3011,"text":3013},"058ca865ac28",[3012],"b81e731a46d8","Archicad",{"_key":3015,"_type":20,"marks":3016,"text":797},"3bc32bfb0ae8",[],[3018,3020,3021],{"_key":2995,"_type":116,"href":3019},"https://www.speckle.systems/connectors/etabs",{"_key":3003,"_type":116,"href":2177},{"_key":3012,"_type":116,"href":3022},"https://www.speckle.systems/connectors/archicad",{"_key":3024,"_type":88,"images":3025},"6c3402529861",[3026],{"_key":3027,"_type":93,"asset":3028},"23cbf92240b0",{"_ref":3029,"_type":97},"image-f56f4ffc4fbe4cb620e719f8191c4dce36f531d4-838x356-png",{"_key":3031,"_type":16,"children":3032,"markDefs":3037,"style":937},"461e2c1af6b2",[3033],{"_key":3034,"_type":20,"marks":3035,"text":3036},"871b71703810",[],"Collaboration",[],{"_key":3039,"_type":16,"children":3040,"markDefs":3045,"style":29},"e9c9fea2f890",[3041],{"_key":3042,"_type":20,"marks":3043,"text":3044},"b6372babe126",[],"Collaboration becomes easier when structural model data is stored in a Speckle model. Team members can load a model iteration, make local edits, and then publish the updated version back to the cloud. This eliminates the need to share Grasshopper scripts among team members.",[],[3047],{"_id":390,"slug":3048,"title":393},{"_type":273,"current":392},[3050],{"_id":1772,"slug":3051,"title":1775},{"_type":273,"current":1774},[3053],{"_id":3054,"name":3055},"2609627c-f20b-4c7a-9f64-f07090235e40","Grasshopper",{"documents":3057,"paths":3084,"mappings":3103},[3058,3059,3060,3061,3062,3063,3064,3065,3066,3067,3068,3069,3070,3071,3072,3073,3074,3075,3076,3077,3078,3079,3080,3081,3082,3083],{"_id":1101,"_type":419},{"_id":2129,"_type":11},{"_id":380,"_type":413},{"_id":3054,"_type":415},{"_id":908,"_type":417},{"_id":408,"_type":415},{"_id":572,"_type":11},{"_id":1772,"_type":419},{"_id":271,"_type":417},{"_id":2357,"_type":417},{"_id":1096,"_type":419},{"_id":2506,"_type":415},{"_id":1112,"_type":415},{"_id":2746,"_type":11},{"_id":1787,"_type":11},{"_id":1108,"_type":415},{"_id":913,"_type":417},{"_id":1551,"_type":417},{"_id":2504,"_type":415},{"_id":1783,"_type":415},{"_id":385,"_type":413},{"_id":396,"_type":419},{"_id":1116,"_type":11},{"_id":2509,"_type":11},{"_id":1780,"_type":415},{"_id":390,"_type":413},[424,425,426,427,428,429,430,431,432,433,434,435,436,437,438,439,440,441,3085,3086,3087,3088,3089,3090,3091,3092,3093,3094,3095,3096,3097,3098,3099,3100,3101,3102,446,447,448,449],"$['resultMetrics'][?(@._key=='124ce4e9d6e1')]['result']","$['resultMetrics'][?(@._key=='124ce4e9d6e1')]['title']","$['resultMetrics'][?(@._key=='4d600515f11e')]['result']","$['resultMetrics'][?(@._key=='4d600515f11e')]['title']","$['resultMetrics'][?(@._key=='60e2d92a75d0')]['result']","$['resultMetrics'][?(@._key=='60e2d92a75d0')]['title']","$['resultMetrics'][?(@._key=='6814d4c7df3d')]['result']","$['resultMetrics'][?(@._key=='6814d4c7df3d')]['title']","$['resultMetrics'][?(@._key=='6dd05f1134eb')]['result']","$['resultMetrics'][?(@._key=='6dd05f1134eb')]['title']","$['resultMetrics'][?(@._key=='aae130bc9e59')]['result']","$['resultMetrics'][?(@._key=='aae130bc9e59')]['title']","$['resultMetrics'][?(@._key=='cd1496883462')]['result']","$['resultMetrics'][?(@._key=='cd1496883462')]['title']","$['resultMetrics'][?(@._key=='e5291233264d')]['result']","$['resultMetrics'][?(@._key=='e5291233264d')]['title']","$['resultMetrics'][?