{"articles":[{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"SpaceXAI released Grok 4.7 on 21 September 2026. Its own table puts the model first on EEBench and the Harvey legal bench at $2 and $6 per million tokens, while Fable 5.1 keeps the coding leads.","headline":"Grok 4.7 Leads SpaceXAI's Electrical and Legal Benches at Grok 4.6 Prices","modifiedAt":"2026-09-21T19:45:19.827Z","publishedAt":"2026-09-21T20:27:55.154Z","section":"software","slug":"grok-4-7-electrical-legal-benches-grok-4-6-prices","sources":[{"note":"21 September 2026. Supports the release date, the $2/$6 per million token pricing unchanged from Grok 4.6, the fast variant at twice the price, the four-model effort settings, the per-bench scores as company-reported, and the caveats that CursorBench is built by Cursor and independent evaluations are pending. Article-level URL to be confirmed by the editor; the research corpus carries the publisher and date only.","publisher":"OfficeChai","title":"OfficeChai coverage of the Grok 4.7 launch and SpaceXAI comparison table","url":"https://officechai.com/"},{"note":"21 September 2026. Supports the release date, the pricing, the GDPval Elo of 1695 for Grok 4.7 against 1735 for Fable 5.1, and the company pitch that SpaceX engineering data (Starlink telemetry, manufacturing records, failure logs) went into training. The training-data claim is attributed as Decrypt's report of the company's pitch. Article-level URL to be confirmed by the editor.","publisher":"Decrypt","title":"Decrypt coverage of the Grok 4.7 release","url":"https://decrypt.co/"},{"note":"Read 21 September 2026. Supports the Intelligence Index of 46 for the xhigh setting, the 500k context window, the 21 September 2026 release date, the creator label SpaceXAI, and the listing of AA-Briefcase among index evaluations.","publisher":"Artificial Analysis","title":"Grok 4.7 model page","url":"https://artificialanalysis.ai/models/grok-4-7"}],"url":"https://constructionmagazine.ai/software/grok-4-7-electrical-legal-benches-grok-4-6-prices"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"A 16 September 2026 Suffolk and MIT white paper models 17-20% cost and 22-25% schedule savings from six AI levers on one multifamily project. Its own footnote calls the gains directional, not construction-validated.","headline":"Suffolk and MIT Model 18% AI Savings on One Job and Call It Directional","modifiedAt":"2026-09-18T16:24:57.406Z","publishedAt":"2026-09-21T18:04:13.662Z","section":"field-operations","slug":"suffolk-mit-ai-levers-directional","sources":[{"note":"16 September 2026. Primary document. Text read in session. Supports the 17-20 / 22-25 percent finding, the 180,000 sq ft / 2024 / 4.5-year reference case, Suffolk's internal model, Borda scores (206 total, 89 self-votes, 163 cross-group for schedule optimization), IRR 5-6 points, Boston permitting counts, 20,000 jurisdictions, 456,000 worker gap.","publisher":"Suffolk, MIT Center for Real Estate, MIT Media Lab City Science","title":"Construction in the Age of AI: An Industry White Paper and Research Roadmap","url":"https://suffolk.com/wp-content/uploads/2026/09/Suffolk_MIT_AI_Whitepaper_FINAL.pdf"},{"note":"18 September 2026. Hugo Pegley analysis. Page read in session. Reproduces the six-lever table with maxima, the $179M / $32M and 51-month / 11-month project table, the verbatim footnote, the permitting-drops-to-last Borda detail, the Volumetric Building Companies 47 percent figure, and the Fish and Scott quotes.","publisher":"Construction Industry AI","title":"Suffolk and MIT Put a Number on Construction AI. It Came From a Model, Not a Jobsite.","url":"https://www.constructionindustry.ai/analysis/suffolk-mit-construction-age-of-ai-six-levers/"},{"note":"16 September 2026. Release page. Confirms publication date, partners, six levers, and the up to 20 percent cost / 25 percent schedule framing. Located in session via search; not opened.","publisher":"Suffolk Construction","title":"Construction in the age of AI: Mapping the next generation of building","url":"https://suffolk.com/news/construction-in-the-age-of-ai/"},{"note":"16 September 2026. Matthew Thibault. Confirms the $180M San Francisco 2024 case, six levers, design automation as clearest upstream enabler, and next steps on studies and data standards. Located in session via search; not opened.","publisher":"Construction Dive","title":"Suffolk, MIT detail where AI can shave costs and schedules in construction","url":"https://www.constructiondive.com/news/suffolk-mit-ai-shave-costs-schedules-construction/830571/"}],"url":"https://constructionmagazine.ai/field-operations/suffolk-mit-ai-levers-directional"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"Two Gravis-retrofit excavators and two Kajima A4CSEL compactors work under supervision at Jurong Innovation District since January. JTC announced the pilot 17 September 2026; Phase 1 ends early 2027. Operator and speed figures are targets.","headline":"JTC and Kajima Run Four Autonomous Machines From a Control Room 20m From Bulim Yard","modifiedAt":"2026-09-21T16:40:22.465Z","publishedAt":"2026-09-21T18:04:06.897Z","section":"robotics","slug":"jtc-kajima-bulim-autonomous-yard-supervised-pilot-v2","sources":[{"note":"17 September 2026. Official announcement. Supports the partners, the Gravis retrofit and A4CSEL first-outside-Japan claims, the geofence and remote-monitoring workflow, the 50 per cent / one-operator-two-machines target, the 800ha pipeline, the 2025 tender mandate, the MOM safeguards, the 2027 bulldozer and dump truck extension, and the verbatim Chung and Riho quotes. Footnotes carry the Gravis $200 million Series A and the Naruse Dam Japan figures.","publisher":"JTC Corporation","title":"JTC and Kajima launch Singapore's first autonomous heavy construction equipment pilot to ease manpower constraints and improve worksite safety","url":"https://www.jtc.gov.sg/about-jtc/news-and-stories/press-releases/jtc-kajima-autonomous-construction-pilot"},{"note":"17 September 2026, updated 18 September 2026. Supports Phase 1 start in January and end in early 2027, the four-machine count, the 1ha sandbox and its July announcement, the operating room 20m from the sandbox with line of sight, KTC operators trained in Japan, the Tosh Chin Kah Woo paraphrase, the 20 to 30 per cent speed aim from Cheong Jiawen (paraphrased), the Luke Wu Naruse Dam paraphrase, the BCA $53 billion projection, the 15 per cent shortfall and 90 per cent foreign-worker figures, an...","publisher":"The Straits Times (Maryam Munshi)","title":"Construction robots on trial in Jurong could be deployed as early as 2028","url":"https://www.straitstimes.com/singapore/construction-robots-on-trial-could-be-deployed-as-early-as-2028"},{"note":"20 September 2026. Secondary confirmation. Restates the Straits Times report; adds no new figure. Embedded in the body.","publisher":"X (22Astronauts_)","title":"22Astronauts_ on X: JTC and Kajima launch Singapore's first autonomous heavy construction equipment pilot","url":"https://x.com/22Astronauts_/status/2101725204699611143"},{"note":"18 September 2026. Secondary confirmation. Links the JTC release and repeats the operator target; adds no new figure.","publisher":"X (leo_stalemate)","title":"leo_stalemate on X: JTC and Kajima's Singapore pilot targets one operator overseeing two autonomous machines","url":"https://x.com/leo_stalemate/status/2100924431459848321"},{"note":"21 September 2026. Secondary commentary. Repeats the Phase 1 and 2028 dates from the Straits Times and argues the pilot has no bearing on U.S. residential labour; its HBI housing figures are not used in this article.","publisher":"X (SiteSpecs)","title":"SiteSpecs on X: An autonomous excavator in a Singapore yard does not staff a U.S. house pad","url":"https://x.com/SiteSpecs/status/2101885386427453925"}],"url":"https://constructionmagazine.ai/robotics/jtc-kajima-bulim-autonomous-yard-supervised-pilot-v2"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"About $0.042 per million input tokens; output is free. Calls land in tens to hundreds of milliseconds on TypeSafe's figures. Its accuracy claims mostly mean matching big chat models on typed questions, not a human grade.","headline":"TypeSafe prices Jev at $0.042 per million input tokens; output is free","modifiedAt":"2026-09-17T17:21:39.246Z","publishedAt":"2026-09-17T17:27:08.393Z","section":"software","slug":"typesafe-jev-ai-gateway-construction-evaluation","sources":[{"publisher":"TypeSafe AI","title":"Introducing System One Models and Jev","url":"https://typesafe.ai/blog/introducing-system-one-models-and-jev"},{"publisher":"TypeSafe AI","title":"Join