Autonomous fixes for
production AI agents.
Diagnose. Fix. Test. Deploy. Verify — you approve what ships.
Zero code changes. Connect your existing stack or add one import.
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.
|Salespeak runs 135 agents across 30+ customer accountsConverra optimized Salespeak's orchestrator agent — the one that routes every conversation to the right specialist.
Every deployment lifts the score
Real-time tracking of production scores alongside simulation predictions. Each deployment marker shows where Converra shipped an improvement.
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 Agent
"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 root cause to tested fix.
Across every agent.
Other tools show you dashboards. Converra finds the exact step where each agent fails, generates a fix, tests it in simulation, and queues it for deployment — ranked by impact.
Fleet Health
Agent Improvements
2 ready to deploy750 of 920 diagnosed conversations with failures · Last 30 days
| Pattern | Conversations | % |
|---|---|---|
Agrees to refund without verifying order status — Revenue loss, policy bypass | 214 | 24% |
Drops conversation context after transferring — Users repeat themselves, CSAT drops | 152 | 17% |
Gives shipping estimates without checking inventory — Broken promises, support tickets spike | 98 | 11% |
Misreads cancellation intent as general inquiry — Churn not flagged, retention missed | 80 | 9% |
Suggests unavailable products or expired promotions — Trust eroded, cart abandonment | 71 | 8% |
Loops on the same question without escalating — Frustration, session abandonment | 54 | 6% |
Skips identity verification on account changes — Security gap, compliance exposure | 45 | 5% |
Responds in wrong language after locale switch — User confusion, accessibility failure | 36 | 4% |
- 62% of refund conversations approved without policy checks — est. $18K/mo leakage
- 152 transfers lost context, causing 3.2x higher repeat-contact rate
- 45 account changes processed without identity verification
- ~80% of refund leakage recoverable with order-status verification rule
- Context-carry fix eliminates ~140 repeat contacts/mo across 3 agents
| Agent | Score | Convos | Top Failure | Status |
|---|---|---|---|---|
| Returns Agent | 23 | 820 | Drops context after handoff | Needs optimization |
| Triage Agent | 36 | 2150 | Misreads intent signals | Optimizing... |
| Billing Agent | 57 | 1480 | Skips payment verification | +9pp ready |
| Onboarding Agent | 74 | 930 | — | Deployed |
One line to close the loop.
Nothing ships without proof.
Deploy automatically, or review first. You choose when.
Fully automatic integration
Add one import. Converra captures every LLM call, generates optimizations in simulation, and serves winning variants — automatically.
- Captures every LLM call — OpenAI, Anthropic, Gemini, and more
- Auto-detects prompts by content hash — no manual registration
- Serves winning variants at runtime — no redeployment needed
- Fail-safe: if Converra is down, your agent runs unaffected
# One command. Zero code changes.$ 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.
See your first improvement
in minutes, not months
Connect your agents. Get your first tested improvement — free. No credit card required.