Measure AI coding agent cost per pull request

Divide the period's agent spend by the pull requests your engineers authored

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Cost per authored PR is a period's estimated coding agent spend divided by the pull requests your engineers authored in connected repositories over the same period. VibeCheck, Maestro AI's coding agent visibility product, calculates it for a team, a person or the whole organization, across Claude Code, Codex and Cursor Desktop Agent sessions, once the GitHub App is connected.

The Problem

Total spend only ever goes up as adoption grows, so on its own it reads as bad news. Larkspire Health, a fictional 25-engineer team, doubled its agent spend in a quarter. The finance partner's question was fair: did the work get more expensive, or did the team just do more of it? Nobody could answer from the invoice.

How It Cascades

Rising spend with no denominator looks like waste, even when output rose with it.

Teams can't compare this quarter with the last on equal terms.

Leaders reach for anecdotes about a few great sessions instead of a number finance recognizes.

The Insight

Spend needs a denominator people already trust. Authored pull requests are counted in GitHub, not estimated by a model, which makes them a fair, boring yardstick to put next to agent cost.

The Solution

Connect the GitHub App. VibeCheck counts the pull requests each engineer authored in connected repositories and shows cost per authored PR beside total spend in Usage, and on each Person and Team page. Switch the view between tokens and estimated cost, and pick 4, 8 or 12 weeks or the weeks you want. It's deliberately simple: total period spend divided by authored PRs. It doesn't try to split a session's cost across pull requests. Where there's no PR data for a period, VibeCheck says so and shows a dash instead of a zero.

The Outcome

Larkspire's lead brings two numbers to the quarterly review: total agent spend and cost per authored PR for each quarter. The second one is what tells finance whether the spend is getting healthier.

Questions

It's a period's estimated agent spend divided by the pull requests your engineers authored in connected repositories over the same period. The same ratio works for the organization, a team or a person, in tokens or estimated cost.

No. It's deliberately a plain ratio of period spend to authored PRs, so anyone can check it. It doesn't try to divide one session's cost between the pull requests it touched.

Only pull requests in repositories connected through the GitHub App count. Where PR data is missing, VibeCheck shows a dash or a "PR data incomplete" note, never a zero.

Put a denominator next to your agent spend

Connect GitHub and see cost per authored PR beside total spend.

Start free for up to 5 engineers. Cost per PR comes with Pro.

After you sign up

  1. 1InstallThrough your MDM, or one command per laptop.
  2. 2SessionsEach one appears as it finishes, priced and read.
  3. 3Weekly RewindOn Pro, the Monday after an engineer’s first week.