The autonomous improvement loop for AI agents.

Every fix ships with a production verdict — verified, not fixed, or confounded. You approve what goes live, and your team gets back to building.

Free account: one agent audit and one optimization run. No card required.

Text and voice agents. After signup a demo agent is already loaded; then connect yours. Connect LangSmith, Langfuse, or OpenTelemetry with no code changes, or add one SDK import. Nothing deploys without your approval. Auto-deploy stays off until you turn it on.

Production result · Salespeak · orchestrator agent

22incidents before0after the fix

Verified on real traffic

Fixed: “Invents pricing, contact emails, product features.”

Zero recurrences across 97 sampled production conversations after the fix.

Read the case study
“Converra helps us find issues we couldn't pinpoint in a multi-agent environment, and fix them without the guesswork.”
Lior Mechlovich, Co-founder and CTO, Salespeak
From production · Orchestrator97 conversations sampled after the fix

01 Diagnosed

The orchestrator answered pricing, VAT and infrastructure questions on its own instead of from Salespeak's materials.

Trust erosion22 incidents in the sampled window

Users were relying on the fabricated details as fact. Clustered from production conversations, not from a ticket.

02 Fix shipped

A targeted fix for the orchestrator's hallucinated claims, not a generic prompt rewrite.

Ran head-to-head against the current version on realistic multi-turn conversations before it touched production.

0 engineering hours to generate and test it · reviewed and applied by Salespeak's CTO

03 Verdict

Verified · real traffic

Measured from post-deploy live traffic for this failure mode, not by overall score.

Same batch, same agent:74% fewer routing failures · verified
Integrates with
Vercel AI SDK
LangChain
LangSmith
Langfuse
OpenTelemetry

The agent reliability layer for production AI

Converra diagnoses why agents fail, improves their behavior, and verifies whether each production change worked.

Converra runs the loop.
You approve what goes live.

Simulation for confidence, production A/B for proof. Start hands-on, go hands-off when you trust the system.

  1. 01Diagnoses

    Clusters every failure across the fleet.

    Trace mining and regression suites group findings by root cause, not by ticket.

  2. 02Fixes

    Drafts a targeted change. No retraining.

    Prompts, routing, guardrails and config. Small edits, scoped to the failure.

  3. 03Simulates

    Breaks it before production does.

    Every candidate runs head-to-head against the current version on realistic multi-turn conversations.

  4. 04You approveHuman

    One click. Or hands-off once you trust it.

    Review every fix at first. Turn approval off per agent when the verdicts have earned it.

  5. 05Verifies

    A verdict from real traffic.

    Production A/B on real users, measured per failure mode. Not fixed or confounded goes back to 01.

    Back to 01 · Diagnoses

Before you connect
an agent.

Do I need to change my code?

No. Connect LangSmith, Langfuse, or OpenTelemetry with no code changes, or add one SDK import. Text and voice agents both work.

Integration options
Does anything ship without my approval?

Nothing deploys without your approval. Auto-deploy stays off until you turn it on. Before a fix reaches you, it has run head-to-head against your current agent in simulation, and a change that breaks something your agent already handles well is blocked.

How the loop works
How do I know a fix actually worked?

Every shipped fix gets a verdict from real production traffic, measured on the failure it targeted: verified (the failure stopped), not fixed (it kept happening at least as often), or confounded (another change to the same agent overlapped, so the result can't be attributed). Not fixed and confounded go back into the loop.

Production verification
What happens to our production data?

It is encrypted in transit and at rest, isolated per customer, and never used for cross-customer training. You choose what to send and can redact before ingestion. Retention is configurable, and data is deleted within 30 days of account termination. SOC 2 Type II is in progress.

Trust & security
What does it cost?

One agent audit and one optimization run are free, no card required. Pro runs the continuous loop for $299/month billed annually, or $359 month to month. Enterprise adds SSO, an SLA, and volume pricing.

Pricing
Does it work with multi-agent systems?

Yes. Converra maps the handoffs between your agents and traces each failure to the step where it started, not the last agent that touched it. Routing mistakes and lost context usually start upstream.

Multi-agent failures

Connect an agent.
See the first verdict.

Free account: one agent audit and one optimization run. No card required. Text and voice agents. Connect LangSmith, Langfuse, or OpenTelemetry with no code changes, or add one SDK import. Need more? Talk to us.