Case Studies

Document intelligence: a project's documents and drawings, made searchable

The knowledge buried across hundreds of pages becomes something the team can actually find.

Renata Pinheiro
Renata Pinheiro
3 min read
How the work runs
AI gathers and flags
Human decides
01
Ingest the documents
800+ pages of specs, contracts, and submittals.
02
Chunk, embed, index
Every page searchable by meaning, not just by exact keyword.
03
Run the drawings through vision
300+ sheets, plans, sections and schedules, converted to searchable text.
04
Answer with a citation
One plain-English question across the whole project, every answer tied to its source.
05
The team decides
The system surfaces and cites. The people decide.
800+
Pages of text documents indexed
300+
Drawing sheets read by vision

We took a real construction project's records, more than 800 pages of specs, contracts, and submittals, plus over 300 pages of drawings, and turned them into one system the team can ask a plain-English question and get a cited answer from.

The problem

On a project, the answer to a single question is scattered across specs, drawings, submittals, RFIs, and contracts, each in its own place. Finding one requirement means digging through hundreds or thousands of pages by hand. And the drawings, where much of the real detail lives, are the hardest thing of all to search.

What we built

Working from a real project's document set, we built the system end to end:

The system surfaces and cites; the people decide.

The result

One place to ask a whole project's documents a question and get an answer tied to its source, text and drawings together, instead of hunting page by page across separate systems. The knowledge that was buried across hundreds of pages becomes something the team can actually find.

Renata Pinheiro
Renata Pinheiro

Founder of The Alignment Lab. Twenty years spent working inside construction companies rather than consulting to them from the outside, at McCarthy, Odebrecht, and American Constructors, across strategy, communications, and change management.

More about us
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