The problem
Lengthy tender documents contain many requirements and subtle evaluation points, while one missing substantiation can immediately cost points.
Project 08 · Tender intelligence
Tender QA
A quality-control system for tenders that compares requirements, evaluation criteria and written responses. The software flags missing evidence, vague commitments, inconsistencies and opportunities to make answers more concrete and easier to assess.
Discuss a similar project →
The approach
A QA workflow that structures criteria, checks text for coverage, SMART formulation and evidence, and produces targeted improvement suggestions.
The impact
Fewer omissions, stronger quality plans, more demonstrable commitments and greater consistency between requirements and responses.
My role
Tender logic, quality model, prompt architecture and validation
I connect strategy, user needs, technology and execution. The result is not an isolated demo, but a product that can be used, maintained and expanded in practice.
For this project, technical choices were continuously connected to the daily process, the people using it and the result the solution needed to deliver.
The building blocks behind Tender QA
Document analysisLLM workflowsQA rulesTender dataReporting