Continuous agent improvement

Your agents are failing.
They don't have to.

Converra diagnoses failures, generates fixes, tests them against real scenarios, and ships what works — while your engineers build.

Teams see 20–40 percentage point agent quality gains
Works with
Vercel AI SDK
LangChain
LangSmith
Langfuse
OpenTelemetry
Any LLM provider

Manual fixes cost your team.
Automated ones compound.

Every fix your team ships by hand starts from scratch. No learning carries over. No improvement accumulates. Converra closes the loop automatically.

Manual
  • Engineer spots issue in logs
  • Rewrites prompt from scratch
  • No regression testing
  • Ships and hopes
  • Repeats next quarter
3–5%quality gain after 6 months
With Converra
  • Detects regressions as they emerge
  • Generates targeted prompt variants
  • Tests every fix in simulation
  • Ships only proven improvements
  • Runs continuously, not quarterly
+29%average quality gain in 20 days

Detect. Fix. Test. Deploy. Repeat.

Every fix teaches the next one.

01
Detect
Spots regressions and failure patterns as they emerge
02
Fix
Generates targeted prompt variants — no engineer needed
03
Test
Runs head-to-head simulations with regression checks
04
Deploy
Ships winners when you approve — with instant rollback
Fully autonomous. Your team steps in only when they choose to.

Every deployment lifts the score

Real-time tracking of production scores alongside simulation predictions. Each deployment marker shows where Converra shipped an improvement.

Production Score
68+29 pp
from 39 baseline · 20 days
30405060708090Mar 1Mar 6Mar 11Mar 16Mar 20~85 code-fix ceiling74 converrav1v2v4v53968 production
ConverraProduction·7 generations5 deployed
Ceiling gap: ~17 pp

Pinpoint the exact step where the conversation broke

Not just “something went wrong”. Converra identifies the exact step, the exact failure mode, and the exact fix. Then tests it in simulation before shipping.

Conversation #2847 — Sales Agent

Score: 22Fix this →
Agent ignores buying signals, treats enterprise buyer as early-stage lead
Step 1 · User

Prospect signals high intent — "We’re replacing Zendesk, 200 seats, budget approved. Need to migrate by end of month."

Step 2 · AgentRoot causePrompt Issue

Agent launches generic discovery — "What’s your team size? What are your main pain points?" Ignores budget, timeline, and seat count already stated.

Missed buying signals — agent defaulted to generic discovery instead of matching urgency and specificity of the prospect’s request.
Intent 25Relevance 20Context 30Tool Use 15
Step 3 · User

"Need pricing and SOC 2 report by Thursday or we’re going with Intercom."

Step 4 · Agent

Sends link to self-serve pricing page — enterprise buyer with $240K deal routed to a "compare plans" page

Intent 35Relevance 15Context 40Tool Use 10
Step 5 · User

"We’ve signed with Intercom. Your sales process felt like starting from scratch every message." — $240K deal lost

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

28FLEET SCORE
Critical — 8 agents need immediate attention
89%Failure rate
34%Goal completion

Agent Improvements

2 ready to deploy
+3pp avg lift per agent
Review →
Manual deployment — review required before deploy
Fleet Intelligence

750 of 920 diagnosed conversations with failures · Last 30 days

Updated 3h ago?
PatternConversations%
Agrees to refund without verifying order statusRevenue loss, policy bypass
21424%
Drops conversation context after transferringUsers repeat themselves, CSAT drops
15217%
Gives shipping estimates without checking inventoryBroken promises, support tickets spike
9811%
Misreads cancellation intent as general inquiryChurn not flagged, retention missed
809%
Suggests unavailable products or expired promotionsTrust eroded, cart abandonment
718%
Loops on the same question without escalatingFrustration, session abandonment
546%
Skips identity verification on account changesSecurity gap, compliance exposure
455%
Responds in wrong language after locale switchUser confusion, accessibility failure
364%
Business Impact
  • 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
Recovery Potential
  • ~80% of refund leakage recoverable with order-status verification rule
  • Context-carry fix eliminates ~140 repeat contacts/mo across 3 agents
All AgentsSorted by score, worst first
AgentScoreConvosTop FailureStatus
Returns Agent23820Drops context after handoffNeeds optimization
Triage Agent362150Misreads intent signalsOptimizing...
Billing Agent571480Skips payment verification+9pp ready
Onboarding Agent74930Deployed
Show 20 more agents →

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.

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.