Production Monitoring for AI Agents
Trace every conversation. Detect hallucinations, data leaks, and quality drops. Score sessions across multiple dimensions. Get alerted before your users notice.
5,000 traces/month free · No credit card required
Your agent passed testing.
Production is different.
Silent hallucinations.
Your agent fabricates information confidently. No error thrown, no log entry. The user trusts a made-up answer — and you never find out.
PII exposure.
Customer SSNs, emails, and credit card numbers leak in agent responses. You find out from a compliance audit, not your dashboard.
Quality drift.
Score was 85 last month. Now it's 62. Nothing changed in your code — but the conversations got harder and your agent didn't keep up.
Send, detect, score, fix — repeat.
Observe powers a continuous improvement loop. Production conversations feed detection, detection feeds scoring, scoring feeds alerts, and alerts feed fixes — all automatically.
Every trace flows through three analysis tiers automatically. Pattern matching catches data exposure in under 10ms. AI evaluation assesses quality, compliance, and safety asynchronously. Full session review scores completed conversations across multiple dimensions.
Everything you need. One dashboard.
Seven capabilities, fully integrated.
Conversation Replay
Replay every agent conversation with quality annotations. See what was said, where it went wrong, and what the score was at each turn.
Issue Detection
Automatic detection across data exposure, security, accuracy, compliance, and more. Pattern matching runs on every trace; AI analysis runs asynchronously.
Quality Scoring
Every completed session is scored across multiple quality dimensions. Track intelligence, safety, communication, and reliability in one view.
Alert Rules
Set thresholds on the metrics that matter. Get notified by email or webhook when quality drops, error rates spike, or abandonment increases.
Analytics Dashboard
Volume, latency, score trends, and failure patterns. Build custom widgets to track the metrics your team cares about.
User-Level Insights
Track quality per end user, not just per conversation. See abandonment rates, score trends, and issue patterns for individual users.
Guard Gateway
Move from monitoring to blocking. Route responses through the gateway to block, mask, or redact sensitive data before it reaches users.
Three analysis tiers. Zero blind spots.
Fast Scan
Pattern matching · Sub-10ms · Every traceDeterministic detection of data exposure, injection attempts, and structural anomalies. Runs inline on every trace with zero latency impact.
Deep Analysis
AI evaluation · Async · Sampled or fullAI-powered assessment of hallucination, compliance, reasoning quality, and tone. Runs asynchronously so your agent stays fast.
Session Review
Full evaluation · On completion · Multi-dimensionalComplete session assessment when a conversation ends. Scores across multiple quality dimensions with strengths, gaps, and outcome tracking.
Three lines of code.
SDK or REST API. Your choice.
Send traces
Use the @agentscrimmage/observe SDK for auto-batching and provider wrappers, or POST traces directly to our REST API. One API key. Works with any language, any framework, any model provider.
Automatic analysis
Three tiers of analysis run automatically. Pattern matching is instant. AI evaluation runs async. Session scoring happens on completion.
See everything
Conversations with replay, issues by category, score trends over time, user-level insights, and configurable alert rules.
curl -X POST https://agentscrimmage.com/api/observe \
-H "Authorization: Bearer as_live_xxx" \
-H "Content-Type: application/json" \
-d '{
"traces": [{
"traceId": "t-8f3a",
"sessionId": "conv-1024",
"userId": "user-7291",
"type": "agent_response",
"response": {
"text": "Your order has been shipped.",
"latencyMs": 840
}
}]
}'Works with any stack.
Use the npm SDK for auto-batching and one-line wrappers, or POST JSON traces directly. Works with any language, any framework, any model provider.
Any language
Python · TypeScript · Go · Java · Ruby · Any HTTP client
Any framework
LangChain · Vercel AI SDK · Custom agents · Any architecture
Any model
OpenAI · Anthropic · Google · Mistral · Open source · Any provider
Why Observe?
Purpose-built for production AI agent monitoring.
Real-time detection
Issues caught in milliseconds, not days.
Multi-dimensional scoring
Quality isn't one number. We measure what matters.
Zero-latency tracing
Async by design. Your agent stays fast.
SDK + REST API
npm install @agentscrimmage/observe — or just POST JSON. Start in minutes.
Configurable alerts
Thresholds on any metric. Email or webhook.
User-level tracking
See quality per user, not just per session.
Production to testing
Turn flagged conversations into test scenarios.
Active protection
Block or redact before responses reach users.
Affordable at scale
Free tier included. Usage-based pricing above.
Built for production.
Data security
Encrypted at rest and in transit. API keys hashed. Data isolated per agent.
Retention control
Configurable retention by plan. Auto-deletion enforced. Your data, your timeline.
No training
We never train on your data. Your conversations stay yours.
Start monitoring in under 5 minutes.
Create an agent on Agent Scrimmage
Copy your Observe API key
POST traces from your application
Open the dashboard — conversations, scores, and issues appear automatically