The price of one AI review of a pull request, what drives it up, and what organizations did to bring it down.
16 passages from 9 organizations; 16 checked against the source. The page states no conclusion: these are the organizations' own words.
“ With code quality at high effort, the average review now costs just $0.77, down 68% from the $2.43 it averaged over our two most expensive weeks before we started.” Ryan Skidmore Author of Cloudflare's "Orchestrating AI Code Review at scale" blog post · Practitioner ,
Post: Cutting our inference bill by 68% by being obsessive about optimization , Cloudflare blog , October 19, 2026.
[ Grade B ] Said in the last year Cloudflare: $2.2 billion revenue, FY2025 Sells AI tools Passage page
“ In its first week in production the roster brought the median cost per review from about thirty cents to eleven while publishing at roughly the same rate.” Dana Dzik Engineer, Coval (author of the Coval blog post on its code reviewer) · Practitioner ,
Post: Notes on Building a Code Reviewer , Coval blog , September 10, 2026, at The roster .
[ Grade B ] Said in the last year Sells AI tools Passage page
“ So the concrete example here is we do security scanning after on our PRs in local and after our PRs even land because they will always find some things that are real that we have overlooked. And they sort of beat humans on the … code review. And it's expensive. It … us, I think like five bucks a PR or something like that to run all the checks that we want. But that's where we made an explicit decision that it's worth it.” Greg Pstrucha Developer, Sentry · Practitioner ,
Context. Pstrucha is answering the moderator's question: 'when does a loop pay for itself, and how often is this actually the case?'
Talk: The Great Loops Debate , AI Engineer (YouTube) , July 17, 2026, at 36:59 .
[ Grade B ] Said in the last year Sells AI tools Passage page
“ For the curious: reviews average around $0.73 per PR, with significant variance. Small dependency bumps cost cents; large multi-file PRs with many substantive findings can push past twelve dollars.” Dave North Leads the technical operations group · Leader ,
Post: Review is the bottleneck now: How we let AI approve pull requests (safely) , Rewind blog , June 1, 2026, at The Death Star .
[ Grade B ] Said in the last year Passage page
“ On the cost side, the average review costs $1.19 and the median is $0.98. The distribution has a long tail of expensive reviews – massive refactors that trigger full-tier orchestration. The P99 review costs $4.45, which means 99% of reviews come in under five dollars.” Ryan Skidmore Author of Cloudflare's "Orchestrating AI Code Review at scale" blog post · Practitioner ,
Post: Orchestrating AI Code Review at scale , Cloudflare blog , April 20, 2026, at Show me the numbers! / The overview .
[ Grade B ] Said in the last year Cloudflare: $2.2 billion revenue, FY2025 Sells AI tools Passage page
“ After 6 months in production: 70% reduction in trivial review comments (style, formatting) 40% faster PR turnaround time Zero security issues missed in production (caught during review) $0.12 average cost per PR review (using cost-optimized model routing)” Juspay Published by the organization itself (post), no named author
Context. List markers dropped; the four bullets under "After 6 months in production:" are joined with spaces.
Post: How We Built an AI Code Reviewer with NeuroLink and Bitbucket , dev.to (NeuroLink AI organization account, Juspay) , April 6, 2026, at Results & Lessons Learned .
[ Grade B ] Said in the last year Sells AI tools Passage page
“ Multi-model strategy works: Using cheaper models for simple checks and expensive ones for complex reasoning cut costs by 80%” Juspay Published by the organization itself (post), no named author
Post: How We Built an AI Code Reviewer with NeuroLink and Bitbucket , dev.to (NeuroLink AI organization account, Juspay) , April 6, 2026, at Results & Lessons Learned > Key Lessons .
[ Grade B ] Said in the last year Sells AI tools Passage page
“ Reviews are billed on token usage and generally average $15–25, scaling with PR size and complexity.” Anthropic Published by the organization itself (post), no named author
Post: Bringing Code Review to Claude Code , claude.com (Anthropic) , March 9, 2026, at Cost and control .
[ Grade B ] Said in the last year Anthropic: $47 billion revenue, run-rate, May 2026 Sells AI tools Passage page
“ The configuration that catches the most of what our human reviewers catch is also the cheapest one we have run, and most of its budget goes to models that would be dismissed on sight as too weak for code review—which, individually, they are.” Dana Dzik Engineer, Coval (author of the Coval blog post on its code reviewer) · Practitioner ,
Post: Notes on Building a Code Reviewer , Coval blog , September 10, 2026, at Where it goes .
