Partial Read: The Agent Only Saw One Project
from A.I. Excellence in Construction: Research Briefings Hosted by Nate Fuller
A survey of 101 enterprises found 57% had traced a confidently wrong A.I. answer to missing or inconsistent business context. Episode 30 asks what that gap looks like inside a construction company, where the data is fragmented by design. Enterprise data teams are managing hundreds of connected sources, with three quarters handling more than 500. Contractors have the opposite: a few systems that do not talk to each other, with only 5% reporting all their apps integrated and 49% moving data by hand. Precon, operations, and accounting each keep their own version of a number. Every project is set up its own way. The same square footage changes from the concept set to the as-built. What happens when an agent is pointed at that landscape is different from the enterprise story. Firms in our A.I. peer group cohorts found the A.I. built into their project platform could only see one project and went around it. This episode closes a three-part arc. Episode 28 covered the verification tax. Episode 29 covered how firms design that check. This one asks why the output needs checking at all. The 2026 A.I. Excellence in Construction report is available at placersolutions.io, with a free sample before purchase.
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