Your agent broke.
You found out from a customer.
Replai promotes your real production traces into a golden set, replays them against your live agent every night, and alerts you the moment quality drifts — wrong tools, blown cost, degraded answers. Agent-native, not another LLM log viewer.
Drop-in for the agents you already run
Five steps, every night, on autopilot
Turn a golden set into a monitoring asset — replay it against the live agent and diff against yesterday.
Agents shipped. Reliability didn't.
run agents in prod
…yet observability is the lowest-rated part of the AI stack — only one-third of teams are satisfied with it.
lab-to-prod gap
Agents that ace benchmarks quietly degrade in production. Replay your real traces, not synthetic eval sets.
adoption by 2028
Gartner expects most engineering teams to adopt agent evaluation & observability. Get ahead of it.
Built for how agents actually fail
Not token counts and latency graphs — tool sequences, cost envelopes, and answer quality.
Agent-native scoring
Deterministic scorers catch the real failure modes: wrong/missing/reordered tool calls, blown cost budgets, and output that drifted from the expected answer — plus an optional LLM judge for open-ended quality.
OpenTelemetry ingestion
If your agent already emits GenAI spans, it's already compatible. POST /v1/traces/otel and you're in — no bespoke exporter.
Drift alerts
Score-drift detection with Slack, PagerDuty & email sinks.
CI gate
Exit-code on regression — block a bad deploy in the pipeline.
Real infrastructure
FastAPI control plane, Postgres, a live dashboard, and a Docker stack. Run it on our managed cloud, or in your own VPC on Enterprise.
LLM-as-judge, when string match isn't enough
Grade open-ended answers against a rubric with a model of your choice (via OpenRouter). Deterministic by default, intelligent when you need it — and every verdict is reproducible.
Pays for itself in one prevented outage
Start free. Paid plans add nightly scheduling, alerting & CI gating. Enterprise runs in your own cloud.
- 1 agent
- 50 golden cases
- Manual replay
- Dashboard alerts
- Community support
- 3 agents
- 500 golden cases
- Nightly scheduling
- Email alerts
- CI gate
- 15 agents
- Unlimited golden cases
- Slack + PagerDuty
- CI gate
- Priority support
- Unlimited agents
- SSO + on-prem
- All alert channels
- Dedicated + SLA
- Security review
Questions, answered
How is this different from an LLM observability tool?
Do I have to change my agent code?
/v1/traces/otel. Otherwise post a small JSON trace. Replaying just needs a webhook your agent already exposes.Can I run it in my own cloud?
What does the LLM judge cost?
Stop finding out from customers.
Wire up your agent in minutes. Replay tonight. Get alerted the moment it drifts.