the Waitlist","url":"https://typesafe.ai/join-the-waitlist"},{"publisher":"Vercel","title":"TypeSafe AI's Jev now available on AI Gateway","url":"https://vercel.com/changelog/typesafe-ai-jev-now-available-on-ai-gateway"},{"publisher":"Vercel","title":"Jev on Vercel AI Gateway","url":"https://vercel.com/ai-gateway/models/jev"},{"publisher":"Vercel","title":"AI Gateway Evaluation modality","url":"https://vercel.com/docs/ai-gateway/modalities/evaluation"},{"publisher":"The Register","title":"TypeSafe AI debuts model for machines that plays Doom","url":"https://www.theregister.com/ai-and-ml/2026/09/16/typesafe-ai-debuts-model-for-machines-that-plays-doom/5296711"},{"publisher":"pearpages","title":"Jev, Sorted: What TypeSafe's System One Model Actually Is, and What Is Still Just a Claim","url":"https://pearpages.com/blog/2026/09/16/jev-sorted-what-typesafes-system-one-model-actually-is-and-what-is-still-just-a-claim"},{"publisher":"Every","title":"Mini-Vibe Check: TypeSafe's Jev Judged Everything I've Written in 0.7 Seconds","url":"https://every.to/also-true-for-humans/mini-vibe-check-typesafe-s-jev-judged-everything-i-ve-written-in-0-7-seconds"}],"url":"https://constructionmagazine.ai/software/typesafe-jev-ai-gateway-construction-evaluation"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"A DroneDeploy post on 15 September says HOCHTIEF gets a weekly survey of its Leverkusen bridge rebuild from a DJI Dock 2 flown remotely by Skyports from Madrid, with the dock in place until 2028. The vendor gives no figure.","headline":"HOCHTIEF Surveys the A1 Rhine Bridge Weekly From a Dock, With the Pilot in Madrid","modifiedAt":"2026-09-16T16:42:35.455Z","publishedAt":"2026-09-16T20:18:16.319Z","section":"field-operations","slug":"hochtief-a1-rhine-bridge-weekly-surveys-madrid-pilot","sources":[{"note":"15 September 2026. Post text: docked drone lives on the bridge until 2028, pilot connects remotely, flies it, then moves on to another job. Links to the vendor's civil construction page. Vendor source.","publisher":"DroneDeploy on X","title":"Hochtief gets a fresh survey of the A1 Rhine Bridge every week without sending anyone to site","url":"https://x.com/DroneDeploy/status/2099894244353954128"},{"note":"Dated 21 July 2026 on the page; page schema shows 28 July 2026 as published. By David Sadeghi. Leverkusen, 2028 deadline, Skyports partner, DJI Dock 2, weekly BVLOS flight overseen from Madrid, 2D, topographical and 3D outputs, prior approach, Philip Schulze quote, qualitative outcomes, HOCHTIEF company facts. Vendor source.","publisher":"DroneDeploy","title":"How HOCHTIEF surveys the A1 Rhine Bridge every week, flown from 1,000 miles away","url":"https://dronedeploy.com/blog/how-hochtief-surveys-the-a1-rhine-bridge-every-week-flown-from-1-000-miles-away"},{"note":"27 March 2026. Rheinbrücke Leverkusen on the Rhine north of Cologne, weekly automated BVLOS flights, remote operations centre in Madrid, DroneDeploy 2D and 3D outputs, Klaus Grüttner statement on cost-efficient monitoring and billing support on earthworks through target-versus-actual comparison. Grüttner is paraphrased in the article, not quoted. Vendor source.","publisher":"Skyports Drone Services","title":"Skyports Drone Services brings automated BVLOS drone-in-a-box aerial surveying to German construction leader HOCHTIEF, piloted from Spain","url":"https://skyportsdroneservices.com/2026/03/skyports-drone-services-brings-automated-bvlos-drone-in-a-box-aerial-surveying-to-german-construction-leader-hochtief-piloted-from-spain/"}],"url":"https://constructionmagazine.ai/field-operations/hochtief-a1-rhine-bridge-weekly-surveys-madrid-pilot"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"DroneDeploy's Sept. 2 to 9, 2026, case study and X post put the rail contractor's program at 86 sites, 5,594 flights and 1,974 ground walks, all captured by in-house Part 107 pilots on one stack. The figures are vendor-reported.","headline":"Stacy Witbeck standardizes DroneDeploy reality capture across 86 rail and transit sites","modifiedAt":"2026-09-09T16:28:41.983Z","publishedAt":"2026-09-15T12:27:17.038Z","section":"field-operations","slug":"stacy-witbeck-standardizes-dronedeploy-reality-capture-rail-transit-v2","sources":[{"note":"Cites 86 rail sites, 5,594 flights, 1,974 ground walks and truck-on-rail ground mapping; links to the blog.","publisher":"DroneDeploy","title":"DroneDeploy post on X summarizing the Stacy Witbeck program","url":"https://x.com/DroneDeploy/status/2097705475764805651"},{"note":"Source of all program counts, company background, stack description and the Stone and Coburn quotes. Blog dated Sept. 2 or 3, 2026.","publisher":"DroneDeploy","title":"How Stacy Witbeck standardized reality capture across every rail corridor they build","url":"https://www.dronedeploy.com/blog/how-stacy-witbeck-standardized-reality-capture-across-every-rail-corridor-they-build"}],"url":"https://constructionmagazine.ai/field-operations/stacy-witbeck-standardizes-dronedeploy-reality-capture-rail-transit-v2"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"The Texas contractor's in-house AI assistant now reaches 705 people a month and reads Procore, scheduling, estimating and Microsoft 365, by company figures published Sept. 1–2, 2026. The counts are the company's own and unaudited.","headline":"Rogers-O'Brien Reports 350,000 Questions Answered in Compass's First Year","modifiedAt":"2026-09-07T16:43:10.546Z","publishedAt":"2026-09-15T12:27:10.743Z","section":"software","slug":"rogers-obrien-compass-one-year-350000-questions-v2","sources":[{"note":"Primary source for all figures and quotes. Company numbers, unaudited.","publisher":"Rogers-O'Brien Construction","title":"Giving Time Back: One Year of Compass at RO","url":"https://r-o.com/giving-time-back-one-year-of-compass-at-ro/"},{"note":"Company amplification of s1; embedded in body as e1.","publisher":"Rogers-O'Brien Construction (@rogersobrien) on X","title":"Rogers-O'Brien post on X announcing the Compass one-year review","url":"https://x.com/rogersobrien/status/2095180319355711547"}],"url":"https://constructionmagazine.ai/software/rogers-obrien-compass-one-year-350000-questions-v2"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"Bedrock and Sundt put counted yardage on supervised autonomous truck loading. The figures date to 18 Nov and 12 Dec 2025 and are the only production numbers in print as of a 2 Sep 2026 Bedrock post.","headline":"Sundt Counts 65,000 Cubic Yards Loaded by Bedrock Autonomous Excavators on 130-Acre Job","modifiedAt":"2026-09-14T16:14:22.936Z","publishedAt":"2026-09-15T12:26:58.089Z","section":"robotics","slug":"sundt-bedrock-65000-cubic-yards-autonomous-truck-loading","sources":[{"note":"2 September 2026. Newest dated statement on the Sundt relationship and truck loading. Company statement. Contains no yardage, hours, or dates; the 'twenty years' line is a general example, not a specific operator.","publisher":"Bedrock Robotics (X)","title":"Bedrock Robotics on X: truck loading, consistency over judgment, Dan Green at Sundt","url":"https://x.com/BedrockRobotics/status/2095217937410117757"},{"note":"12 December 2025. Supports the 65,000 cu yd count, the truck-loading workflow, the 20 to 80 ton range, the 130-acre Southwest domestic-energy description, and Dan Green's quotes on 700,000 cu yd planned, 10 percent utilization, and operators teaching the system.","publisher":"ENR (Jeff Yoders)","title":"Bedrock Robotics Moves Earth with Autonomous Excavators","url":"https://www.enr.com/articles/62211-bedrock-robotics-moves-earth-with-autonomous-excavators"},{"note":"18 November 2025. Origin of the 65,000 cu yd figure, the 'supervised autonomy' label, the same-workflow-as-manual claim, the 20 to 80 ton range, Green's retention quotes, and the Proto-Town Texas deployment. Company release, unaudited.","publisher":"PR Newswire (Bedrock Robotics release)","title":"Bedrock Robotics Announces Supervised Autonomy Testing on Active Construction Sites in Move Towards Commercialization","url":"https://www.prnewswire.com/news-releases/bedrock-robotics-announces-supervised-autonomy-testing-on-active-construction-sites-in-move-towards-commercialization-302617799.html"},{"note":"20 November 2025. Repeats the 65,000 cu yd figure with a metric conversion, describes the Bedrock Operator controller, gives the 2024 founding and November 2024 first-site timeline, and carries Boris Sofman's quotes on learning from operators.","publisher":"The Robot Report (Mike Oitzman)","title":"Bedrock Robotics announces autonomous excavation milestone","url":"https://www.therobotreport.com/bedrock-robotics-announces-autonomous-excavation-milestone/"},{"note":"3 