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Buyer guide

Choosing an AI code review tool

How to compare automated review tools on the comments engineers act on, noise, data handling, and fit with your review standards.

Reading time
2 min read
Sources
13 cited
In this piece
3 products

Pick the AI reviewer whose comments your engineers act on, and check what it stores before you connect it. GILD compares CodeRabbit, Greptile, and GitHub Copilot code review on tuning, learning, context, data, and cost, from each vendor's own documentation.

When you need this

  • Pull requests arrive faster than reviewers can read them.
  • Coding agents now open a growing share of your pull requests.
  • You want written review standards applied the same way on every change.

Evaluation criteria

  1. Tuning

    Can you tell it what to flag and what to skip?

    Look forRules scoped by path: CodeRabbit path instructions in .coderabbit.yaml, Greptile strictness on a 1 to 3 scale with ignore patterns, and Copilot instruction files, including path-specific ones.

  2. Learning

    Does it learn from how your reviewers respond?

    Look forCodeRabbit turns replies in review chat into Learnings, with an optional window of up to 30 days for admins to approve each one. Greptile learns from reactions and replies, and its documentation says it stops repeating ignored comments after 2 to 3 weeks.

  3. Context

    Does it read beyond the diff?

    Look forGreptile reviews each pull request against a graph of the whole repository. CodeRabbit keeps a searchable index of the code so reviews can draw on files outside the diff.

  4. Data

    What does it store, and does it train on your code?

    Look forCodeRabbit stores encrypted code and dependency caches, a code index, and Learnings. It does not train on private repositories, and its privacy policy reserves the right to train on open-source repositories. Greptile Cloud keeps code cached until access is revoked, and its security page reserves the right to train on de-identified data until you opt out.

  5. Cost

    How does spend grow with review volume?

    Look forCodeRabbit includes 5 to 12 PR reviews per developer per hour by plan, then bills US$0.25 per reviewed file as pay-as-you-go usage, with no spending cap until an admin sets one. Greptile Pro has no seat fee and bills prepaid credits at US$1 each, with a Base review at 1 credit and Apex at 10. Copilot code review draws AI credits, which GitHub estimates at US$0.05 to US$1 per review on Lite effort.

Questions to ask vendors

  1. Which paths can we exclude, and where in the repository do review rules live?
  2. What does the reviewer keep after a review, and how do we turn retention off?
  3. Does the vendor train on any of our code, including public or open-source repositories?
  4. Past the included reviews, does review pause or bill, and under what cap?
  5. Can the reviewer approve a pull request, and who decides whether that is on?

Red flags

  • No way to scope or silence rules by path.
  • Storage claims on a marketing page that the documentation does not match.
  • Auto-approval switched on before the team has measured which comments lead to changes.
  • Comment counts offered as the measure of value.

Worth evaluating

Listed in no particular order.

Sources

Official documentation
13
  1. CodeRabbit docs: Path-based review instructionsOfficial documentationdocs.coderabbit.ai
  2. CodeRabbit docs: LearningsOfficial documentationdocs.coderabbit.ai
  3. CodeRabbit docs: FAQ (data security)Official documentationdocs.coderabbit.ai
  4. CodeRabbit Privacy Policy (updated October 16, 2026)Official documentationcoderabbit.ai
  5. CodeRabbit docs: Plans and pricingOfficial documentationdocs.coderabbit.ai
  6. CodeRabbit docs: Usage-based reviewsOfficial documentationdocs.coderabbit.ai
  7. Greptile docs: Controlling nitpickinessOfficial documentationgreptile.com
  8. Greptile docs: Memory and learningOfficial documentationgreptile.com
  9. Greptile docs: Graph-based codebase contextOfficial documentationgreptile.com
  10. Greptile security practicesOfficial documentationgreptile.com
  11. Greptile pricingOfficial documentationgreptile.com
  12. GitHub Docs: About Copilot code reviewOfficial documentationdocs.github.com
  13. GitHub Docs: Repository custom instructionsOfficial documentationdocs.github.com