Autonomous fixes for
production AI agents.

Diagnose. Fix. Test. Deploy. Verify. Learn — you approve what ships.

Zero code changes. Connect your existing stack or add one import.

Production-verified fixes from a real Converra customer SDR agent, deployed April 6. Three fixes shipped: a 74% reduction in dismissed help requests (verified), 100% elimination of hallucinated product and pricing claims (verified), and one fix flagged as not fixed — deflected with generic response instead of probing intent — caught automatically by Converra's production verification.
3 fixes deployedDeployed Apr 6
  • Verified
    Dismissed help requests instead of routing to support
    74% fewer failures in production
  • Verified
    Hallucinated product and pricing claims
    100% fewer failures in production
  • Not fixed
    Deflected with generic response instead of probing intent
    Persisted after fix — flagged automatically
Works with
Vercel AI SDK
LangChain
LangSmith
Langfuse
OpenTelemetry
Any LLM provider

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.

01
Detect
Spots regressions as they emerge
02
Fix
Generates targeted fixes automatically
03
Test
Simulates head-to-head with regression checks
04
Deploy
Ships winners with instant rollback
05
Verify
Proves it worked in production
Fully autonomous. Your team steps in only when they choose to.
Production verified

One orchestrator agent. Verified in production.

Salespeak|Salespeak runs 135 agents across 30+ customer accounts

Converra optimized Salespeak's orchestrator agent — the one that routes every conversation to the right specialist.

74%
Fewer routing failures
Users asking for help were being dismissed. Now they reach the right agent. Measured over 2 weeks of production traffic.
100%
Hallucinations eliminated
Every instance of fabricated product claims and pricing — gone. Verified across 113 production conversations.
0 hrs
Your engineers' time
Converra generated and tested the fixes. The CTO reviewed and applied the changes.

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.

A production fix from a Converra customer’s Orchestrator Agent deploy reduced the “answers questions but never asks what the user actually needs” failure pattern from 35% to 26% across 88 production conversations, verified by before/after measurement on real traffic.
Answers questions but never asks what the user actually needsVerified
Pipeline leak · surfaced across Discovery Agent and 3 more
Before fix
35%failure rate
After fix
26%failure rate
↓9 pp reduction · 88 production conversations measuredStatus: Improving
4 verified wins·0 regressions·16 fixes in test

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

Score: 12Fix this →
Aggressive volume-only disqualification threshold in prompt
Step 1 · User

"We use smart badges for our events but need a less expensive alternative. Must share contact details between exhibitors and delegates. Sustainability is important."

Step 2 · Agent

Asks about event volume — how many events planned in the next 12 months. Good qualifying question.

Step 3 · User

"2 conferences, about 200 attendees each."

Step 4 · AgentRoot causePrompt Issue

"Based on your current event volume, we may not be the best fit." Redirected to a community page. Prospect dismissed.

Disqualified on attendee count alone — ignored product-fit signals (smart badges, contact sharing, sustainability).
Intent 25Relevance 15Context 20Tool Use 30

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.

PatternAgentImpactAction
Skips qualifying questions after users express interest
Sales Agent37 conversationsOptimize
Gathers information but never advances to a concrete next step
Discovery Agent19 conversationsOptimize
Promises actions like routing or email sends without executing them
Returns Agent14 conversationsOptimize
Pitches features before understanding what the prospect actually needs
Orchestrator AgentCut by 57%View
Routes queries to the wrong specialist, misreading user intent
Triage AgentCut by 69%View

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
Terminal
# 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.