December 2025, updated 9 December 2025. Places the 130-acre site in Phoenix, Arizona, calls it the largest known supervised autonomy deployment for mass excavation, and describes the roof-rack sensor kit (LiDAR, GPS, IMUs, eight HD cameras, in-cab computer) and the few-hours install with no permanent modification.","publisher":"Equipment World (Jordanne Waldschmidt)","title":"Bedrock Robotics Deploys Industry's Largest Supervised Autonomous Excavator Test","url":"https://www.equipmentworld.com/equipment-controls/autonomous/article/15772863/bedrock-robotics-leads-major-autonomous-excavation-push"},{"note":"Published Aug/Sep 2026. Prior coverage of Bedrock's August 2026 empty-cab announcement; noted production rates were unpublished. Referenced as context only, not retold.","publisher":"ConstructionMagazine.ai","title":"Excavators With Nobody in the Cab Are Working Three Paid Jobs","url":"https://constructionmagazine.ai/robotics/excavators-nobody-in-the-cab-three-paid-jobs"}],"url":"https://constructionmagazine.ai/robotics/sundt-bedrock-65000-cubic-yards-autonomous-truck-loading"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"The humanoid maker and the AI infrastructure firm plan a Vera Rubin cluster in Barstow, Texas, with first capacity targeted for the second half of 2027. Here is what the deal says and what it leaves out, as of 3 September 2026.","headline":"Figure signs Nscale deal for up to 100,000 NVIDIA GPUs to train its humanoid robots","modifiedAt":"2026-09-04T01:15:38.611Z","publishedAt":"2026-09-04T02:17:40.902Z","section":"robotics","slug":"figure-nscale-partnership-100000-gpus-barstow-texas","sources":[{"note":"Primary source. GPU count, Vera Rubin platform, Barstow location, H2 2027 target, $3.5B and $6B compute figures, strategic investment, supply chain exploration, Helix data and compute constraint, 35 minutes per second figure, and quotes from Brett Adcock, Jensen Huang, and Josh Payne.","publisher":"Figure","title":"Figure and Nscale Sign Strategic Partnership","url":"https://www.figure.ai/news/figure-and-nscale-sign-strategic-partnership"},{"note":"Company social post announcing the partnership. Embedded in the article body.","publisher":"Figure on X","title":"Figure announcement post on X","url":"https://x.com/Figure_robot/status/2095499507991744723"}],"url":"https://constructionmagazine.ai/robotics/figure-nscale-partnership-100000-gpus-barstow-texas"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"GRAHAM Group UK is tying drone maps to survey control before the first flight. A vendor clip on X shows the procedure. Neither company has published a measured result.","headline":"GRAHAM Ties Its Drone Maps to Survey Control Before the First Flight","modifiedAt":"2026-09-02T22:10:12.626Z","publishedAt":"2026-09-02T22:43:40.790Z","section":"field-operations","slug":"graham-ties-drone-maps-to-survey-control","sources":[{"note":"31 August 2026. Post text, mention of GRAHAM Group UK, link to the civil construction page, and the attached clip. The article embeds the post rather than recapping frames; audio was not transcribed.","publisher":"DroneDeploy on X","title":"Two drone flights with nothing tying the maps to survey give you two maps that do not line up","url":"https://x.com/DroneDeploy/status/2094521023890681978"},{"note":"Undated video page, read 2 September 2026. Title and description: every map lands on the same coordinates and cut and fill volumes stay comparable across flights.","publisher":"DroneDeploy Insider","title":"Setting and tagging ground control points with the Graham Group","url":"https://insider.dronedeploy.com/media/setting-and-tagging-ground-control-points-with-the-graham-group"},{"note":"4 August 2026. Monday-to-Thursday pay application scenario and the in-app accuracy tolerance warning. Vendor claim.","publisher":"DroneDeploy on LinkedIn","title":"Old way: the map is right until someone proves it wrong","url":"https://www.linkedin.com/posts/dronedeploy_heavycivil-construction-realitycapture-activity-7490436398706032640-ty4Q"},{"note":"12 August 2026. Shortlist, entry rested on work across live GRAHAM projects, ceremony at the Crowne Plaza in Belfast on 12 November.","publisher":"DroneDeploy on LinkedIn","title":"DroneDeploy has been shortlisted for the GRAHAM Supply Chain Awards 2026","url":"https://www.linkedin.com/posts/dronedeploy_dronedeploy-has-been-shortlisted-for-the-activity-7493290267614314496-ZSNj"},{"note":"Undated vendor page, read 2 September 2026. $10,000 per $1 million claim and its split, 3 million sites in 180 countries, accuracy alerts, GIS help, Scott Brown quote. All vendor figures.","publisher":"DroneDeploy","title":"Heavy Civil: Get an accurate view of material moved","url":"https://www.dronedeploy.com/solutions/civil-construction"},{"note":"Undated. Ground Control AI, checkerboard targets, at least seven tags per point, under 90 minutes for most maps, over 2,500 images take longer. Read through indexed excerpts on 2 September 2026; the page sat behind a bot check.","publisher":"DroneDeploy help centre","title":"Tagging Workflow for GCPs and Checkpoints","url":"https://help.dronedeploy.com/hc/en-us/articles/23346566232471-Tagging-Workflow-for-GCPs-and-Checkpoints"},{"note":"Undated. CSV upload, checkpoint label, project-level point files reused across uploads. Read through indexed excerpts on 2 September 2026; the page sat behind a bot check.","publisher":"DroneDeploy help centre","title":"Processing GCPs with Smart Uploader","url":"https://help.dronedeploy.com/hc/en-us/articles/10799744393623-Processing-GCPs-with-Smart-Uploader"},{"note":"Undated company page, read 2 September 2026. 2,200 employees, 19 offices across the UK and Ireland, construction and civil engineering among its divisions. Company's own numbers.","publisher":"GRAHAM","title":"About GRAHAM","url":"https://www.graham.co.uk/about-us"},{"note":"29 July 2026. $845 million cash, close expected later this year subject to regulatory approval, Ajei Gopal statement on cross-sell and digital coworkers.","publisher":"Procore","title":"Procore to Acquire DroneDeploy, Creating Next-Generation Platform That Sees, Understands, and Acts on the Jobsite","url":"https://www.procore.com/press/procore-to-acquire-dronedeploy-creating-next-generation-platform-that-sees-understands-and-acts-on-the-jobsite"}],"url":"https://constructionmagazine.ai/field-operations/graham-ties-drone-maps-to-survey-control"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"Cory Greenwood joined the $1.1 billion airport concourse job in February to build AI tools with the project team, one of five engineers Suffolk has placed on jobs since January. What he does, what Suffolk claims, and what is measured.","headline":"Suffolk Put a Software Engineer in the Fort Myers Site Trailer","modifiedAt":"2026-09-02T13:54:07.025Z","publishedAt":"2026-09-02T13:54:07.682Z","section":"people","slug":"suffolk-site-ai-manager-fort-myers-concourse","sources":[{"note":"15 July 2026. Greenwood, Harrison, and Fish quotes; program figures; name spelling corrected by the outlet.","publisher":"Business Observer","title":"Construction giant sends AI-trained humans to $1.1B SWFL airport project","url":"https://www.businessobserverfl.com/news/2026/jul/15/construction-giant-swfl-airport-project/"},{"note":"1 July 2026. Q&A with Doug Harrison on data consistency and build versus buy.","publisher":"Construction Dive","title":"AI engineers and testing: how Suffolk adds tech to its workflows","url":"https://www.constructiondive.com/news/suffolk-jobsite-of-the-future-ai-engineers-testing/824243/"},{"note":"12 August 2026 roundup.","publisher":"Construction Dive","title":"How construction pros used tech to save money, vet drawings and improve site safety","url":"https://www.constructiondive.com/news/construction-pros-jobsite-technology-ai-safety/827678/"}],"url":"https://constructionmagazine.ai/people/suffolk-site-ai-manager-fort-myers-concourse"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"The innovation chief of a 400-person California GC spent August explaining Sentinel, the system Novo built instead of buying, and the AI on it: insurance certificates 99 percent automated, RFIs drafted from 14 years of Novo's writing.","headline":"Colin Stoner Said No to Procore in 2011. Novo's AI Now Runs on What He Built","modifiedAt":"2026-09-02T13:54:04.714Z","publishedAt":"2026-09-02T13:54:05.362Z","section":"people","slug":"colin-stoner-novo-construction-sentinel-ai","sources":[{"note":"5 August 2026. Q&A with Colin Stoner on BuildCheck Diffs.","publisher":"Construction Dive","title":"'Trust but verify:' How Novo Construction