(@._key=='fe40db1f2eee')]['result']","$['resultMetrics'][?(@._key=='fe40db1f2eee')]['title']",{"$[0]['_createdAt']":3104,"$[0]['_id']":3106,"$[0]['_rev']":3108,"$[0]['_system']":3110,"$[0]['_type']":3112,"$[0]['_updatedAt']":3114,"$[0]['challenge']":3116,"$[0]['company']":3118,"$[0]['companyLogo']['_type']":3120,"$[0]['companyLogo']['asset']":3122,"$[0]['companyName']":3124,"$[0]['excerpt']":3126,"$[0]['future']":3128,"$[0]['howTheyDidIt']":3130,"$[0]['mainImage']":3132,"$[0]['ogImage']":3134,"$[0]['projects'][0]['_id']":3136,"$[0]['projects'][0]['slug']":3138,"$[0]['projects'][0]['title']":3141,"$[0]['projects'][1]['_id']":3144,"$[0]['projects'][1]['slug']":3146,"$[0]['projects'][1]['title']":3148,"$[0]['publishedAt']":3150,"$[0]['resultMetrics'][0]['result']":3152,"$[0]['resultMetrics'][0]['title']":3155,"$[0]['resultMetrics'][1]['result']":3158,"$[0]['resultMetrics'][1]['title']":3160,"$[0]['resultMetrics'][2]['result']":3162,"$[0]['resultMetrics'][2]['title']":3165,"$[0]['results']":3168,"$[0]['slug']":3171,"$[0]['solution']":3173,"$[0]['solutions'][0]['_id']":3176,"$[0]['solutions'][0]['slug']":3178,"$[0]['solutions'][0]['title']":3180,"$[0]['solutions'][1]['_id']":3182,"$[0]['solutions'][1]['slug']":3184,"$[0]['solutions'][1]['title']":3186,"$[0]['team'][0]['_id']":3188,"$[0]['team'][0]['slug']":3190,"$[0]['team'][0]['title']":3192,"$[0]['team'][1]['_id']":3194,"$[0]['team'][1]['slug']":3196,"$[0]['team'][1]['title']":3198,"$[0]['team'][2]['_id']":3200,"$[0]['team'][2]['slug']":3202,"$[0]['team'][2]['title']":3204,"$[0]['title']":3206,"$[0]['toolsConnected'][0]['_id']":3208,"$[0]['toolsConnected'][0]['name']":3210,"$[0]['toolsConnected'][1]['_id']":3212,"$[0]['toolsConnected'][1]['name']":3214,"$[0]['toolsConnected'][2]['_id']":3216,"$[0]['toolsConnected'][2]['name']":3218,"$[1]['_createdAt']":3220,"$[1]['_id']":3222,"$[1]['_rev']":3224,"$[1]['_system']":3226,"$[1]['_type']":3228,"$[1]['_updatedAt']":3230,"$[1]['challenge']":3232,"$[1]['company']":3234,"$[1]['companyLogo']['_type']":3236,"$[1]['companyLogo']['asset']":3238,"$[1]['companyName']":3240,"$[1]['excerpt']":3242,"$[1]['future']":3244,"$[1]['howTheyDidIt']":3246,"$[1]['mainImage']":3248,"$[1]['ogImage']":3250,"$[1]['projects'][0]['_id']":3252,"$[1]['projects'][0]['slug']":3254,"$[1]['projects'][0]['title']":3256,"$[1]['projects'][1]['_id']":3258,"$[1]['projects'][1]['slug']":3260,"$[1]['projects'][1]['title']":3262,"$[1]['publishedAt']":3264,"$[1]['resultMetrics'][0]['result']":3266,"$[1]['resultMetrics'][0]['title']":3269,"$[1]['resultMetrics'][1]['result']":3272,"$[1]['resultMetrics'][1]['title']":3274,"$[1]['resultMetrics'][2]['result']":3276,"$[1]['resultMetrics'][2]['title']":3279,"$[1]['results']":3282,"$[1]['slug']":3284,"$[1]['solution']":3286,"$[1]['solutions'][0]['_id']":3288,"$[1]['solutions'][0]['slug']":3290,"$[1]['solutions'][0]['title']":3292,"$[1]['team'][0]['_id']":3294,"$[1]['team'][0]['slug']":3296,"$[1]['team'][0]['title']":3298,"$[1]['team'][1]['_id']":3300,"$[1]['team'][1]['slug']":3302,"$[1]['team'][1]['title']":3304,"$[1]['title']":3306,"$[1]['toolsConnected'][0]['_id']":3308,"$[1]['toolsConnected'][0]['name']":3310,"$[1]['toolsConnected'][1]['_id']":3312,"$[1]['toolsConnected'][1]['name']":3314,"$[1]['toolsConnected'][2]['_id']":3316,"$[1]['toolsConnected