Most agent failures are repeats. Converra ends that.

From a single failing conversation to fleet-wide regressions: Converra traces the root cause to the exact step and ships a simulation-tested fix.

Step-level diagnosis

Failures Converra finds in your traces

Misinterprets user intent

In the trace: User asks for a refund, agent treats it as a complaint

Converra finds: The step where intent classification went wrong

Hallucinates instead of using context

In the trace: Agent makes up a policy instead of citing the retrieved doc

Converra finds: The step where RAG context was ignored

Loops instead of escalating

In the trace: Agent repeats the same policy paragraph 3 times

Converra finds: The step where escalation logic failed

Calls wrong tool or bad arguments

In the trace: Agent queries billing API with wrong customer ID

Converra finds: The tool call step with incorrect parameters

Loses context mid-conversation

In the trace: User gave their order number in turn 2, agent asks again in turn 5

Converra finds: The step where prior context was dropped

Applies wrong business logic

In the trace: Agent approves a refund outside the eligibility window

Converra finds: The step where policy rules were misapplied

Simulation-validated fixes

Patterns Converra fixes with simulation

Safety too strict or too loose

Agent refuses legitimate requests or allows policy violations

The fix

Rebalanced boundary instructions, tested against edge cases

Tone drifts across turns

Professional in turn 1, casual by turn 4

The fix

Consistent voice constraints, validated across conversation lengths

Doesn't know when to hand off

Agent keeps trying when it should escalate to a human

The fix

Clearer escalation triggers, tested with frustrated-user personas

Structured output breaks

JSON schema violations crash downstream integrations

The fix

Tighter output constraints, validated against schema specs

Fleet monitoring

What Converra catches across your fleet

Same failure repeating

47 conversations hit the same eligibility misparse this week

Prompt change regressed working scenarios

Last deploy fixed billing but broke cancellations

Model update degraded performance

GPT-4o update shifted tone and dropped completion rate 12%

Bring your own metrics

Policy compliance, CSAT, NPS, conversion rate, deflection rate, custom evals: if you can score it, Converra diagnoses and fixes it.

Works with any AI agent: support, sales, onboarding, internal tools, or whatever you're building.

Start for free