Release Engineering for Production AI Agents
The missing layer between observability and production: instant rollback, time-travel debugging, and progressive rollouts for your LangGraph, LlamaIndex, and Bedrock agents.
You Can't Ship What You Can't Debug
Agent Changes Are High-Risk
A single prompt tweak or tool update breaks production. No safe way to test or roll back means every deploy feels like Russian roulette.
Multi-Step Failures Are Opaque
When your agent fails at step 17 of a 23-step workflow, traces show what happened but not why. You need to replay the exact state to debug.
Cost Incidents Surprise You
A loop in your agent logic or an overly chatty tool causes $10K in unexpected API bills. By the time you notice, damage is done.
Ship Agents Like You Ship Code
One-Click Rollback
Version your entire agent stack—prompts, tools, policies, and configs. When something breaks, hit undo in seconds, not hours.
- Git-style versioning for agent behavior
- Atomic rollbacks across all components
- Approval workflows for production changes
Session Replay
Time-travel debug any agent execution. Replay the exact state, inputs, and context to understand what went wrong.
- Step-by-step execution replay
- Full context preservation (state, tools, memory)
- Compare before/after behavior changes
Progressive Rollouts
Deploy agent changes to 5% of traffic first. Monitor metrics, then gradually expand or instantly roll back.
- Canary and blue-green deployments
- Automatic failure detection
- Cost and quality guardrails
Why Not Just Use Observability Tools?
| Capability | LangSmith / Langfuse | AgentOps |
|---|---|---|
| Traces & Logging | ✓ Excellent | ✓ OpenTelemetry-based |
| Evaluations | ✓ Strong | ✓ Eval pipeline included |
| Versioned Agent Configs | ✗ Limited | ✓ Full version control |
| One-Click Rollback | ✗ Manual | ✓ Instant atomic rollback |
| Session Replay | ✗ View-only traces | ✓ Time-travel debugging |
| Canary Deployments | ✗ Not supported | ✓ Progressive rollouts |
| Self-Host / VPC | Enterprise only ($$$) | Free tier available |
"We were terrified to touch our production agents. AgentOps gave us the confidence to iterate fast without breaking production."— Senior AI Engineer, Fortune 500 Insurance
Ready to Ship Agents with Confidence?
Join our private beta. Limited to 100 early access teams.