All evidence

Manufacturers’ representatives

Schedule-to-quote alignment review

A review system that reconciles project schedules and vendor quotes, then sends only meaningful exceptions to an expert.

Validated technical outcome

141 → 21raw findings reduced to actionable review items on one benchmark dataset

Where the work broke down

Reviewers were spending scarce expert time finding differences that were irrelevant, duplicated, or explainable. A binary match/no-match answer would have created more work, not less.

The system

  1. Ingest and classify project schedules and quotes
  2. Normalize models, aliases, quantities, and commercial fields
  3. Compare intended against quoted equipment
  4. Group findings into aligned, needs review, and does not align
  5. Attach source evidence to every review item
Who decides

The system performs the first pass. A domain expert owns the final interpretation and correction.

Where it goes next

The same governed comparison can extend from specification to quote, then from quote to purchase order and price basis.

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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