'][2]['name']":3318,"$[2]['_createdAt']":3320,"$[2]['_id']":3322,"$[2]['_rev']":3324,"$[2]['_system']":3326,"$[2]['_type']":3328,"$[2]['_updatedAt']":3330,"$[2]['challenge']":3332,"$[2]['company']":3334,"$[2]['companyLogo']['_type']":3336,"$[2]['companyLogo']['asset']":3338,"$[2]['companyName']":3340,"$[2]['excerpt']":3342,"$[2]['future']":3344,"$[2]['howTheyDidIt']":3346,"$[2]['mainImage']":3348,"$[2]['ogImage']":3350,"$[2]['projects'][0]['_id']":3352,"$[2]['projects'][0]['slug']":3354,"$[2]['projects'][0]['title']":3356,"$[2]['publishedAt']":3358,"$[2]['results']":3360,"$[2]['slug']":3362,"$[2]['solution']":3364,"$[2]['solutions'][0]['_id']":3366,"$[2]['solutions'][0]['slug']":3368,"$[2]['solutions'][0]['title']":3370,"$[2]['team'][0]['_id']":3372,"$[2]['team'][0]['slug']":3374,"$[2]['team'][0]['title']":3376,"$[2]['title']":3378,"$[2]['toolsConnected'][0]['_id']":3380,"$[2]['toolsConnected'][0]['name']":3382,"$[2]['toolsConnected'][1]['_id']":3384,"$[2]['toolsConnected'][1]['name']":3386,"$[3]['_createdAt']":3388,"$[3]['_id']":3390,"$[3]['_rev']":3392,"$[3]['_system']":3394,"$[3]['_type']":3396,"$[3]['_updatedAt']":3398,"$[3]['challenge']":3400,"$[3]['company']":3402,"$[3]['companyLogo']['_type']":3404,"$[3]['companyLogo']['asset']":3406,"$[3]['companyName']":3408,"$[3]['excerpt']":3410,"$[3]['howTheyDidIt']":3412,"$[3]['mainImage']":3414,"$[3]['ogImage']":3416,"$[3]['projects'][0]['_id']":3418,"$[3]['projects'][0]['slug']":3420,"$[3]['projects'][0]['title']":3422,"$[3]['publishedAt']":3424,"$[3]['resultMetrics'][0]['result']":3426,"$[3]['resultMetrics'][0]['title']":3428,"$[3]['resultMetrics'][1]['result']":3430,"$[3]['resultMetrics'][1]['title']":3432,"$[3]['results']":3434,"$[3]['slug']":3436,"$[3]['solution']":3438,"$[3]['solutions'][0]['_id']":3440,"$[3]['solutions'][0]['slug']":3442,"$[3]['solutions'][0]['title']":3444,"$[3]['team'][0]['_id']":3446,"$[3]['team'][0]['slug']":3448,"$[3]['team'][0]['title']":3450,"$[3]['title']":3452,"$[3]['toolsConnected'][0]['_id']":3454,"$[3]['toolsConnected'][0]['name']":3456,"$[3]['toolsConnected'][1]['_id']":3458,"$[3]['toolsConnected'][1]['name']":3460,"$[3]['toolsConnected'][2]['_id']":3462,"$[3]['toolsConnected'][2]['name']":3464,"$[4]['_createdAt']":3466,"$[4]['_id']":3468,"$[4]['_rev']":3470,"$[4]['_system']":3472,"$[4]['_type']":3474,"$[4]['_updatedAt']":3476,"$[4]['challenge']":3478,"$[4]['company']":3480,"$[4]['companyLogo']['_type']":3482,"$[4]['companyLogo']['asset']":3484,"$[4]['companyName']":3486,"$[4]['excerpt']":3488,"$[4]['mainImage']":3490,"$[4]['ogImage']":3492,"$[4]['projects'][0]['_id']":3494,"$[4]['projects'][0]['slug']":3496,"$[4]['projects'][0]['title']":3498,"$[4]['publishedAt']":3500,"$[4]['resultMetrics'][0]['result']":3502,"$[4]['resultMetrics'][0]['title']":3505,"$[4]['results']":3508,"$[4]['slug']":3510,"$[4]['solution']":3512,"$[4]['solutions'][0]['_id']":3514,"$[4]['solutions'][0]['slug']":3516,"$[4]['solutions'][0]['title']":3518,"$[4]['team'][0]['_id']":3520,"$[4]['team'][0]['slug']":3522,"$[4]['team'][0]['title']":3524,"$[4]['title']":3526,"$[4]['toolsConnected'][0]['_id']":3528,"$[4]['toolsConnected'][0]['name']":3530,"$[4]['toolsConnected'][1]['_id']":3532,"$[4]['toolsConnected'][1]['name']":3534,"$[5]['_createdAt']":3536,"$[5]['_id']":3538,"$[5]['_rev']":3540,"$[5]['_system']":3542