Autonomous fixes for
production AI agents.
Converra catches regressions in production, drafts fixes across prompts, routing, guardrails and config, and A/B tests the ones you approve on real traffic — before you ever read a log.
You approve what ships.
LangSmith or Langfuse · 5-minute connect · no code changes.
Diagnose. Fix. Simulate. A/B test. Verify.
Five things every team eventually builds badly. Converra runs the loop: simulation for confidence, production A/B for proof.
Cluster every failure across the fleet.
Production trace mining and regression suites group findings by root cause, not by ticket.
Targeted agent changes. No retraining.
Break it in simulation. Fix it before production.
Variant on real traffic. Verdict from real users.
How agent improvement works today.
Engineers read logs and evals. They throw coding agents at the fixes. They ship and hope it's better. Every new customer and every new agent adds edge cases faster than engineering can keep up.
That's why most agents degrade in production.
Detect. Fix. Test. Deploy. Verify.
Every fix teaches the next one.
One orchestrator agent. Verified in production.
Converra optimized Salespeak's orchestrator agent — the one that routes every conversation to the right specialist.
Every fix verified in production.
We measure real conversations before and after each deploy. If a fix didn’t move the number on real traffic, we say so.
Pinpoint which agent broke, at which step
Converra traces failures to the exact agent and exact turn in multi-agent conversations — with root cause classification and per-step scoring. Then fixes it automatically.
Conversation #4091 — SDR AgentExample
"We use smart badges for our events but need a less expensive alternative. Must share contact details between exhibitors and delegates. Sustainability is important."
Asks about event volume — how many events planned in the next 12 months. Good qualifying question.
"2 conferences, about 200 attendees each."
"Based on your current event volume, we may not be the best fit." Redirected to a community page. Prospect dismissed.
From symptom to tested fix.
Across every agent.
Other tools show you dashboards. Converra finds the patterns breaking your agents, ships tested fixes, and proves they worked.
| Pattern | Agent | Impact | Status |
|---|---|---|---|
Invents pricing, contact emails, product features | Orchestrator | ↓ 100% | Verified |
Pitches features before understanding what the prospect actually needs | Orchestrator | ↓ 57% | Verified |
Routes queries to the wrong specialist, misreading user intent | 4 agents | ↓ 69% | Improving |
Answers questions without asking what the prospect actually needs | Discovery Agent | ↓ 26% | Improving |
Skips qualifying questions after users express interest | 4 agents | ↓ 26% | Monitoring |
One line to close the loop.
Nothing ships without proof.
Deploy automatically, or review first. You choose when.
Fully automatic integration
Add one import. Converra captures every LLM call, generates optimizations in simulation, and serves winning variants — automatically.
- Captures every LLM call — OpenAI, Anthropic, Gemini, and more
- Auto-detects prompts by content hash — no manual registration
- Serves winning variants at runtime — no redeployment needed
- Fail-safe: if Converra is down, your agent runs unaffected
# One command. Zero code changes.$ CONVERRA_API_KEY=sk_live_... \
node --import converra/auto server.js# Conversations captured. Optimizations deployed automatically.Built for production
Every fix survives simulation testing and regression checks before it touches your production agent.
Simulation tested
Every fix runs head-to-head against the current version before deployment.
Instant rollback
One-click rollback. If any metric regresses, it rolls back automatically.
Your data stays yours
No training on your data. Scoped access to traces only. Full audit trail.
Regression tested
Every improvement checked against scenarios your agent already handles well.
Production verified
Every deployed fix measured before/after. Catches what didn't work.
Trust through proof, not permission.
Full audit trail for every change. See what was fixed, why, and what improved.
Connect once.
See your first fix.
Connect once. Converra surfaces failures, drafts fixes across prompts, routing, guardrails and config, then A/B tests the ones you approve on real traffic.