Catch what logs can't.
Automated issue detection across every conversation. From data exposure to hallucinations, flagged and categorized before users report them.
109 issue types, 13 categories
Comprehensive coverage without the manual work.
Data exposure
13 types- PII in responses
- Credit card patterns
- Internal data leaks
Security threats
9 types- Prompt injection
- Jailbreak attempts
- System prompt leaks
Accuracy problems
7 types- Hallucinated facts
- Calculation errors
- Contradictions
Compliance gaps
9 types- Medical advice
- Legal guidance
- Financial recommendations
Communication quality
7 types- Tone mismatch
- Incomplete answers
- Repetitive responses
Reliability issues
6 types- Tool failures
- Timeout patterns
- Degraded performance
Three detection tiers
Fast where it matters. Deep where it counts.
<10ms
Fast scan
Pattern matching on every trace. Sub-10ms. Catches data exposure, structural anomalies, and known threat patterns inline.
Every trace
Async
Deep analysis
AI-powered evaluation runs asynchronously. Catches hallucinations, reasoning gaps, compliance issues, and nuanced quality problems.
Configurable sampling
On completion
Session review
Full conversation assessment when a session completes. Evaluates the entire interaction arc, outcome quality, and multi-turn coherence.
Completed sessions