,"$[5]['_type']":3544,"$[5]['_updatedAt']":3546,"$[5]['company']":3548,"$[5]['companyLogo']['_type']":3550,"$[5]['companyLogo']['asset']":3552,"$[5]['companyName']":3554,"$[5]['excerpt']":3556,"$[5]['future']":3558,"$[5]['howTheyDidIt']":3560,"$[5]['mainImage']":3562,"$[5]['ogImage']":3564,"$[5]['projects'][0]['_id']":3566,"$[5]['projects'][0]['slug']":3568,"$[5]['projects'][0]['title']":3570,"$[5]['publishedAt']":3572,"$[5]['slug']":3574,"$[5]['solution']":3576,"$[5]['solutions'][0]['_id']":3578,"$[5]['solutions'][0]['slug']":3580,"$[5]['solutions'][0]['title']":3582,"$[5]['team'][0]['_id']":3584,"$[5]['team'][0]['slug']":3586,"$[5]['team'][0]['title']":3588,"$[5]['title']":3590,"$[5]['toolsConnected'][0]['_id']":3592,"$[5]['toolsConnected'][0]['name']":3594},{"source":3105,"type":455},{"document":472,"path":453,"type":454},{"source":3107,"type":455},{"document":472,"path":42,"type":454},{"source":3109,"type":455},{"document":472,"path":460,"type":454},{"source":3111,"type":455},{"document":472,"path":463,"type":454},{"source":3113,"type":455},{"document":472,"path":466,"type":454},{"source":3115,"type":455},{"document":472,"path":469,"type":454},{"source":3117,"type":455},{"document":472,"path":472,"type":454},{"source":3119,"type":455},{"document":472,"path":475,"type":454},{"source":3121,"type":455},{"document":472,"path":478,"type":454},{"source":3123,"type":455},{"document":472,"path":481,"type":454},{"source":3125,"type":455},{"document":472,"path":484,"type":454},{"source":3127,"type":455},{"document":472,"path":487,"type":454},{"source":3129,"type":455},{"document":472,"path":490,"type":454},{"source":3131,"type":455},{"document":472,"path":493,"type":454},{"source":3133,"type":455},{"document":472,"path":496,"type":454},{"source":3135,"type":455},{"document":472,"path":499,"type":454},{"source":3137,"type":455},{"document":466,"path":42,"type":454},{"source":3139,"type":455},{"document":466,"path":3140,"type":454},37,{"source":3142,"type":455},{"document":466,"path":3143,"type":454},39,{"source":3145,"type":455},{"document":499,"path":42,"type":454},{"source":3147,"type":455},{"document":499,"path":3140,"type":454},{"source":3149,"type":455},{"document":499,"path":3143,"type":454},{"source":3151,"type":455},{"document":472,"path":510,"type":454},{"source":3153,"type":455},{"document":472,"path":3154,"type":454},34,{"source":3156,"type":455},{"document":472,"path":3157,"type":454},35,{"source":3159,"type":455},{"document":472,"path":513,"type":454},{"source":3161,"type":455},{"document":472,"path":516,"type":454},{"source":3163,"type":455},{"document":472,"path":3164,"type":454},28,{"source":3166,"type":455},{"document":472,"path":3167,"type":454},29,{"source":3169,"type":455},{"document":472,"path":3170,"type":454},36,{"source":3172,"type":455},{"document":472,"path":3140,"type":454},{"source":3174,"type":455},{"document":472,"path":3175,"type":454},38,{"source":3177,"type":455},{"document":460,"path":42,"type":454},{"source":3179,"type":455},{"document":460,"path":3140,"type":454},{"source":3181,"type":455},{"document":460,"path":3143,"type":454},{"source":3183,"type":455},{"document":513,"path":42,"type":454},{"source":3185,"type":455},{"document":513,"path":3140,"type":454},{"source":3187,"type":455},{"document":513,"path":3143,"type":454},{"source":