AI CODING TOOL SPEND

License Optimizer

Enter your team's AI-coding-tool seat count and recent activity to get a calculated utilization rate and wasted spend estimate.

  • Uses your inputs in a transparent calculation
  • Instant result with practical next steps
  • No signup required

Planning guidance only. Validate important decisions with customer evidence and your delivery team.

How it works

1

Enter your seat and usage numbers

Team size, purchased seats, active users in the last 30 days, and average monthly cost per seat.

2

We calculate utilization and waste

Utilization rate is active users divided by seats. Wasted spend multiplies unused seats by your per-seat cost, then annualizes it.

3

Get a tier-specific action plan

The recommended next steps match your waste level, from routine rechecks to an immediate seat audit.

Frequently asked questions

Does this connect to my actual billing or license account?

No. This tool computes entirely from the numbers you type in — it does not connect to any real license, billing, or usage account. Pull your actual seat and activity counts from your provider's dashboard first for an accurate result.

What counts as an 'active' user?

Use your AI coding tool's own definition of activity in the last 30 days — typically any seat that logged in or made at least one request. Check your provider's admin dashboard for this number.

Why does the tool annualize wasted spend?

A small monthly waste figure can look insignificant, but multiplied across a year it's often the number that justifies actually acting on seat reallocation.

Is 80% utilization a hard threshold?

No — it's a reasonable rule of thumb. Some teams intentionally keep spare seats for onboarding or seasonal contractors, which is a legitimate reason for utilization below 100%.

How We Compare

Feature MVPHub GitHub Copilot admin dashboardCursor team billing dashboard
Quick manual utilization check across any tool Included Limited Limited
Wasted spend annualized automatically Included Not included Not included
Live, automatic seat activity tracking Not included Included Included
Direct seat reassignment/cancellation Not included Included Included

Provider admin dashboards (like GitHub Copilot's or Cursor's) track real seat activity automatically and let you manage seats directly. This tool gives a fast, tool-agnostic utilization check from numbers you already have, useful for a quick gut-check or comparing tools side by side.

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