[ Grade B ] Said in the last year Sells AI tools Passage page
“ we saw that against like a very naive implementation, our costs were down by 60%, and our quality and our accuracy was up by around 70%.” Ameya Ketkar Speaker, AI Engineer World's Fair 2026 (job title not stated) · Practitioner ,
Context. Ameya Ketkar is summarizing the effect of the observability and evaluation work on uReview, Uber's code-review system.
Talk: Building uReview, Uber's Multi-Agent Code Review Engine (talk, AI Engineer World's Fair 2026) , AI Engineer (YouTube) , August 28, 2026, at 10:50 .
[ Grade B ] Said in the last year Uber: $52 billion revenue, FY2025 Passage page
“ The first was cost. We were paying more for it than the results justified, and the obvious replacements wanted the same kind of money.” Arthur Vinberg Head of DevOps & IT · Leader ,
Context. The post's author explains why Ionix dropped Rovo, an AI review tool, before building its own reviewer; “it” in the passage is Rovo.
Post: We built an AI PR reviewer. The hard part was teaching it to say nothing. , Ionix blog , August 13, 2026, at Why we built it instead of buying it .
[ Grade B ] Said in the last year Passage page
“ At $40/month, it is on the more expensive end of the tooling spectrum, especially when compared to something like GitHub Copilot, which costs $19/month per user.” Peter Eysermans Author, madewithlove blog (role not stated on the page) · Practitioner ,
Post: Automatic pull request reviewing with Cursor's Bugbot , madewithlove blog , September 2, 2025, at What does it cost? .
[ Grade B ] One to two years old Passage page
“ Medium effort did lose real findings. In the randomized split, code quality at medium led to roughly a quarter as many acted-on findings as at high, which is why we're moving it to high.” Ryan Skidmore Author of Cloudflare's "Orchestrating AI Code Review at scale" blog post · Practitioner ,
Post: Cutting our inference bill by 68% by being obsessive about optimization , Cloudflare blog , October 19, 2026, at Review quality .
[ Grade B ] Said in the last year Cloudflare: $2.2 billion revenue, FY2025 Sells AI tools Passage page
“ Review has to converge. An agent author and an agent reviewer can keep each other busy indefinitely. One CLI PR went through more than fifty rounds of review and fixes overnight before its author stopped it. When we ran git blame on what the reviewer kept flagging, about 59% of it was code that had been there since the reviewer's first pass.” Anthropic Published by the organization itself (post), no named author
Post: How the Claude Code team does code review , claude.dev Blog (Anthropic) , October 15, 2026, at How we make the reviewer better .
[ Grade B ] Said in the last year Anthropic: $47 billion revenue, run-rate, May 2026 Sells AI tools Passage page
“ Before and after the convergence work: pull requests passing after one review and fix round rose from 65% to 78%; pull requests needing five or more rounds fell from 8.9% to 1.5%; mean reviews to pass fell from 2.08 to 1.32.” Anthropic Published by the organization itself (post), no named author
Context. The text description of a chart in the post comparing internal pull requests before and after changes to re-review, which the post lists as a cap of three rounds, re-reviewing only the new diff after the first few passes, flagging the class of bug, and not repeating findings already posted.
Post: How the Claude Code team does code review , claude.dev Blog (Anthropic) , October 15, 2026, at How we make the reviewer better: Figure D, Review that converges (the chart's text description) .
[ Grade B ] Said in the last year Anthropic: $47 billion revenue, run-rate, May 2026 Sells AI tools Passage page
“ Noise costs more when the author is an agent. A person can wave off a nit in seconds. An agent fixes it, which means another commit and another round of review.” Anthropic Published by the organization itself (post), no named author
Post: How the Claude Code team does code review , claude.dev Blog (Anthropic) , October 15, 2026, at How we make the reviewer better .
[ Grade B ] Said in the last year Anthropic: $47 billion revenue, run-rate, May 2026 Sells AI tools Passage page
Cloudflare
Coval
Sentry
Rewind
Uber
Ionix
madewithlove