3189,"type":455},{"document":516,"path":42,"type":454},{"source":3191,"type":455},{"document":516,"path":3140,"type":454},{"source":3193,"type":455},{"document":516,"path":3143,"type":454},{"source":3195,"type":455},{"document":484,"path":42,"type":454},{"source":3197,"type":455},{"document":484,"path":3140,"type":454},{"source":3199,"type":455},{"document":484,"path":3143,"type":454},{"source":3201,"type":455},{"document":453,"path":42,"type":454},{"source":3203,"type":455},{"document":453,"path":3140,"type":454},{"source":3205,"type":455},{"document":453,"path":3143,"type":454},{"source":3207,"type":455},{"document":472,"path":3143,"type":454},{"source":3209,"type":455},{"document":567,"path":42,"type":454},{"source":3211,"type":455},{"document":567,"path":567,"type":454},{"source":3213,"type":455},{"document":469,"path":42,"type":454},{"source":3215,"type":455},{"document":469,"path":567,"type":454},{"source":3217,"type":455},{"document":490,"path":42,"type":454},{"source":3219,"type":455},{"document":490,"path":567,"type":454},{"source":3221,"type":455},{"document":525,"path":453,"type":454},{"source":3223,"type":455},{"document":525,"path":42,"type":454},{"source":3225,"type":455},{"document":525,"path":460,"type":454},{"source":3227,"type":455},{"document":525,"path":463,"type":454},{"source":3229,"type":455},{"document":525,"path":466,"type":454},{"source":3231,"type":455},{"document":525,"path":469,"type":454},{"source":3233,"type":455},{"document":525,"path":472,"type":454},{"source":3235,"type":455},{"document":525,"path":475,"type":454},{"source":3237,"type":455},{"document":525,"path":478,"type":454},{"source":3239,"type":455},{"document":525,"path":481,"type":454},{"source":3241,"type":455},{"document":525,"path":484,"type":454},{"source":3243,"type":455},{"document":525,"path":487,"type":454},{"source":3245,"type":455},{"document":525,"path":490,"type":454},{"source":3247,"type":455},{"document":525,"path":493,"type":454},{"source":3249,"type":455},{"document":525,"path":496,"type":454},{"source":3251,"type":455},{"document":525,"path":499,"type":454},{"source":3253,"type":455},{"document":466,"path":42,"type":454},{"source":3255,"type":455},{"document":466,"path":3140,"type":454},{"source":3257,"type":455},{"document":466,"path":3143,"type":454},{"source":3259,"type":455},{"document":510,"path":42,"type":454},{"source":3261,"type":455},{"document":510,"path":3140,"type":454},{"source":3263,"type":455},{"document":510,"path":3143,"type":454},{"source":3265,"type":455},{"document":525,"path":510,"type":454},{"source":3267,"type":455},{"document":525,"path":3268,"type":454},26,{"source":3270,"type":455},{"document":525,"path":3271,"type":454},27,{"source":3273,"type":455},{"document":525,"path":530,"type":454},{"source":3275,"type":455},{"document":525,"path":507,"type":454},{"source":3277,"type":455},{"document":525,"path":3278,"type":454},30,{"source":3280,"type":455},{"document":525,"path":3281,"type":454},31,{"source":3283,"type":455},{"document":525,"path":3170,"type":454},{"source":3285,"type":455},{"document":525,"path":3140,"type":454},{"source":3287,"type":455},{"document":525,"path":3175,"type":454},{"source":3289,"type":455},{"document":507,"path":42,"type":454},{"source":3291,"type":455},{"document":507,"path":3140,"type":454},{"source":3