How to Read the 30-Day Usage Report

v2026.9.6 added complete 30-day Usage reporting. Use it to separate model invoices from “the Gateway was just running.” Exact labels live in your Control UI; this page is the operator reading.

Background learning, GPT Live, and tool-heavy specialist teams show up as model usage, not as VPS RAM. Pair this page with the cost playbook.

Questions the report should answer

  • Which agent burned tokens this month?
  • Was it chat, tools, learning, or live meetings?
  • Did a cheap Haiku/fast model actually take the volume, or did everything escalate to Opus/Sol?

Reading it

  1. Open Usage in the Control UI after you are on 9.6 or later.
  2. Sort by agent, then by model. A forgotten specialist with Opus 5.5 as default is a common leak.
  3. If Skill Workshop background learning is On, look for a steady drip with no matching user messages. Turn it Off if you did not want that. Workshop 2.0.
  4. Compare the 30-day total to the provider invoice. If they disagree, you are looking at a different timezone or a second API key.

Related