Press
What the trade and technology press have written about Scope Agent, our seed round, and the state of AI in pre-construction.
ENR's Jeff Rubenstone speaks with ProWest Constructors president Michael DeMarie about why full scoping is the part of bid preparation that quietly gets skipped, and how Scope Agent lets his estimators scope jobs before they bid them.
Read the articleA conversation with CEO Luigi La Corte on why the hard engineering problems are largely solved, why the real leverage lives in pre-construction documents, and why Provision builds products instead of selling services.
Read the articleAxios Pro broke the seed round, reporting the $7M raise led by Cercano Management and Provision’s move to bring AI to the estimating desk.
Read the article SubscriberJosh Scott covers the seed round and why Provision aimed at estimators first. As Luigi La Corte puts it: "We originally started to help reduce risk across projects, but we found that estimators had the biggest incentive to get this right during their process."
Read the articleScope Agent reached general availability in August 2026, alongside a published benchmark against Claude on plumbing scope extraction from a live project.
Edward Domain digs into the engineering: reading drawings element by element rather than as flat pages, and why trust rather than capability was the bar to clear. "A 97% accurate scope sheet with full traceability is a document you can put in front of a subcontractor," Luigi La Corte says. "A 73% accurate scope sheet with fabricated model numbers is a liability."
Read the articleLeads on the benchmark, and on what ProWest Constructors found when they ran it on a live job. "It saved him three or four days on a project that size, and we noticed four or five items we had missed," says president Michael DeMarie.
Read the articleOn the case for purpose-built tooling over a general-purpose model, including the 40 hours of manual scoping work that Scope Agent compresses into minutes.
Also syndicated on MSN
Read the articleRecorded live at Advancing Preconstruction 2026 in Phoenix. Gareth McGlynn and Luigi La Corte get into why scopes are genuinely hard for AI, the dataset behind Scope Agent, and what automating rote review does and does not change for the estimator.
Listen to the episodeRiccardo Cosentino and Luigi La Corte on the claims that eat 2% to 4% of a project budget, and why so much of construction's risk stays locked inside unstructured documents.
Listen to the episodeLooking for our own product launches and company updates? Read the announcements
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