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magnus919_agent-skills/ai-operating-economics/templates/ai-economics-review.md
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Magnus HedemarkandGitHub 94b7231147 feat: add AI operating economics skill (#368)
* feat: add AI operating economics skill

Add an evidence-led methodology for evaluating AI workflow value, cost, worker effects, quality guardrails, and authority expansion. Includes research references, durable decision templates, and six eval cases. AI assistance: Jasper, on behalf of Magnus Hedemark.

Signed-off-by: Magnus Hedemark <magnus919@pm.me>

* fix: resolve AI economics review findings

Align section numbering, evidence-language examples, and intervention-mode terminology identified by the exact-head review.

Signed-off-by: Magnus Hedemark <magnus919@pm.me>

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Signed-off-by: Magnus Hedemark <magnus919@pm.me>
2026-08-21 13:53:49 -04:00

1.6 KiB

AI Economics Review

Use this template for an executive, portfolio, experiment, launch, or lifecycle review that consumes one or more AI initiative evidence records.

Review header

  • Review purpose:
  • Review date:
  • Operating mode: lightweight / high-assurance
  • Accountable decision-maker:
  • Records reviewed:
  • Decision deadline or trigger:

Executive decision

  • Disposition: scale / constrain / redesign / hold / retire / exception
  • Decision in one sentence:
  • Approved population and workflow:
  • Approved authority:
  • Budget or cost boundary:
  • Review trigger:

Evidence summary

Dimension What was observed Confidence/class Material caveat Owner
Workflow outcome
Quality and safety
Worker/user/customer effect
Adoption and substitution
Marginal economics
Fully loaded economics
Reliability and operations
Governance and authority

Slices that change the decision

Slice Result Why it matters Required response

Evidence gaps and exceptions

Gap or exception Consequence if wrong Owner Control or containment Revisit date/trigger

Options and trade-offs

Option Value evidence Cost Quality/worker/user effects Authority and reversibility Recommendation

Decision record

  • Why this disposition is justified:
  • What would falsify or reverse it:
  • What will not be claimed:
  • Next action:
  • Named owner:
  • Verification evidence required before the next authority or investment step: