Your agents never make the same mistake twice

Connect your traces. Diagnose and fix in minutes.

Finds what broke|Fixes the root cause|Validates with simulation|Ships within your guardrails

In practice

What Converra actually shows you

Connect your traces and see your entire agent system — failures categorized, fixes ready, improvements proven.

Systems discovery

Your agent system, mapped

Auto-discovers your multi-agent architecture from traces. Every agent scored, every weak point surfaced.

Failure patterns

Failures grouped by what can fix them

Not all failures are prompt problems. Categorized by root cause so each goes to the right fix.

Targeted fixes

Specific fixes, not generic advice

Every recommendation targets a specific prompt section or agent behavior. Copy, apply, done.

Review + deploy

Proven, then deployed

Every optimization ships with simulation proof. Review the results, approve with one click.

How it works

Diagnose. Fix. Prove. Deploy.

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

Step 1

Connect in 60 seconds

Point Converra at your LangSmith, Langfuse, or OpenTelemetry traces. They flow in automatically: no code changes, no SDK.

LangSmith · Langfuse · OpenTelemetry → 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 against your policies and 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

Observability shows you what broke. Converra fixes it.

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.

The path to autonomy

From manual oversight to confident autonomy

Autonomy isn't a switch you flip. It's a ladder you climb — with measurable gates at every step.

Tier 0Most teams today

Suggestions only

You investigate every failure manually. Fixes are guesswork.

Tier 1Start here

Diagnose + approve

Converra finds the root cause and generates fixes. You review and approve each one.

Tier 2Coming soon

Autonomous within guardrails

Fixes are validated by simulation and deployed automatically — within the policies you set.

Tier 3Future state

Fully autonomous

Continuous improvement with post-hoc audit. No human in the loop unless something novel appears.

Production-ready

Prove first. Deploy second.

Every fix earns its way to production — validated by simulation, regression-tested against your policies, and approved by you.

You approve everything

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

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·OpenTelemetry·SDK and REST API available
View integration docs

Start with a diagnosis.
End with agents that don't repeat mistakes.

Works with LangSmith, Langfuse, and OpenTelemetry. Free during early access.

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