# AI Agent Monitoring: Cost, Health, Honesty

> AI agent monitoring covers health, cost (tokens), and failure modes—so multi-agent companies stay accountable.

- Published: 2026-08-03 · Updated: 2026-08-03 · jurniti
- Canonical: https://www.jurniti.com/blog/ai-agent-monitoring

**AI agent monitoring** is the weekly ops question:

- Which agents are healthy?
- Which are burning tokens?
- Which failed silently?

If you cannot answer by Monday, you do not have a fleet. You have experiments.

## Three panels

1. **Health** — up, degraded, down
2. **Cost** — model tokens by agent/model (BYOK honesty)
3. **Quality** — traces, golden tasks after prompt changes

## Built-in vs bolt-on

Rebuild monitoring per project and you will skip it under pressure. Prefer host-level meters + plugin-class observability.

jurniti: advisory **token usage** on the fleet and per agent ([docs](/docs/token-usage)), plus isolation for always-on hosts.

## Course

Monitoring is day-three energy in the AI-native company series:

No free trial. 30-day money-back on first purchase.

## Frequently asked questions

### What is ai agent monitoring?

A practical building block of an AI-native company operating system—how you run agents that create value with ownership, isolation, and cost honesty—not a chat widget alone.

### How does this relate to building an AI-native company?

Fleets, observability, memory, channels, and plugins are the OS. This topic is one pillar; the free 7-day course walks all five and soft-introduces managed microVM hosts.

### What is the free AI-native company course?

A 7-day email series on fleets, observability (including token usage), memory, communication, and plugins—with optional soft jurniti CTA and no free trial of compute.

### Does jurniti charge for model tokens?

No. jurniti is BYOK: you bring keys. Token usage is an advisory meter for spend transparency, not a token resale or free tier.

### Is there a free trial?

No free trial or free tier. The email course is free. First paid purchase has a 30-day money-back guarantee.

### Where do I start?

Read this post, then enroll in the AI-native company course for a paced OS checklist that CTAs from every cluster post.