Why BakeLens
Core Promise
Expose Hidden Failure Patterns
Long-horizon traces show every planner ↔ tool ↔ LLM handoff in a single legible view.
You gain
- Instant read on which span injected the error
- Risk scoring that ranks which failures matter
Tie Every Failure to Its Cause
Lens links behavior to data, prompts, or runtime context so the fix path is obvious.
You see
- Gap heatmaps across domains, prompts, tools
- Each trace stamped with provenance + context
Keep Fix Loops Tight
Diagnosis drops into the rituals you already run so progress never stalls in slideware.
You unlock
- Standups + reviews start from a shared trace source of truth
- Eval/watchlists update the moment patterns shift
Capabilities
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.
Deliverables
What You Get
Diagnosis Report
Detailed breakdown of failure modes, root causes, and severity rankings.
Fix & Data Action Plan
Prioritized recommendations linking each failure to specific data or training fixes.
Curated Hard-Case Sets
Targeted evaluation sets built from your agent's actual failure distribution.
Use Cases
See BakeLens in Action
Explore how BakeLens diagnoses agent failures across domains.