Procurement · Example
Supplier bid comparison
Build a traceable comparison of supplier offers without losing exclusions, assumptions, or differences in scope.
A possible approach to the work—not a client result or a promise of outcomes.
Today
Where work gets stuck
Procurement teams translate differently formatted offers into spreadsheets and chase missing details before stakeholders can compare them.
With AI in the workflow
What could change
AI maps offer language to an agreed comparison structure and highlights gaps. The team reviews a bid table and clarification list before making an award decision.
Required inputs
- The issued request and agreed evaluation criteria
- Supplier offers, revisions, and permitted clarifications
- Approved units, cost assumptions, and mandatory requirements
How the example works
- When bidding closes or a revision arrives, identify the current offer from each supplier and freeze the comparison scope.
- Extract quoted items, lead times, exclusions, and conditions with source references; mark unpriced or omitted scope explicitly.
- Use agreed formulas to normalize comparable costs and have AI draft questions about scope or wording differences.
- Have procurement and technical owners verify the table, resolve clarifications, and record the reasons for the award recommendation.
People stay accountable
The human decision
Authorized buyers choose suppliers and approve commitments. Technical owners determine whether alternatives meet requirements; AI cannot infer equivalence or invent evaluation criteria.
What to measure
Time to a reviewed comparison, scope omissions found after review, corrected normalized values, and clarification cycles.
Risks to address
Comparing different scope, hiding qualifications in a total price, inconsistent currency assumptions, and exposing one supplier's confidential offer to another.
Readiness
A repeatable purchasing category, a fixed comparison template, and subject-matter owners for technical exceptions.
Typical systems
Sourcing documents, an approved spreadsheet or sourcing platform, and the existing award process. Calculations use explicit formulas; award execution stays with authorized staff.
Research behind this example
These sources describe related activities or capabilities. They do not establish results for this example or validate the complete proposed workflow.