AI-built credible challenger models. Cross-document gap analysis. Grounded challenge queries. The MRM requirement RBI and the Fed both call out — produced as a byproduct of the workflow.
For any production model — Aureon generates a benchmarked alternate on the same feature space. Compares AUC, KS, calibration, PSI by segment.
Reads the methodology PDF, the implementation code, the data lineage. Flags every inconsistency as a finding for human review.
AI drafts regulator-style challenge queries with grounded rationale. You approve. Sent to the model owner with evidence attached.
Every challenge query, response and resolution logged. Next examiner asks "show me effective challenge" — you show them.
The AI-led challenger flow works for LLMs and agents — where you cannot backtest, but you can benchmark against alternates.
Effective challenge is explicit in both regimes. Aureon produces it as part of the workflow, not as a separate exercise.
See the full product — or explore related use cases.
Two ways to start. No sales-cycle overhead. On your premises or in your VPC.