All evidence

Specialty construction

Drawing-to-quote takeoff workflow

A reviewable first pass from plan set to room-level takeoff and quote-ready structure.

Implemented capability

Where the work broke down

Estimators must find the right sheets, interpret room and fixture context, count correctly, and re-enter results into the quoting system, while staying accountable for the final number.

The system

  1. Classify and prioritize plan sheets
  2. Extract room and fixture context
  3. Apply deterministic count and completeness checks
  4. Present uncertain items for estimator review
  5. Prepare approved structures for the quoting system
Who decides

The estimator receives a checked starting point and approves it before any quote is created.

Where it goes next

Revision impact detection can identify what changed and limit rework to the affected sheets, rooms, and quote lines.

Bring us the constraint.

Whether the problem begins with disconnected systems, unreliable data, limited visibility, manual work, or an AI initiative that cannot reach production, we can help determine the right path forward.

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