# Agent Tracing: Production Run Accountability

> Agent tracing means structured run metadata—what tools ran, what failed, what it cost—so fleets are operable.

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

**Agent tracing** is how you stop guessing.

A useful trace answers:

- Which agent and tools ran
- Inputs/outputs at tool boundaries (with redaction discipline)
- Failures and retries
- Cost signals (tokens, time)

## Tracing vs marketing dashboards

A green "uptime" tile is not tracing. Structured run metadata is. Production agent platforms are rediscovering this the hard way—scout runs without self-reported facts cannot answer "did this file feedback?"

## Pair with token usage

Traces tell quality story; **token usage** tells money story. You need both for an AI-native company.

jurniti ships an advisory BYOK token meter alongside agent hosts: [Token usage](/docs/token-usage).

## Full course

Tracing is the observability chapter of a larger OS:

No free trial of compute. Email course is free. First purchase: 30-day money-back.

## Frequently asked questions

### What is agent tracing?

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.