compares drawing packages with AI","url":"https://www.constructiondive.com/news/novo-construction-buildcheck-drawing-diffs-ai/826758/"},{"note":"30 July 2026. Episode summary and chapter list; full transcript is paywalled.","publisher":"Bricks & Bytes","title":"The GC That Built Its Own Procore, Colin Stoner, early release","url":"https://bricks-bytes.com/newsletter/the-gc-that-built-its-own-procore-colin-stoner-early-release/"},{"note":"24 August 2026 clip.","publisher":"Bricks & Bytes on X","title":"In 2011 this general contractor looked at Procore and said no thanks","url":"https://x.com/bricksbytespod/status/2091956312133222706"},{"note":"24 August 2026 clip.","publisher":"Bricks & Bytes on X","title":"AI will never be the fall guy","url":"https://x.com/bricksbytespod/status/2091895853594055037"},{"note":"24 August 2026 clip.","publisher":"Bricks & Bytes on X","title":"Some things shouldn't be automated: robocalls to subcontractors","url":"https://x.com/bricksbytespod/status/2091790159167598796"},{"note":"24 August 2026 clip.","publisher":"Bricks & Bytes on X","title":"He gets almost 100 cold pitches a week","url":"https://x.com/bricksbytespod/status/2091835493960794600"},{"note":"25 August 2026 clip.","publisher":"Bricks & Bytes on X","title":"Certificate of insurance tracking with Box AI","url":"https://x.com/bricksbytespod/status/2092152563034390699"},{"note":"25 August 2026 clip.","publisher":"Bricks & Bytes on X","title":"AI trained on 14 years of RFI data","url":"https://x.com/bricksbytespod/status/2092197961623101861"},{"note":"25 August 2026 clip.","publisher":"Bricks & Bytes on X","title":"AI will not shrink this company's headcount","url":"https://x.com/bricksbytespod/status/2092318724946645317"},{"note":"26 August 2026 clip. Three to five people, twelve to eighteen months.","publisher":"Bricks & Bytes on X","title":"Building your own software just got a lot cheaper","url":"https://x.com/bricksbytespod/status/2092560364571349135"},{"note":"26 August 2026 clip.","publisher":"Bricks & Bytes on X","title":"There is no cheat code for AI readiness","url":"https://x.com/bricksbytespod/status/2092514968562290781"}],"url":"https://constructionmagazine.ai/people/colin-stoner-novo-construction-sentinel-ai"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"Five tests published since August, by vendors and universities, score frontier models on real construction drawings. Schedules and notes come back near human. Counting and scale measurement do not. The numbers side by side.","headline":"Drawing Benchmarks Agree: Models Read the Sheet but Fail the Count","modifiedAt":"2026-09-02T13:54:02.296Z","publishedAt":"2026-09-02T13:54:02.929Z","section":"benchmarks","slug":"drawing-benchmarks-models-read-sheet-fail-count","sources":[{"note":"Last updated September 2026. 169 questions, 9 sets, 27 raw models, 12 harness pairs, category splits.","publisher":"ContractorOS (ConstructIQ)","title":"Construction AI Benchmarks: How well can AI read construction drawings?","url":"https://contractoros.build/benchmarks/"},{"note":"15 August 2026. Earlier nine-model snapshot; superseded figures noted.","publisher":"Tim Fairley, YouTube","title":"Which AI Model Is Best at Reading Construction Drawings?","url":"https://www.youtube.com/watch?v=sElU45Gtapc"},{"note":"15 August 2026. TakeoffBench-v1 table and scoring method.","publisher":"arXiv, Handoff AI Research","title":"Handoff-H1: An Orchestrated Vision-Agent System for Material Quantity Takeoff from Construction Blueprints","url":"https://arxiv.org/html/2608.15032"},{"note":"24 July 2026. The 85.2 percent figure.","publisher":"Handoff on X","title":"Handoff H1 benchmark post","url":"https://x.com/HandoffAI/status/2080669335920558463"},{"note":"16 July 2026. Overall and QTO scores, human and professional baselines.","publisher":"arXiv, Jung, Fu, Golparvar-Fard","title":"DrawingVQA: A Real-World Benchmark for Multi-Depth Visual-Textual Reasoning on Construction Drawings","url":"https://arxiv.org/html/2607.15418v1"},{"note":"1 August 2026. Categorical versus geometric hit rates.","publisher":"arXiv, Li et al.","title":"CrossProjection: Geometric Grounding Beyond Viewpoint Change in Architectural Drawings","url":"https://arxiv.org/abs/2608.00473"},{"note":"28 August 2026. Vendor accuracy table.","publisher":"Kreo Software","title":"Auto Measure 3.0: the best AI model in the world for quantity takeoff","url":"https://www.kreo.net/news-2d-takeoff/auto-measure-3-0-best-ai-model-quantity-takeoff"},{"note":"25 August 2026. AEC-Bench scores and the extraction-layer quote.","publisher":"AECFoundry","title":"We Topped the First AI Benchmark for AEC Tasks","url":"https://www.aecfoundry.com/blog/aecfoundry-tops-aecbench-ai-benchmark-for-aec-workflows"},{"note":"2 April 2026. The 196-task set AECFoundry re-ran.","publisher":"Nomic","title":"AEC-Bench: A Multimodal Benchmark for Agentic Systems in Architecture, Engineering, and Construction","url":"https://www.nomic.ai/news/aec-bench-a-multimodal-benchmark-for-agentic-systems-in-architecture-engineering-and-construction"}],"url":"https://constructionmagazine.ai/benchmarks/drawing-benchmarks-models-read-sheet-fail-count"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"Bedrock Robotics says its retrofitted excavators dig with no operator on Sundt, Zachry, and Champion Site Prep jobs in Texas and Nevada. A Florida contractor runs three haul trucks from a desk forty miles away. What has been counted.","headline":"Excavators With Nobody in the Cab Are Digging on Three Paid Jobs","modifiedAt":"2026-09-02T13:47:05.170Z","publishedAt":"2026-09-02T13:47:06.007Z","section":"robotics","slug":"excavators-nobody-in-the-cab-three-paid-jobs","sources":[{"note":"19 August 2026. Sundt and Zachry jobs, Sofman quotes, funding.","publisher":"Construction Dive","title":"Bedrock Robotics deploys fully autonomous excavators on jobsites","url":"https://www.constructiondive.com/news/bedrock-robotics-fully-autonomous-excavators-jobsites/828267/"},{"note":"17 August 2026. Names Sundt, Zachry, and Champion Site Prep.","publisher":"Bedrock Robotics on X","title":"The news is out. This morning on Bloomberg TV, we shared our first fully autonomous excavator deployments","url":"https://x.com/BedrockRobotics/status/2089430401161056276"},{"note":"17 August 2026. Two Texas sites and one Nevada site, concurrent.","publisher":"Bedrock Robotics on X","title":"Bedrock CEO discusses three fully autonomous excavator deployments","url":"https://x.com/BedrockRobotics/status/2089368844804694213"},{"note":"17 August 2026. Retrofit takes a few hours on site.","publisher":"Bloomberg TV on X","title":"No driver required","url":"https://x.com/BloombergTV/status/2089438876691493036"},{"note":"19 August 2026. Gravis, FieldAI, and combined funding.","publisher":"Construction Dive","title":"New construction robots gain traction on jobsites","url":"https://www.constructiondive.com/news/construction-robotics-adoption-investment-nvidia-gravis-bedrock-field-ai/828294/"},{"note":"Tomahawk Naples job; three machines then twelve.","publisher":"For Construction Pros","title":"Teleo Unveils Autonomous Hauling Technology","url":"https://www.forconstructionpros.com/construction-technology/machine-grade-control-gps-laser-other/product/22875387/teleo-teleo-unveils-autonomous-hauling-technology"},{"note":"Bogacz and Lyons quotes; one operator per three trucks.","publisher":"Construction Equipment","title":"Construction Company Retrofits ADTs with Supervised Autonomy","url":"https://www.constructionequipment.com/earthmoving/articulated-dump-trucks-off-highway/news/55036951/construction-company-retrofits-adts-with-supervised-autonomy"},{"note":"9 September 2025. Company release; injury record is the company's.","publisher":"PR Newswire","title":"Blattner and Built Robotics Announce Contract to Improve Safety in Solar Construction","url":"https://www.prnewswire.com/news-releases/blattner-and-built-robotics-announce-contract-to-improve-safety-in-solar-construction-302547886.html"},{"note":"11 August 2026, quoting ENR on a decade of retrofits.","publisher":"Built Robotics on X","title":"Construction is embracing automation at a record pace","url":"https://x.com/BuiltRobotics/status/2087227211212300344"},{"note":"23 February 2023. Background on the training fund.","publisher":"PR Newswire","title":"The International Union of Operating Engineers and Built Robotics Renew Training Partnership Through 2026","url":"https://www.prnewswire.com/news-releases/the-international-union-of-operating-engineers-and-built-robotics-renew-training-partnership-through-2026-301753636.html"},{"note":"Vendor case study of