Turn agent traces into tested fixes

Converra finds the failing step, generates a fix, and validates it with simulation, before anything touches production.

Connect your observability. Get your first diagnosis in minutes.

Diagnosis in minutes|Tested fix in minutes, not weeks

In practice

Diagnose the failure. Ship the fix. Prove it worked.

From trace to tested fix. Without regressions.

Failures drop. Measurably.

Every fix ships with before/after metrics. No more guessing whether a prompt change helped.

Prove to your team that quality is improving, not just changing.

See exactly which step broke and why

Converra traces multi-step conversations and pinpoints the root cause. Not just the symptom.

Stop reading 50-turn transcripts. Jump straight to the step that matters.

Patterns across your fleet

Aggregate failures across conversations to surface systemic issues, not one-off noise.

Fix the pattern once and every affected conversation improves.

Honest about what it can't fix

Not every failure is a prompt problem. Converra separates prompt-fixable issues from tool config, model limits, and data quality gaps.

Route real bugs to engineering. Route prompt issues to Converra.

Before
Monday: spot the issue
Tuesday–Thursday: investigate & rewrite
Friday: test manually & hope
With Converra
Monday: review & approve
The fix was generated, simulated, and validated over the weekend.

That's the difference between manual iteration and a system that improves your agents continuously.

How it works

A closed loop from trace to tested fix

Three steps. No manual investigation. No guessing whether the fix helped.

Step 1

Connect in 60 seconds

Point Converra at your LangSmith or Langfuse project. Traces flow in automatically: no code changes, no SDK.

LangSmith · Langfuse → Converra

Step 2

Diagnose every failure

Two-pass analysis: first, pinpoint the exact step that caused each failure. Then, aggregate patterns across your fleet to separate signal from noise.

Step-level root cause · Fleet-wide patterns

Step 3

Fix, validate, deploy

Generate prompt variants targeting the root cause. Simulate with realistic personas. Validate with before/after metrics. Deploy the winner, or review first.

Generate → Simulate → Validate → Deploy → Monitor

Every new trace restarts the loop. Your agents improve continuously.

Where observability stops, Converra starts

Your tracing tool shows what happened. Converra closes the loop.

Observability
Traces
Dashboards
Manual investigation
Manual fix
Hope
Converra
Traces
Root cause
Fix
Simulation
Validation
Deploy
Monitor
Your observabilitytracesConverratested promptsYour agentsnew traces

Fully async. Zero latency added to your production stack.

Production-ready

Control, confidence, and zero surprises

Automated doesn't mean uncontrolled. You set the guardrails, Converra works within them.

You approve everything

  • Review every fix before it deploys
  • Full version history with one-click rollback
  • Approval gates at every stage

Every diagnosis is calibrated

  • Confidence scores on root causes
  • Honest when a failure isn't prompt-fixable
  • Statistical validation, not vibes

Your data stays yours

  • No training on your data. Ever.
  • Scoped access to traces only
  • SOC 2 Type II in progress
Integrates with:LangSmith·Langfuse·SDK and REST API available
View integration docs

See your first failing step in minutes.
Ship a tested fix just as fast.

Works with LangSmith and Langfuse. Free during early access.

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