Optimization

Converra generates targeted fixes for your agents, proves every change in simulation, and ships what works — connecting directly to where your agents live.

How It Works

  Your Production Stack          Converra              Back to Production
  ──────────────────────    ─────────────────────    ──────────────────────
  LangSmith / API / Manual  →  Diagnose & Fix     →  Deploy proven fix

1. Import - Pull prompts and traces from LangSmith, your API, or paste manually
2. Diagnose - Identify failure patterns and root causes
3. Generate Fixes - Create targeted variants addressing diagnosed issues
4. Simulate & Prove - Test fixes against diverse personas and regression scenarios
5. Select Winner - Identify the best-performing variant with evidence
6. Deploy - Push the proven fix back to production

Learn more about the full lifecycle

Quick Links

• How Optimization Works - Understand the process
• Running Optimizations - Start your first optimization
• Understanding Results - Interpret and apply results

Key Benefits

Benefit	Description
Evidence-Based	Every fix is proven in simulation before production
Safe Testing	Changes are validated without affecting live users
Closed-Loop	Failures are diagnosed, fixed, and verified automatically
Transparent	See exactly what failed, what changed, and why the fix works