293,"type":455},{"document":507,"path":3143,"type":454},{"source":3295,"type":455},{"document":516,"path":42,"type":454},{"source":3297,"type":455},{"document":516,"path":3140,"type":454},{"source":3299,"type":455},{"document":516,"path":3143,"type":454},{"source":3301,"type":455},{"document":475,"path":42,"type":454},{"source":3303,"type":455},{"document":475,"path":3140,"type":454},{"source":3305,"type":455},{"document":475,"path":3143,"type":454},{"source":3307,"type":455},{"document":525,"path":3143,"type":454},{"source":3309,"type":455},{"document":567,"path":42,"type":454},{"source":3311,"type":455},{"document":567,"path":567,"type":454},{"source":3313,"type":455},{"document":530,"path":42,"type":454},{"source":3315,"type":455},{"document":530,"path":567,"type":454},{"source":3317,"type":455},{"document":522,"path":42,"type":454},{"source":3319,"type":455},{"document":522,"path":567,"type":454},{"source":3321,"type":455},{"document":496,"path":453,"type":454},{"source":3323,"type":455},{"document":496,"path":42,"type":454},{"source":3325,"type":455},{"document":496,"path":460,"type":454},{"source":3327,"type":455},{"document":496,"path":463,"type":454},{"source":3329,"type":455},{"document":496,"path":466,"type":454},{"source":3331,"type":455},{"document":496,"path":469,"type":454},{"source":3333,"type":455},{"document":496,"path":472,"type":454},{"source":3335,"type":455},{"document":496,"path":475,"type":454},{"source":3337,"type":455},{"document":496,"path":478,"type":454},{"source":3339,"type":455},{"document":496,"path":481,"type":454},{"source":3341,"type":455},{"document":496,"path":484,"type":454},{"source":3343,"type":455},{"document":496,"path":487,"type":454},{"source":3345,"type":455},{"document":496,"path":490,"type":454},{"source":3347,"type":455},{"document":496,"path":493,"type":454},{"source":3349,"type":455},{"document":496,"path":496,"type":454},{"source":3351,"type":455},{"document":496,"path":499,"type":454},{"source":3353,"type":455},{"document":510,"path":42,"type":454},{"source":3355,"type":455},{"document":510,"path":3140,"type":454},{"source":3357,"type":455},{"document":510,"path":3143,"type":454},{"source":3359,"type":455},{"document":496,"path":510,"type":454},{"source":3361,"type":455},{"document":496,"path":3170,"type":454},{"source":3363,"type":455},{"document":496,"path":3140,"type":454},{"source":3365,"type":455},{"document":496,"path":3175,"type":454},{"source":3367,"type":455},{"document":460,"path":42,"type":454},{"source":3369,"type":455},{"document":460,"path":3140,"type":454},{"source":3371,"type":455},{"document":460,"path":3143,"type":454},{"source":3373,"type":455},{"document":516,"path":42,"type":454},{"source":3375,"type":455},{"document":516,"path":3140,"type":454},{"source":3377,"type":455},{"document":516,"path":3143,"type":454},{"source":3379,"type":455},{"document":496,"path":3143,"type":454},{"source":3381,"type":455},{"document":469,"path":42,"type":454},{"source":3383,"type":455},{"document":469,"path":567,"type":454},{"source":3385,"type":455},{"document":567,"path":42,"type":454},{"source":3387,"type":455},{"document":567,"path":567,"type":454},{"source":3389,"type":455},{"document":42,"path":453,"type":454},{"source":3391,"type":455},{"document":42,"path":42,"type":454},{"source":3393,"type":455},{"document