guide
How to See AI Coding Plan Usage and Seat Waste
Updated 2026-07-19 · how to see plan usage AI coding team
Who this is for
Engineering managers and platform leads who renew Cursor, Claude, Codex, or Copilot seats and cannot see org-wide utilization in one place.
Finance partners who need evidence before cutting or expanding AI coding subscriptions.
What you can see
Purchased seats versus active usage for supported tools and subscription cycles.
Quota pressure: who is near or over plan limits during the current cycle.
Per-developer cost and model attribution so idle seats and heavy users are obvious.
Device and agent coverage so “no usage” is not confused with “not enrolled.”
How it works
Developers enroll a lightweight local agent. UseJunction reports usage signals (tool, model, tokens, latency, status). Richer work detail is optional and can be turned off.
The dashboard rolls usage into subscription cycles so you can judge intentionality before renewal, not only from vendor admin consoles.
Why native plan UIs are not enough
Vendor consoles show one product at a time. Teams often run Cursor, Claude Code, Copilot, and local models together.
UseJunction gives a shared operating picture across tools so seat waste and quota pressure are comparable org-wide.
See AI coding plan usage and waste with UseJunction
- Create an organization. Sign up for UseJunction (self-hosted or hosted) and create your org.
- Enroll developer devices. Have developers connect the local agent with an invite token.
- Open tools and cycle views. Review seats, quotas, and cycle utilization for Cursor, Claude Code, and other tools.
- Act on waste signals. Reclaim idle seats, investigate quota pressure, and align renewals with verified usage.
FAQ
- Can I see Cursor plan usage for my whole team?
- Yes. With devices enrolled, UseJunction attributes Cursor-related usage and helps you compare seats and cycle utilization across the org—not only in Cursor’s own admin view.
- Does this watch developers’ work?
- Privacy first, observability second. There is no keystroke surveillance, browser capture, or network interception. Work summaries and person-level detail can be turned off per person or team.
- How do I spot wasted seats?
- Compare purchased seats and quotas to verified usage and enrollment coverage. Idle seats with enrolled devices, or seats without coverage, both show up as actionable signals before renewal.
Get started
Deploy open-source or start a Team trial.