a 2024 Army Corps job; figures are the contractor's.","publisher":"Brokk","title":"Breaking Timelines at the Breakwater","url":"https://www.brokk.com/us/breakwater-job-story/"}],"url":"https://constructionmagazine.ai/robotics/excavators-nobody-in-the-cab-three-paid-jobs"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"Procore split the log on 18 August, OpenSpace added dictation and auto-location, and a superintendent posted numbers from an app he built to push photos into the record. What changed, dated, and what to ask before September.","headline":"The Daily Log Got Segments, Voice Notes, and a Photo Agent in August","modifiedAt":"2026-09-02T13:46:52.140Z","publishedAt":"2026-09-02T13:46:53.094Z","section":"field-operations","slug":"daily-log-segments-voice-notes-photo-agent-august-2026","sources":[{"note":"Release dated 18 August 2026.","publisher":"Procore Support","title":"Procore weekly release notes, August 2026: Daily Log segments; company and location fields","url":"https://support.procore.com/product-releases/weekly-release-notes"},{"note":"26 August 2026. Starter Pack agents, 20-agent Pro tier, Procore Skills.","publisher":"Bricks & Bytes","title":"Procore is closing the loop: DroneDeploy, Digital Coworkers, and the price question","url":"https://bricks-bytes.com/ai/procore-is-closing-the-loop-dronedeploy-digital-coworkers-and-the-price-question/"},{"note":"29 July 2026 press release. $845 million, future-tense automation language.","publisher":"Procore","title":"Procore to acquire DroneDeploy","url":"https://www.procore.com/press/procore-to-acquire-dronedeploy-creating-next-generation-platform-that-sees-understands-and-acts-on-the-jobsite"},{"note":"Updated 26 August 2026. AI Voice Notes, AI Autolocation, Track Executive View, Insta360 X6.","publisher":"OpenSpace Help Center","title":"OpenSpace release notes","url":"https://support.openspace.ai/hc/en-us/articles/41951884027667-Release-Notes"},{"note":"4 August 2026. OpenSpace 700 components and 200 tasks, human review step.","publisher":"AI for CRE Collective","title":"AI is learning to see construction sites","url":"https://aiforcrecollective.com/stories/ai-is-learning-to-see-construction-sites"},{"note":"3 August 2026. 25,000 square feet in ten minutes; author flags figures as vendor-reported.","publisher":"Dan Cumberland Labs","title":"AI site inspection in construction","url":"https://dancumberlandlabs.com/blog/ai-site-inspection-construction/"},{"note":"31 August 2026. Self-reported compliance and photo-count figures.","publisher":"Trent Von Holten on X","title":"Field app that pushes annotated photos and daily log reporting into Procore","url":"https://x.com/308Greenfield/status/2094389912954950126"},{"note":"26 August 2026. ABC survey figures, Abeles quotes, 3 September tariff.","publisher":"Construction Dive","title":"Construction's top drone choice is Chinese as tariffs loom","url":"https://www.constructiondive.com/news/construction-chinese-drones-tariffs-top-choice/828846/"},{"note":"31 August 2026. DEWALT AI in the Trades survey, 2,481 respondents.","publisher":"Ohio Power Tool News","title":"DEWALT study finds growing gap between AI training and the future of the skilled trades","url":"https://news.ohiopowertool.com/dewalt-study-finds-growing-gap-between-ai-training-and-the-future-of-the-skilled-trades/"},{"note":"20 August 2026. Liability, biometric privacy, and the delegation line.","publisher":"Mondaq, Stites & Harbison PLLC","title":"Judgment day on the jobsite: accounting for AI in construction from contract to the field","url":"https://www.mondaq.com/unitedstates/construction-planning/1833270/judgment-day-on-the-jobsite-accounting-for-ai-in-construction-from-contract-to-the-field"},{"note":"Undated product page, loaded 2 September 2026. Field Agent listed as coming in fall 2026.","publisher":"HCSS","title":"HCSS AI: Field Agent, daily digest summaries","url":"https://www.hcss.com/ai/"},{"note":"15 July 2026. Suffolk Jobsite of the Future, Cory Greenwood, Harrison claims.","publisher":"Business Observer","title":"Construction giant embeds AI engineer on SWFL airport project","url":"https://www.businessobserverfl.com/news/2026/jul/15/construction-giant-swfl-airport-project/"},{"note":"9 June 2026. Commodore Construction paraphrase, 10 percent versus 50 percent.","publisher":"OpenSpace","title":"AI vs manual progress verification in construction","url":"https://www.openspace.ai/blog/ai-vs-manual-progress-verification-in-construction/"}],"url":"https://constructionmagazine.ai/field-operations/daily-log-segments-voice-notes-photo-agent-august-2026"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"Elon Musk says AI and robots will make work optional. As of 2 September the robots Tesla has put in public are cars without drivers, now all over Austin, and the humanoid meant to do the work has not been shown.","headline":"Musk Talks Optional Work as Tesla Ships Robotaxis and Keeps Optimus Out of Sight","modifiedAt":"2026-09-02T14:59:21.102Z","publishedAt":"2026-09-02T13:03:41.046Z","section":"robotics","slug":"musk-optional-work-robotaxis-optimus-out-of-sight","sources":[{"note":"2 July 2026.","publisher":"Elon Musk on X","title":"AI+Robots will be able to do everything, resulting in universal high income","url":"https://x.com/elonmusk/status/2072700088481182100"},{"note":"20 August 2026.","publisher":"Elon Musk on X","title":"One day, Optimus + Grok will provide incredible medical care","url":"https://x.com/elonmusk/status/2090546861073449189"},{"note":"1 July 2026.","publisher":"Elon Musk on X","title":"Walking the Optimus production line in Fremont","url":"https://x.com/elonmusk/status/2072214077372518657"},{"note":"1 July 2026.","publisher":"Elon Musk on X","title":"No, Optimus production will be extremely slow at first","url":"https://x.com/elonmusk/status/2072448521513685263"},{"note":"Filed 29 January 2026. Bots risk language.","publisher":"U.S. Securities and Exchange Commission","title":"Tesla, Inc. Form 10-K for the year ended December 31, 2025","url":"https://www.sec.gov/Archives/edgar/data/1318605/000162828026003952/tsla-20251231.htm"},{"note":"22 July 2026. Optimus line, Cybercab, seven metros.","publisher":"Tesla on X","title":"Q2 Shareholder Update","url":"https://x.com/Tesla/status/2080021924072366329"},{"note":"22 July 2026. Company claim, term undefined.","publisher":"Tesla on X","title":"0 notable incidents across over 380,000 miles traveled by Robotaxi","url":"https://x.com/Tesla/status/2080054990337622379"},{"note":"23 April 2026.","publisher":"Tesla on X","title":"Cybercab in production now at Giga Texas","url":"https://x.com/Tesla/status/2047382786986975610"},{"note":"22 April 2026. Recap, not a transcript.","publisher":"Not a Tesla App","title":"Everything Tesla Announced During Its Q1 2026 Earnings Call","url":"https://www.notateslaapp.com/news/4031/everything-tesla-announced-during-its-q1-2026-earnings-call-summaryrecap"},{"note":"22 July 2026. Recap, not a transcript.","publisher":"Not a Tesla App","title":"Summary of Tesla's 2026 Q2 Earnings Call","url":"https://www.notateslaapp.com/news/4481/summary-of-teslas-2026-q2-earnings-call-cybercab-fsd-ai4-and-more"},{"note":"24 July 2026. Next version not revealed; Cornell quote.","publisher":"Business Insider","title":"Tesla is betting its future on Optimus. Here's what we know about Elon Musk's robot","url":"https://www.businessinsider.com/everything-we-know-about-teslas-optimus-humanoid-robot-2026-7"},{"note":"20 August 2026. Tracker creator interned at Tesla.","publisher":"The Verge","title":"Tesla Robotaxis appear to go fully unsupervised in Austin ahead of Cybercab launch","url":"https://www.theverge.com/transportation/982759/tesla-robotaxi-unsupervised-austin-robotaxi-tracker"},{"note":"3 June 2026. Tracker counts.","publisher":"Electrek","title":"Tesla expands Robotaxi to entire Austin metro, but still has only about 20 vehicles","url":"https://electrek.co/2026/06/03/tesla-robotaxi-expands-entire-austin-metro-only-20-vehicles/"},{"note":"2 June 2026. State filings and federal crash reports.","publisher":"Austin American-Statesman","title":"Tesla trails Waymo in Austin robotaxi rollout, new Texas data shows","url":"https://www.statesman.com/business/article/tesla-waymo-robotaxi-fleet-22282269.php"},{"note":"19 February 2019.","publisher":"WIRED","title":"Elon Musk Promises a Really Truly Self-Driving Tesla in 2020","url":"https://www.wired.com/story/elon-musk-tesla-full-self-driving-2019-2020-promise/"},{"note":"19 November 2025. Vendor figures.","publisher":"Figure AI","title":"F.02 Contributed to the Production of 30,000 Cars at