Your agents never repeat the same mistake

Name: Converra
Author: Converra

The missing layer between ‘it works’ and ‘it keeps working.’

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Finds what broke|Diagnoses the root cause|Validates with simulation & regression testing|Ships the fix

Optimization — Claims Agent

Regression detected

CriticalPrompt Issue

Agent commits to payout before checking coverage — walks it back when exclusion foundTurn 3

0:00

3 candidate fixes generated

− Evaluate the claim and provide a resolution

+ Verify coverage eligibility before committing

to any resolution. If unclear, escalate.

0:14

Variants tested head-to-head

36 simulations · 84 regression tests · zero regressions

Variant B wins · +29% claims accuracy

4:08

Variant B deployedRollback ready

4:22

Claims accuracy

38%→85%

Works withLangSmith·Langfuse·OpenTelemetryView integrations →

In practice

What Converra actually shows you

Connect your traces and see every agent scored — weaknesses identified, fixes generated, 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

Every failure traced to the agent that owns it

Each issue categorized by root cause and mapped to the right agent. Prompt, orchestration, or model — routed 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

Every fix reveals the next bottleneck

Each optimization cycle finds a different problem and builds on the last. Three cycles, three distinct fixes, one compounding result.

Premature escalation in 34% of conversations

Escalation

Escalation logic fixed

Agent escalated to human too early — resolved cases it could have handled itself

Resolution rate41%58%

Cycle 1 · 7:48

Generic troubleshooting in 28% of conversations

Flow

Troubleshooting flow improved

Agent asked generic questions instead of probing known failure modes first

Resolution rate58%72%

Cycle 2 · 8:12

Multi-product return failures in 19% of cases

Edge case

Edge case handling added

Agent failed on multi-product returns — now routes to specialist path

Resolution rate72%84%

Cycle 3 · 7:55

Premature escalation in 34% of conversations

Escalation

Escalation logic fixed

Agent escalated to human too early — resolved cases it could have handled itself

Resolution rate41%58%

Cycle 1 · 7:48

Generic troubleshooting in 28% of conversations

Flow

Troubleshooting flow improved

Agent asked generic questions instead of probing known failure modes first

Resolution rate58%72%

Cycle 2 · 8:12

Multi-product return failures in 19% of cases

Edge case

Edge case handling added

Agent failed on multi-product returns — now routes to specialist path

Resolution rate72%84%

Cycle 3 · 7:55

Resolution rate41%84%

Monitoring for new patterns...

~8 min per cycle · you approve each deploy

Where observability stops, Converra starts

Observability shows you what happened. Converra improves your agents.

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

Prove first. Deploy second.

Every fix earns its way to production — validated by simulation, regression-tested against your policies, and approved by you. Start with full control. Expand autonomy as trust builds.

You approve everything

Review every fix before it deploys
Version history with one-click rollback
Approval gates at every autonomy level

Every diagnosis is calibrated

Confidence scores on root causes
Knows what it can and can't fix
Statistical validation, not vibes

Your data stays yours

No training on your data. Ever.
Scoped access to traces only
SOC 2 Type II compliant

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

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

Request Early Access