Evaluating only Smartvid.io’s profile at its peak — without knowing the outcome — the model ranked Competition as the #1 likely cause. Documented cause: Market too small.
Key Events Timeline
FOUNDING
Josh Kanner founds Smartvid.io in Boston to apply computer vision AI to construction site photos and video.
FUNDING
Raises $10.5M Series A led by Greylock Partners; partners with Skanska and Turner Construction.
PIVOT
Attempts to expand from safety analytics into full site documentation; ARR growth below targets.
ACQUISITION ATTEMPT
Procore acquires Smartvid.io in a deal below $30M; brand shut and team folded into Procore AI division.
Full Analysis
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Documented cause
Smartvid.io built an AI computer vision platform for construction site safety monitoring, raising $16M led by Greylock and others. Despite partnerships with Skanska and Turner Construction, the platform struggled to move beyond safety use cases and expand ARR. In 2021, the startup was acquired by Procore in a deal valued at under $30M, marking a down outcome relative to total capital raised. Founder Josh Kanner and the team were integrated into Procore's construction intelligence division.
Lesson
“Vertical AI products must expand beyond initial safety/compliance hooks to justify VC-scale valuations.”
Failure anatomy
Collapse type
Acqui-hire
📉 MEDIUM
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