BMW","url":"https://www.figure.ai/news/production-at-bmw"},{"note":"26 June 2026.","publisher":"BMWBLOG","title":"BMW's New Robot Is Sorting Car Parts in South Carolina","url":"https://www.bmwblog.com/2026/06/26/bmw-figure-03-humanoid-robot-spartanburg-plant/"},{"note":"25 June 2026. Company-reported hours and orders.","publisher":"Sourcing Journal","title":"Amazon-Backed Agility Robotics Goes Public in Quest to Scale Humanoids","url":"https://wwd.com/sourcing-journal/logistics/agility-robotics-goes-public-humanoid-robots-digit-spac-merger-amazon-1239030943/"},{"note":"Product page; scheduled expert mode.","publisher":"1X Technologies","title":"NEO Home Robot","url":"https://www.1x.tech/neo"},{"note":"8 January 2026. Stage unit was a piloted prototype.","publisher":"Decrypt","title":"Boston Dynamics Unveils First Commercial Atlas Humanoid Robot","url":"https://decrypt.co/354048/boston-dynamics-unveils-first-commercial-atlas-humanoid-robot"},{"note":"22 April 2026. Tilbury Douglas.","publisher":"PBC Today","title":"First humanoid robot on a construction site launched to assist teams","url":"https://www.pbctoday.co.uk/news/digital-construction-news/first-humanoid-robot-on-construction-site-launched-assist-teams/161336/"},{"note":"19 August 2026. McKinsey and funding figures.","publisher":"Construction Dive","title":"New construction robots gain traction on jobsites","url":"https://www.constructiondive.com/news/construction-robotics-adoption-investment-nvidia-gravis-bedrock-field-ai/828294/"},{"note":"26 August 2026.","publisher":"Tesla Robotaxi on X","title":"Robotaxi now runs 6am to 10pm, 7 days/week. Unsupervised fleet is a lot bigger","url":"https://x.com/robotaxi/status/2092655287501308296"},{"note":"29 August 2026.","publisher":"Tesla Robotaxi on X","title":"Bigger service area for Robotaxi in Dallas, TX","url":"https://x.com/robotaxi/status/2093733900459950249"},{"note":"18 August 2026.","publisher":"Tesla Robotaxi on X","title":"Ride in Robotaxi through 8/23 for a shot to attend our Cybercab launch event","url":"https://x.com/robotaxi/status/2089512069519577544"},{"note":"One of a series of dated street sightings; resident account, not Tesla.","publisher":"Cybercab Spotter on X","title":"Cybercab sightings on Austin streets, 26 to 28 August 2026","url":"https://x.com/CybercabSpotter/status/2092752392966099325"},{"note":"Read 2 September 2026. 114 unsupervised Austin cars, 95 active in 30 days, 3,558 trips, 203 Tesla vehicles tracked, Waymo above 4,000; site labels counts as undercounts.","publisher":"Robotaxi Tracker","title":"Robotaxi Tracker: Tesla fleet, Austin","url":"https://robotaxitracker.com/"},{"note":"2 September 2026, 09:59 UTC. Reposted clip; original by @grace_alfar.","publisher":"Oli (@CARN0N) on X","title":"Cybercab on an Austin street (reposted video)","url":"https://x.com/CARN0N/status/2095089219333144831"},{"note":"2 September 2026, 14:26 UTC. Car in the dark, door opening upward, no caption.","publisher":"Tesla on X","title":"Tesla teaser video","url":"https://x.com/Tesla/status/2095156489912746319"},{"note":"1 September 2026, 21:26 UTC. Reposted clip; original by @Sophia56478564. Lot, count, and date not shown.","publisher":"John Ee (@heyJohnEe) on X","title":"Cybercabs lining up in a lot (reposted video)","url":"https://x.com/heyJohnEe/status/2094899614034100415"}],"url":"https://constructionmagazine.ai/robotics/musk-optional-work-robotaxis-optimus-out-of-sight"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"Bricklaying and humanoid robots make the headlines. The robots contractors keep rehiring print lines on slabs and drill holes in ceilings, and the crews that ran them have published the hours.","headline":"Layout Robots Cut a 60-Person-Day Warehouse Job to Five Days","modifiedAt":"2026-09-02T13:03:14.734Z","publishedAt":"2026-09-02T12:38:45.840Z","section":"robotics","slug":"layout-robots-sixty-person-days-to-five","sources":[{"note":"Vendor case study; figures and quotes are Alston's as published by the vendor. Client unnamed.","publisher":"Dusty Robotics","title":"Alston Construction Lays Out Robotic Distribution Center 12x Faster","url":"https://www.dustyrobotics.com/customers/alston"},{"note":"Vendor case study; owner and city unnamed.","publisher":"Dusty Robotics","title":"Dusty Streamlines Mortenson's Data Center Mega Project","url":"https://www.dustyrobotics.com/customers/mortenson"},{"note":"22 July 2025. Rate figures are the contractor's; the tenfold claim is HP's.","publisher":"The Cannata Report","title":"Valley Interior Systems Deploys World's Largest HP SitePrint Fleet","url":"https://www.thecannatareport.com/valley-interior-hp-siteprint/"},{"note":"Vendor case study; Blythe Construction surveyor quoted.","publisher":"Civ Robotics","title":"Speeding Up the CivDot Mini Deployment on I-485","url":"https://www.civrobotics.com/success-stories/speeding-up-the-civ-dot-mini-deployment-on-i-485"},{"note":"Vendor case study; DPR Construction, first deployment.","publisher":"Civ Robotics","title":"From Four Days to Four Hours with CivDot Mini","url":"https://www.civrobotics.com/success-stories/from-four-days-to-four-hours-with-civ-dot-mini"},{"note":"13 June 2025. Company post; building unnamed; schedule claim without a baseline.","publisher":"Rogers-O'Brien Construction on X","title":"Rogers-O'Brien piloted Hilti Jaibot on overhead electrical layout","url":"https://x.com/rogersobrien/status/1933524940336116072"},{"note":"Case study; no misdrilled-hole count; deployment date not given.","publisher":"BIM Safe New Zealand","title":"Dunedin Hospital Outpatients Building: Drilling with the Hilti semi-autonomous robot","url":"https://guidance.bimsafe.nz/dunedin-hospital-outpatients-building-drilling-with-the-hilti-semi-autonomous-robot/"},{"note":"6 August 2025. BuiltWorlds 2025 benchmarking survey of members.","publisher":"Construction Dive","title":"Contractor optimism for robots grows, but usage drops","url":"https://www.constructiondive.com/news/construction-optimism-robots-builtworlds/756879/"},{"note":"19 August 2026. BuiltWorlds 2026 figures and Structure Tone quote.","publisher":"Construction Dive","title":"New construction robots gain traction on jobsites","url":"https://www.constructiondive.com/news/construction-robotics-adoption-investment-nvidia-gravis-bedrock-field-ai/828294/"}],"url":"https://constructionmagazine.ai/robotics/layout-robots-sixty-person-days-to-five"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"A roofing contractor put the new persistent agent on a permit, an inspection booking and insurer notifications. The useful part is the handoff, and the limit.","headline":"Roofing Contractor Puts Grok Bot on Permits, Inspections, and Insurer Forms","modifiedAt":"2026-09-02T13:03:13.691Z","publishedAt":"2026-09-02T11:15:59.313Z","section":"software","slug":"grok-bot-pulled-the-permit","sources":[{"note":"Launch announcement, 11 August 2026.","publisher":"SpaceXAI","title":"Introducing Grok Bot","url":"https://x.ai/news/introducing-grok-bot"},{"note":"Cloud computer, plugins, routines, shared machine.","publisher":"SpaceXAI docs","title":"Grok Bot overview","url":"https://docs.x.ai/grok-bot/overview"},{"note":"Cursor authentication and data settings, updated 22 August 2026.","publisher":"SpaceXAI docs","title":"Grok Bot FAQ","url":"https://docs.x.ai/grok-bot/faq"},{"note":"Sign-in and credential guidance.","publisher":"Cursor","title":"Getting started with Grok Bot","url":"https://cursor.com/help/grok-bot/getting-started"},{"note":"20 August 2026. Three tasks.","publisher":"X","title":"Price Foulger on X","url":"https://x.com/pricefoulger/status/2090444744853766643"},{"note":"12 August 2026. Thread with system names in replies.","publisher":"X","title":"Jon O'Neill on X","url":"https://x.com/HouseHackerJon/status/2087635639701573962"},{"note":"23 August 2026. Reply naming 30+ agents.","publisher":"X","title":"Curt Mills on X","url":"https://x.com/CurtPMills/status/2091577706328809837"}],"url":"https://constructionmagazine.ai/software/grok-bot-pulled-the-permit"},{"author":"ConstructionMagazine.ai Reporting Desk","correctedAt":null,"correctionNote":null,"dek":"AI models are getting better at rebuilding apartment plans from interior photos. That score does not prove a model can read a drawing set. Contractors need tests built around revisions and sheet coordination.","headline":"Blueprint-Bench 2 Scores Floor Plans Rebuilt From Photographs, Not Drawing Sets","modifiedAt":"2026-09-02T12:33:10.552Z","publishedAt":"2026-09-02T11:15:47.203Z","section":"benchmarks","slug":"blueprint-bench-2-construction-spatial-benchmarking","sources":[{"note":"Leaderboard, scoring weights, and examples checked 1 September 2026.","publisher":"Andon Labs","title":"Blueprint-Bench 2","url":"https://andonlabs.com/evals/blueprint-bench-2"},{"note":"Submitted 23 September 2025.","publisher":"arXiv","title":"Blueprint-Bench (original paper)","url":"https://arxiv.org/abs/2509.25229"},{"note":"196 tasks; vendor-authored benchmark.","publisher":"Nomic AI","title":"AEC-Bench","url":"https://github.com/nomic-ai/aec-bench"},{"note":"2 April 2026. Retrieval finding.","publisher":"Nomic AI","title":"AEC-Bench announcement","url":"https://www.nomic.ai/news/aec-bench-a-multimodal-benchmark-for-agentic-systems-in-architecture-engineering-and-construction"},{"note":"CVPR 2026. 