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Add "You're Measuring AI Spend, Not AI Value" to Useful resources - #35

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Add "You're Measuring AI Spend, Not AI Value" to Useful resources#35
sneg55 wants to merge 1 commit into
engineering-management:masterfrom
sneg55:add-cpvo-ai-spend-article

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@sneg55 sneg55 commented Jun 15, 2026

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Adds one row to the Learning → Useful resources table:

Why it fits

As AI dev tools become a real line item, EMs are being asked "is it working?" and only have the invoice to point at. This article makes the case that velocity and lines-of-code stopped working as proxies once AI entered the loop, and proposes cost-per-verified-outcome (CPVO) — team-tagged AI spend divided by outcomes that shipped and stayed shipped — plus review-tax and verified-share as a team-level dashboard. Relevant to the list's KPI/metrics and resources themes, and kept at team altitude to avoid per-person leaderboards.

Single-row addition; no other entries touched.

An article proposing cost-per-verified-outcome (CPVO) as a team-level
way to measure the value of AI dev-tool spend.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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