A five-year data problem, resolved in production.20M+ records / under 3 days
Business problem
A data problem had remained unresolved for more than five years. The projected fix required two to three quarters and additional headcount.
Insight
The constraint was not raw model capability. It was how the work was decomposed, governed, and evaluated across the entire dataset.
Solution
Isaac designed and deployed a governance-aware multi-agent data orchestration system with explicit roles, controlled handoffs, and full-dataset evaluation.
Impact
The production system shipped in under three days and achieved 100% evaluation accuracy across more than 20 million records.
- Multi-agent
- Data orchestration
- Evals
- Production AI