92 questions, 33 structural sets.","publisher":"arXiv","title":"DrawingVQA","url":"https://arxiv.org/html/2607.15418v1"},{"note":"January 2026. Counting and drawing-grounded QA.","publisher":"arXiv","title":"AECV-Bench","url":"https://arxiv.org/abs/2601.04819"},{"note":"169 questions, updated September 2026. Vendor-run.","publisher":"ContractorOS, Tim Fairley","title":"ContractorOS drawing benchmarks","url":"https://contractoros.build/benchmarks"},{"note":"30 June 2026. 44-question test figures checked against the transcript.","publisher":"Tim Fairley, ConstructIQ","title":"How to Get AI to Read Construction Drawings (50x Less Tokens, 20% More Accurate)","url":"https://www.youtube.com/watch?v=ItW-ielFvGg"}],"url":"https://constructionmagazine.ai/benchmarks/blueprint-bench-2-construction-spatial-benchmarking"},{"author":"ConstructionMagazine.ai Reporting Desk","correctedAt":null,"correctionNote":null,"dek":"Business AI plans can keep company files out of model training and still retain prompts, uploads, or application state. Contractors need the exact rule for each product, feature, and data class before a project file enters the chat.","headline":"Where the Bid Set Goes After an AI Vendor Promises Not to Train on It","modifiedAt":"2026-09-02T12:33:08.479Z","publishedAt":"2026-09-02T11:15:45.232Z","section":"software","slug":"ai-data-retention-construction-no-training","sources":[{"note":"Zero data retention for eligible customers; Enterprise Frontier Safeguards.","publisher":"Anthropic","title":"Introducing Claude Fable 5.1 and Claude Mythos 5.1","url":"https://www.anthropic.com/claude-fable-and-mythos-5-1"},{"note":"Public JSON. zdr and no_training fields, read 1 September 2026.","publisher":"Vercel","title":"Vercel AI Gateway model list","url":"https://ai-gateway.vercel.sh/v1/models"},{"note":"Abuse logs 30 days; ZDR and Modified Abuse Monitoring by endpoint. Read 1 September 2026.","publisher":"OpenAI","title":"Default usage policies by endpoint","url":"https://platform.openai.com/docs/models/default-usage-policies-by-endpoint"},{"note":"Read 1 September 2026.","publisher":"Anthropic","title":"I have a zero data retention agreement with Anthropic. What products does it apply to?","url":"https://privacy.anthropic.com/en/articles/8956058-i-have-a-zero-data-retention-agreement-with-anthropic-what-products-does-it-apply-to"},{"note":"30-day retention for Mythos-class models, effective 9 June 2026.","publisher":"Anthropic","title":"Data retention practices for Covered Models","url":"https://support.claude.com/en/articles/15425996-data-retention-practices-for-covered-models"},{"note":"1 September 2026. ZDR on Fable 5 and 5.1 for eligible customers until EFS.","publisher":"Anthropic","title":"Enterprise Frontier Safeguards","url":"https://www.anthropic.com/news/enterprise-frontier-safeguards"},{"note":"API 30-day storage, no training without permission, team-level ZDR and disabled features.","publisher":"xAI","title":"Security FAQ","url":"https://docs.x.ai/developers/faq/security"},{"note":"No training and custom data retention for Business and Enterprise. Read via archive capture, 1 September 2026.","publisher":"xAI","title":"SpaceXAI for Business","url":"https://x.ai/grok/business"}],"url":"https://constructionmagazine.ai/software/ai-data-retention-construction-no-training"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"Anthropic's September 2026 release scores 31.4 percent on AutomationBench against 17.1 for Fable 5. Part of the gap is a safeguard. Cache reads cost 75 percent less. Zero data retention depends on where you buy it.","headline":"Fable 5.1 Nearly Doubles Anthropic's Workflow Score, With a Safeguard Caveat","modifiedAt":"2026-09-02T14:48:34.973Z","publishedAt":"2026-09-02T11:15:43.282Z","section":"benchmarks","slug":"fable-5-1-business-workflows-footnote","sources":[{"note":"Benchmark table, safeguard footnote, pricing, Enterprise Frontier Safeguards.","publisher":"Anthropic","title":"Introducing Claude Fable 5.1 and Claude Mythos 5.1","url":"https://www.anthropic.com/claude-fable-and-mythos-5-1"},{"note":"Public JSON. Fields zdr and no_training for anthropic/claude-fable-5.1, read 1 September 2026.","publisher":"Vercel","title":"Vercel AI Gateway model list","url":"https://ai-gateway.vercel.sh/v1/models"},{"note":"30-day retention for Mythos-class models, effective 9 June 2026.","publisher":"Anthropic","title":"Data retention practices for Covered Models","url":"https://support.claude.com/en/articles/15425996-data-retention-practices-for-covered-models"},{"note":"1 September 2026. ZDR on Fable 5 and 5.1 for eligible customers until EFS.","publisher":"Anthropic","title":"Enterprise Frontier Safeguards","url":"https://www.anthropic.com/news/enterprise-frontier-safeguards"},{"note":"21 April 2026. Benchmark paper.","publisher":"arXiv, Shepard and Salimans","title":"AutomationBench: cross-application workflow orchestration via REST APIs","url":"https://arxiv.org/abs/2604.18934"},{"note":"Public task set, scoring rules, and the note on the private leaderboard set.","publisher":"Zapier on GitHub","title":"zapier/AutomationBench","url":"https://github.com/zapier/AutomationBench"},{"note":"Token, cache, and batch prices for Fable 5.1, Fable 5, and Opus 5.","publisher":"Anthropic","title":"Pricing","url":"https://platform.claude.com/docs/en/about-claude/pricing"},{"note":"Product page; 30-day retention by default and the safeguard fallback.","publisher":"Anthropic","title":"Claude Fable","url":"https://www.anthropic.com/claude/fable"},{"note":"Updated 28 July 2026; names the Fable-class exclusion.","publisher":"Vercel","title":"Zero Data Retention","url":"https://vercel.com/docs/ai-gateway/security-and-compliance/zdr"},{"note":"1 September 2026. Vendor-reported caveat.","publisher":"VentureBeat","title":"Anthropic's Claude Fable 5.1 and Mythos 5.1 arrive with a 75% cost reduction for Fable cache reads","url":"https://venturebeat.com/technology/anthropics-claude-fable-5-1-and-mythos-5-1-arrive-with-a-75-cost-reduction-for-fable-cache-reads"},{"note":"Vendor figures on review hours and rejection cost.","publisher":"BuildSync","title":"How Long Should Construction Submittals Take to Review?","url":"https://buildsync.ai/resources/how-long-should-construction-submittals-take-to-review"},{"note":"Vendor figures on waiver volume.","publisher":"Built","title":"How to Automate Lien Waivers Across States, Billing Cycles, and Subs","url":"https://getbuilt.com/blog/lien-waiver-automation/"},{"note":"Form WH-347 rules.","publisher":"Built","title":"Certified Payroll in Construction: A Complete Guide","url":"https://getbuilt.com/blog/certified-payroll-in-construction/"},{"note":"What an RFI log tracks.","publisher":"CMiC","title":"How RFI and Submittals Shape Project Risk in Construction","url":"https://cmicglobal.com/resources/article/How-RFI-and-Submittals-Shape-Project-Risk-in-Construction"},{"note":"2 September 2026, 07:43 UTC. Video demo on a Hugging Face and Mecado evaluation drawing; vendor demo, no accuracy figure.","publisher":"Owein (@Do_owne), CEO of MecAgent, on X","title":"Fable 5.1 turning a drawing into CAD on SolidWorks","url":"https://x.com/Do_owne/status/2095054932466422125"},{"note":"September 2026. Scale and measurement column: 36.4 percent best raw model, Fable 5 at 9.1 percent.","publisher":"ContractorOS","title":"Construction AI Benchmarks: How well can AI read construction drawings?","url":"https://contractoros.build/benchmarks/"}],"url":"https://constructionmagazine.ai/benchmarks/fable-5-1-business-workflows-footnote"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"A value-engineering pass cut the division totals and left the line items alone. The desk that caught it now keeps the arithmetic in code and the prices in a cost book that a person approves.","headline":"An AI-Assisted Budget Went Out With Totals That Did Not Add Up","modifiedAt":"2026-09-02T12:33:13.642Z","publishedAt":"2026-08-25T15:44:16.715Z","section":"software","slug":"printed-total-did-not-match-the-lines","sources":[{"note":"Index