AI FinOps

Reference

How to cite

The metric is free to use, adopt, and reference. The original definition appears in The Delivery Gap; this site is the canonical online definition.

In writing

For papers, posts, and reports, the simplest reference is:

Hill, B. (2026). The Delivery Gap. See aifinops.dev for the canonical definition.

BibTeX

@book{hill2026deliverygap,
  author    = {Hill, Brenn},
  title     = {The Delivery Gap},
  year      = {2026},
}

@misc{cpac2026,
  author       = {Hill, Brenn},
  title        = {Cost per accepted change: canonical definition},
  year         = {2026},
  howpublished = {\url{https://aifinops.dev}},
}

Plain text

Cost per accepted change, defined in Hill (2026), The Delivery Gap.
Canonical reference: https://aifinops.dev

Inline first mention

The recommended phrasing for the first mention of the metric in any document is:

cost per accepted change — the fully-loaded cost of producing software that reaches production and stays there, divided by the number of changes that do (Hill, 2026).

In dashboards and tooling

When the metric is exposed in a dashboard, report it alongside the formula and the window length. The minimum recommended label is:

Cost per accepted change — last 4 weeks
$ per change that reached production and stayed there
Source: https://aifinops.dev

Naming convention

The metric is written as cost per accepted change — lowercase, no hyphenation — in formal writing. The acronym CPAC sees informal use across this site and in practitioner discussion; readers should note that it collides with an unrelated US political acronym in web search, so the full phrase is preferred in document titles, headlines, and SEO-relevant text.

Version and governance

Versionv0.1.0 (reference release, May 2026)
EditorBrenn Hill
Definition stabilityThe formula and the size-normalization rule are stable for v0.x. Refinements to recipes, worked examples, and supporting documentation are welcome.
Change processOpen an issue or pull request at the repository. Proposals with empirical grounding (a real measurement window, real numbers, real lessons learned) get priority.
ChangelogCHANGELOG.md

This is a reference definition, not a self-declared standard. Adoption builds the standard; the site provides the shared vocabulary.

License

The definition is free to use. The calculator library is MIT-licensed: github.com/brennhill/cost-per-accepted-change.