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Construction · Document AI

AI-powered BQ extraction and cost estimation

For a construction firm, every tender started with the same grind: reading drawings and specifications by hand to build a bill of quantities, then pricing it line by line.

The challenge

Quantity takeoff was slow, repetitive, and error-prone. A single project could take days to estimate, and a missed quantity or a mispriced line could quietly erase a bid's margin. The estimating team had become the constraint on how many tenders the firm could realistically pursue.

What we built

We built a pipeline that reads drawings and specifications, extracts material quantities into a structured bill of quantities, and attaches cost estimates from the firm's own rates. Estimators shifted from manual takeoff to reviewing and refining a draft the system had already prepared.

The outcome

"Estimators spend their time on judgement and pricing strategy now, not counting items off a drawing."

The firm turned its slowest pre-bid step into one of its fastest, and freed its most experienced people to focus on winning the right work.

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