of RP 110R-20, Cost Estimate Validation.","publisher":"AACE International","title":"AACE Professional Guidance Document 01","url":"https://library.aacei.org/pgd01/pgd01.shtml"}],"url":"https://constructionmagazine.ai/software/printed-total-did-not-match-the-lines"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"An estimator fed two drawing sets to a chatbot, one file at a time, and found a changed curb the bid had missed. Catching the next one takes a register for every issued set and a person who decides what enters the price.","headline":"The Curb That Moved Between the Bid Set and the Permit Set","modifiedAt":"2026-09-02T12:33:12.085Z","publishedAt":"2026-08-22T12:00:00.000Z","section":"field-operations","slug":"bid-set-permit-set-differed","sources":[{"note":"Colin Stoner, 5 August 2026.","publisher":"Construction Dive","title":"Novo Construction turns to Buildcheck for drawing diffs","url":"https://www.constructiondive.com/news/novo-construction-buildcheck-drawing-diffs-ai/826758/"},{"note":"Customer count is the vendor's claim, December 2025.","publisher":"ENR","title":"Design Review Platform Buildcheck Raises $5.9M","url":"https://www.enr.com/articles/62124-design-review-platform-buildcheck-raises-59m-to-boost-construction-ai-tools"}],"url":"https://constructionmagazine.ai/field-operations/bid-set-permit-set-differed"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"A chatbot caught a missing pizza-oven hood in a subcontractor proposal. The tool that grew out of that afternoon marks every scope item present, missing, or ambiguous, and treats ambiguous as an answer.","headline":"How One Estimator Reads a Sub Bid for What It Leaves Out","modifiedAt":"2026-09-02T12:33:15.264Z","publishedAt":"2026-08-18T14:00:00.000Z","section":"software","slug":"what-the-sub-bid-left-off-the-page","sources":[{"note":"21 August 2026. ProWest Constructors and Michael DeMarie.","publisher":"Bricks & Bytes","title":"The AI That Finds the Construction Work Nobody Priced","url":"https://bricks-bytes.com/ai/construction-scope-gaps-ai-provision-scope-agent/"},{"note":"One of several glossaries with differing definitions.","publisher":"Janover","title":"Dark shell","url":"https://www.commercialrealestate.loans/commercial-real-estate-glossary/dark-shell/"}],"url":"https://constructionmagazine.ai/software/what-the-sub-bid-left-off-the-page"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"Tim Fairley sells 95 Claude skills for construction. On a live tender he runs eight of them in a fixed order, and two jobs never leave the person: the measurement and the method.","headline":"Tim Fairley Runs Eight AI Skills on Every Tender, and Two Jobs Stay Human","modifiedAt":"2026-09-02T12:33:19.806Z","publishedAt":"2026-08-16T14:00:00.000Z","section":"people","slug":"fairley-keeps-a-person-on-the-price","sources":[{"note":"Affiliation disclosure. Named jobs: Tailem Bend Solar Stage 2, Cranbourne Line, Ballarat Line.","publisher":"Mastt","title":"Timothy Fairley, verified Mastt contributor","url":"https://www.mastt.com/contributor/timothy-fairley"},{"note":"18 June 2026. Drawing-reading limits and the 5 to 10 percent margin quote.","publisher":"Mastt","title":"Q&A with Timothy Fairley","url":"https://www.mastt.com/blogs/timothy-fairley-ai-construction-estimating"},{"note":"12 May 2026. Counting can be handed off with a check; measuring stays human.","publisher":"ContractorOS, Tim Fairley","title":"AI takeoff for HVAC","url":"https://contractoros.build/blog/ai-takeoff-hvac/"}],"url":"https://constructionmagazine.ai/people/fairley-keeps-a-person-on-the-price"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"Procore agreed to buy DroneDeploy on 29 July 2026, the day it reported its first GAAP operating profit. Its agents could read every document on a project. They could not see the work.","headline":"Procore Pays $845 Million to Give Its Agents Eyes on the Job Site","modifiedAt":"2026-09-02T13:03:12.706Z","publishedAt":"2026-08-14T14:00:00.000Z","section":"software","slug":"procore-paid-845-million-for-eyes","sources":[{"note":"29 July 2026.","publisher":"Procore","title":"Procore to Acquire DroneDeploy","url":"https://www.procore.com/press/procore-to-acquire-dronedeploy-creating-next-generation-platform-that-sees-understands-and-acts-on-the-jobsite"},{"note":"Revenue and GAAP operating income.","publisher":"Business Wire","title":"Procore Announces Second Quarter 2026 Financial Results","url":"https://www.businesswire.com/news/home/20260729106137/en/Procore-Announces-Second-Quarter-2026-Financial-Results"},{"note":"Merger agreement, bridge facility, closing conditions.","publisher":"SEC","title":"Form 8-K","url":"https://www.sec.gov/Archives/edgar/data/0001611052/000119312526338452/d169822d8k.htm"},{"note":"Hugo Pegley, 30 July 2026. Agent tiers of 23 July.","publisher":"Construction Industry AI","title":"Procore acquires DroneDeploy for $845 million","url":"https://www.constructionindustry.ai/ma/procore-acquires-dronedeploy-845-million/"},{"note":"Meg Baldini quote.","publisher":"Construction Dive","title":"Procore acquires DroneDeploy","url":"https://www.constructiondive.com/news/procore-acquires-dronedeploy-data-ai-cash/826667/"},{"note":"21 August 2026.","publisher":"X","title":"Ian Martin on X","url":"https://x.com/IanT_Martin/status/2090833048287707361"},{"note":"12 June 2026. Procore and Trunk Tools.","publisher":"ENR","title":"Construction Platforms Are Already Fighting Over Data to Train AI Agents","url":"https://www.enr.com/articles/63122-construction-platforms-are-already-fighting-over-data-to-train-ai-agents"},{"note":"Press release, 1 June 2026.","publisher":"OpenSpace","title":"OpenSpace surpasses 1,000 data center projects","url":"https://www.openspace.ai/press-releases/openspace-surpasses-1000-data-center-projects-defining-the-construction-intelligence-standard-for-ai-infrastructure/"},{"note":"Paid press release, 17 August 2026. Named customers.","publisher":"GlobeNewswire","title":"Bedrock Robotics launches first fully autonomous excavators on customer sites","url":"https://finance.yahoo.com/technology/ai/articles/bedrock-robotics-launches-first-fully-150000215.html"}],"url":"https://constructionmagazine.ai/software/procore-paid-845-million-for-eyes"},{"author":"Luke Lorenzo","correctedAt":null,"correctionNote":null,"dek":"McKinsey's estimate and DEWALT's survey measure different things. The contractors who have published their own numbers count weekly use, in hours, on a single tool, and they are the large ones.","headline":"McKinsey Puts 39 Percent of Construction Desk Work Within Reach of AI","modifiedAt":"2026-09-02T13:03:11.742Z","publishedAt":"2026-08-12T14:00:00.000Z","section":"field-operations","slug":"nine-percent-of-the-industry-uses-ai-daily","sources":[{"note":"22 July 2026. The 39 percent, 150 workflows, 25 domains, and task sequencing.","publisher":"Construction Dive","title":"How AI automation can fit into construction workflows: McKinsey","url":"https://www.constructiondive.com/news/ai-report-construction-mckinsey-engineering-build-buy/825927/"},{"note":"15 July 2026.","publisher":"McKinsey","title":"How AI is reshaping the future of the AEC industry","url":"https://www.mckinsey.com/industries/engineering-construction-and-building-materials/our-insights/how-ai-is-reshaping-the-future-of-the-aec-industry"},{"note":"6 July 2026. DEWALT survey figures.","publisher":"Daily Commercial News","title":"Canadian construction leaders see AI promise, but adoption remains limited","url":"https://canada.constructconnect.com/dcn/news/technology/2026/07/canadian-construction-leaders-see-ai-promise-but-adoption-remains-limited"},{"note":"23 April 2026. The 8 percent figure.","publisher":"DEWALT via PR Newswire","title":"New DEWALT study identifies emerging gap between AI training in trade schools and industry needs","url":"https://www.prnewswire.com/news-releases/new-dewalt-study-identifies-emerging-gap-between-ai-training-in-trade-schools-and-industry-needs-302750816.html"},{"note":"22 October 2025. BuiltWorlds survey.","publisher":"Construction Dive","title":"With AI, builders want to improve, not reinvent: report","url":"https://www.constructiondive.com/news/ai-builders-improve-not-reinvent-builtworlds-survey/803496/"},{"note":"13 February 2026. Dodge, Turner, and Balfour Beatty figures.","publisher":"Gerard de Valence","title":"Update on AI in Construction","url":"https://gerarddevalence.substack.com/p/update-on-ai-in-construction"}],"url":"https://constructionmagazine.ai/field-operations/nine-percent-of-the-industry-uses-ai-daily"}]}