":42,"path":460,"type":454},{"source":3395,"type":455},{"document":42,"path":463,"type":454},{"source":3397,"type":455},{"document":42,"path":466,"type":454},{"source":3399,"type":455},{"document":42,"path":469,"type":454},{"source":3401,"type":455},{"document":42,"path":472,"type":454},{"source":3403,"type":455},{"document":42,"path":475,"type":454},{"source":3405,"type":455},{"document":42,"path":478,"type":454},{"source":3407,"type":455},{"document":42,"path":481,"type":454},{"source":3409,"type":455},{"document":42,"path":484,"type":454},{"source":3411,"type":455},{"document":42,"path":487,"type":454},{"source":3413,"type":455},{"document":42,"path":493,"type":454},{"source":3415,"type":455},{"document":42,"path":496,"type":454},{"source":3417,"type":455},{"document":42,"path":499,"type":454},{"source":3419,"type":455},{"document":481,"path":42,"type":454},{"source":3421,"type":455},{"document":481,"path":3140,"type":454},{"source":3423,"type":455},{"document":481,"path":3143,"type":454},{"source":3425,"type":455},{"document":42,"path":510,"type":454},{"source":3427,"type":455},{"document":42,"path":519,"type":454},{"source":3429,"type":455},{"document":42,"path":522,"type":454},{"source":3431,"type":455},{"document":42,"path":525,"type":454},{"source":3433,"type":455},{"document":42,"path":504,"type":454},{"source":3435,"type":455},{"document":42,"path":3170,"type":454},{"source":3437,"type":455},{"document":42,"path":3140,"type":454},{"source":3439,"type":455},{"document":42,"path":3175,"type":454},{"source":3441,"type":455},{"document":507,"path":42,"type":454},{"source":3443,"type":455},{"document":507,"path":3140,"type":454},{"source":3445,"type":455},{"document":507,"path":3143,"type":454},{"source":3447,"type":455},{"document":475,"path":42,"type":454},{"source":3449,"type":455},{"document":475,"path":3140,"type":454},{"source":3451,"type":455},{"document":475,"path":3143,"type":454},{"source":3453,"type":455},{"document":42,"path":3143,"type":454},{"source":3455,"type":455},{"document":567,"path":42,"type":454},{"source":3457,"type":455},{"document":567,"path":567,"type":454},{"source":3459,"type":455},{"document":519,"path":42,"type":454},{"source":3461,"type":455},{"document":519,"path":567,"type":454},{"source":3463,"type":455},{"document":487,"path":42,"type":454},{"source":3465,"type":455},{"document":487,"path":567,"type":454},{"source":3467,"type":455},{"document":504,"path":453,"type":454},{"source":3469,"type":455},{"document":504,"path":42,"type":454},{"source":3471,"type":455},{"document":504,"path":460,"type":454},{"source":3473,"type":455},{"document":504,"path":463,"type":454},{"source":3475,"type":455},{"document":504,"path":466,"type":454},{"source":3477,"type":455},{"document":504,"path":469,"type":454},{"source":3479,"type":455},{"document":504,"path":472,"type":454},{"source":3481,"type":455},{"document":504,"path":475,"type":454},{"source":3483,"type":455},{"document":504,"path":478,"type":454},{"source":3485,"type":455},{"document":504,"path":481,"type":454},{"source":3487,"type":455},{"document":504,"path":484,"type":454},{"source":3489,"type":455},{"document":504,"path":487,"type":454},{"source":3491,"type":455},{"document":504,"path":496,"type":454},{"source":3493,"type":455},{"document":504,"path":499,"type":454},{"source