Construction · Small business
Multi-agent QA that turned 20 years of unstructured data into defensible business intelligence.
- QA cycle time
- 2 hrs → 15 min
- Data restructured
- 20 yrs
- Project margin impact
- +30%
Context
A small construction business facing compliance pressure from financial partners needed to extract defensible quality-assurance data from two decades of unstructured project records, without adding headcount or standing up a data team.
Approach
On-site operational discovery to map the legacy workflow, then a multi-agent workflow that organized the unstructured history into a structured technical writing and asset-quality guide. QA checks were automated against the new source of truth, with the human owner kept in the loop for final sign-off.
Outcome
QA turnaround compressed from two hours to fifteen minutes per review, with cleaner, more consistent documentation going to partners. Lower liability risk, and the team freed for higher-value project work.