AgentMon

Fleet Dashboard

Every AI agent across your environment in one view — status, model, runtime, and activity

Live Trace & Log Streaming

See what agents are doing right now — no waiting for batch pipelines to catch up

Agent Topology Map

Auto-discovered hierarchy — who spawned what, which services and tools are being invoked

OpenTelemetry Native

Works with any OTLP-instrumented agent — no vendor lock-in, no proprietary SDKs

Two-Click Drill-Down

From fleet overview to the exact span causing the problem — no context switching between tools

Cost Spike Alerts

Get notified when an agent's spend jumps abnormally before it becomes a budget incident

Reasoning Loop Detection

Know when an agent is stuck retrying the same failed approach — burning tokens going nowhere

Failure Grouping

Errors automatically classified by root cause so you triage problems, not duplicate alerts

Route to Your Stack

Alerts to Slack, PagerDuty, email, or webhooks — fits your existing incident workflow

Runaway Agent Protection

Detect autonomous agents going off-script — spinning up costs, hitting APIs they shouldn't, looping endlessly

Real-Time Spend Tracking

Per-agent, per-model, per-team cost data updated in seconds — not hours

Model Efficiency Comparison

Identify agents using expensive models for tasks a cheaper one handles just fine

Budget Forecasting

Historical trend analysis so finance isn't surprised at month-end — plan instead of react

Team Chargeback Reports

Cost breakdowns by team and department ready for internal allocation and accountability

Token Usage Analytics

See exactly where tokens go — prompt vs. completion, cached vs. fresh, by agent and model

Automatic Secret Redaction

API keys, tokens, and sensitive headers stripped from all stored telemetry automatically

Anomalous Behavior Flagging

Suspicious prompts, unexpected permission escalations, and unusual tool usage patterns surfaced

Full Audit Trail

Every agent run, every tool call, every external service interaction — recorded and searchable

SIEM & Webhook Export

Forward detections to your existing security tools — integrates, doesn't replace

Compliance-Ready Logging

Tamper-evident records of all agent activity for audit, investigation, and regulatory needs