How much does AI code review cost per developer?
Reviewing pull requests for bugs and leaving comments.
The short answer
On Claude Opus 5, at 25,000 input and 1,500 output tokens per call. Twenty-five thousand input tokens is a medium pull request plus the surrounding files needed to review it honestly. Sixty calls a month is roughly three pull requests a day per developer.
Your numbers
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Your numbers
Rough numbers are fine. You are checking whether you are near the line, not being exact.
Frontier tier. Use it where the task is genuinely hard, not as a default.
Everything you send it
What it sends back
How often one user uses it
What it costs you
What drives the cost
Both halves, unusually. Code review needs a lot of context to be worth reading, and it produces long output because a useful review comment explains itself. This is one of the few use cases where the output tokens genuinely matter.
Where the estimate goes wrong
Reviewing every push rather than every pull request. The volume difference is large and the marginal value of reviewing an intermediate commit is close to zero. Where the cost comes out too high, the trigger condition is usually the lever rather than the model.
What this does not price
Code review is the use case where the cheap model is most often not good enough, and where the difference shows up as findings you never see rather than as visible errors. Judge it on real pull requests with known bugs, not on whether the output reads well.
Other features people cost
Customer support agent
A conversational agent answering customer questions against your help centre and ticket history.
Retrieval-augmented search
Semantic search over your own documents, with a generated answer and citations.
Document summarisation
Turning long uploaded documents into a short summary or structured extract.
Next step
If automated code review is on your roadmap and the number here made you pause, that is exactly the conversation worth having before an engineer starts.