Core promise
- See failure modes, not just scores
- Link behavior to data gaps
- Turn diagnosis into action
Features
Agent trace analysis
Deep inspection of multi-step agent behavior and decision chains.
Failure taxonomy
Categorize and prioritize failure modes across your agent fleet.
Data-to-behavior mapping
Connect training data characteristics to downstream agent failures.
Regression & A/B evaluation
Detect regressions early and compare agent versions with statistical rigor.
Risk signal dashboard
Monitor production risk signals in real-time across deployments.
Token-efficient sampling
Smart sampling strategies that maximize insight per evaluation dollar.
What you get
Deliverable
Diagnosis report
Detailed breakdown of failure modes, root causes, and severity rankings.
Deliverable
Fix & data action plan
Prioritized recommendations linking each failure to specific data or training fixes.
Deliverable
Curated hard-case sets
Targeted evaluation sets built from your agent's actual failure distribution.