":3495,"type":455},{"document":478,"path":42,"type":454},{"source":3497,"type":455},{"document":478,"path":3140,"type":454},{"source":3499,"type":455},{"document":478,"path":3143,"type":454},{"source":3501,"type":455},{"document":504,"path":510,"type":454},{"source":3503,"type":455},{"document":504,"path":3504,"type":454},32,{"source":3506,"type":455},{"document":504,"path":3507,"type":454},33,{"source":3509,"type":455},{"document":504,"path":3170,"type":454},{"source":3511,"type":455},{"document":504,"path":3140,"type":454},{"source":3513,"type":455},{"document":504,"path":3175,"type":454},{"source":3515,"type":455},{"document":513,"path":42,"type":454},{"source":3517,"type":455},{"document":513,"path":3140,"type":454},{"source":3519,"type":455},{"document":513,"path":3143,"type":454},{"source":3521,"type":455},{"document":484,"path":42,"type":454},{"source":3523,"type":455},{"document":484,"path":3140,"type":454},{"source":3525,"type":455},{"document":484,"path":3143,"type":454},{"source":3527,"type":455},{"document":504,"path":3143,"type":454},{"source":3529,"type":455},{"document":567,"path":42,"type":454},{"source":3531,"type":455},{"document":567,"path":567,"type":454},{"source":3533,"type":455},{"document":519,"path":42,"type":454},{"source":3535,"type":455},{"document":519,"path":567,"type":454},{"source":3537,"type":455},{"document":493,"path":453,"type":454},{"source":3539,"type":455},{"document":493,"path":42,"type":454},{"source":3541,"type":455},{"document":493,"path":460,"type":454},{"source":3543,"type":455},{"document":493,"path":463,"type":454},{"source":3545,"type":455},{"document":493,"path":466,"type":454},{"source":3547,"type":455},{"document":493,"path":469,"type":454},{"source":3549,"type":455},{"document":493,"path":475,"type":454},{"source":3551,"type":455},{"document":493,"path":478,"type":454},{"source":3553,"type":455},{"document":493,"path":481,"type":454},{"source":3555,"type":455},{"document":493,"path":484,"type":454},{"source":3557,"type":455},{"document":493,"path":487,"type":454},{"source":3559,"type":455},{"document":493,"path":490,"type":454},{"source":3561,"type":455},{"document":493,"path":493,"type":454},{"source":3563,"type":455},{"document":493,"path":496,"type":454},{"source":3565,"type":455},{"document":493,"path":499,"type":454},{"source":3567,"type":455},{"document":466,"path":42,"type":454},{"source":3569,"type":455},{"document":466,"path":3140,"type":454},{"source":3571,"type":455},{"document":466,"path":3143,"type":454},{"source":3573,"type":455},{"document":493,"path":510,"type":454},{"source":3575,"type":455},{"document":493,"path":3140,"type":454},{"source":3577,"type":455},{"document":493,"path":3175,"type":454},{"source":3579,"type":455},{"document":507,"path":42,"type":454},{"source":3581,"type":455},{"document":507,"path":3140,"type":454},{"source":3583,"type":455},{"document":507,"path":3143,"type":454},{"source":3585,"type":455},{"document":475,"path":42,"type":454},{"source":3587,"type":455},{"document":475,"path":3140,"type":454},{"source":3589,"type":455},{"document":475,"path":3143,"type":454},{"source":3591,"type":455},{"document":493,"path":3143,"type":454},{"source":3593,"type":455},{"document":463,"path":42,"type":454},{"source":3595,"type":455},{"document":463,"path":567,"type":454},1776257889428]