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Cubic vs Greptile vs Graphite — AI Code Review Comparison

Three AI code review tools competing for engineering teams in 2026 take fundamentally different approaches. Cubic uses repository-wide analysis with micro-agent architecture to catch cross-file bugs, trusted by teams like cal.com and n8n. Greptile builds complete dependency graphs of entire codebases for the deepest context-aware reviews available. Graphite combines stacked PRs with an AI review agent that maintains under 3% unhelpful comment rate.

Analyzed by Raşit Akyol on March 30, 2026

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What Sets Them Apart

Cubic is a Y Combinator-backed AI code review platform that positions itself as the review tool for the AI coding era. Priced at $30 per developer per month with unlimited reviews, Cubic integrates with GitHub as a one-click app and is free for public repositories. The platform onboards by reading your senior developers' existing PR comment history to understand your team's review patterns and standards. Cubic is used in production by teams at cal.com, n8n, and PostHog, and users on Product Hunt describe it as catching complex issues with the right balance between signal and noise. The platform supports all major programming languages and is SOC 2 compliant.

Vitest, Jest, and Playwright Test at a Glance

Greptile takes the deepest approach to codebase understanding among AI code review tools. Before reviewing any code, it indexes every function, class, and dependency in your repository to build a complete code graph. This enables Greptile to catch bugs that only manifest through cross-file interactions, a class of issues that diff-based tools inherently miss. Independent benchmarks show an 82% bug catch rate, and the v4 release in March 2026 increased addressed comments per PR by 74% while reducing false positives. Greptile costs $30 per developer per month and is backed by Y Combinator with a $180 million valuation after its Benchmark-led Series A.

Graphite takes a different path by combining stacked pull requests with AI-powered code review through its Graphite Agent. The stacked PR workflow breaks large changes into small, dependent PRs that merge in sequence, which fundamentally changes the review surface area. Graphite Agent maintains an unhelpful comment rate under 3%, and when it flags an issue, developers change the code 55% of the time compared to 49% for human reviewers. Shopify reported 33% more PRs merged per developer after adoption, and Asana saw engineers save 7 hours weekly with 21% more code shipped. The constraint is that Graphite is GitHub-only and requires the entire team to adopt stacked workflows.

The core architectural difference lies in how each tool understands code changes. Cubic uses a micro-agent architecture where thousands of specialized agents continuously scan the entire codebase, catching issues beyond just PR diffs. It groups related changes together and orders them logically rather than alphabetically, helping reviewers understand complex PRs. Greptile builds a dependency graph and traces how changes propagate across files. Graphite Agent benefits from the stacked PR structure, where each small PR is inherently easier to reason about, reducing the need for deep cross-file analysis.

Speed, Configuration, and API Compatibility

False positive management is a critical differentiator. Greptile's deep analysis produces the highest catch rate but also generates more false positives, with benchmark testing showing 11 false positives compared to CodeRabbit's 2 in head-to-head evaluation. Cubic claims fewer false positives than the industry average through its reasoning logs and micro-agent architecture, with transparency into why each issue was flagged. Graphite Agent's under 3% unhelpful comment rate suggests the tightest precision, though this may partly reflect the simpler review surface created by stacking PRs into smaller chunks.

Learning and adaptation capabilities vary. Cubic analyzes past code and review comments to understand your team's coding patterns and preferences, improving over time based on what human reviewers focus on and what they ignore. Greptile supports a feedback loop where thumbs-up and thumbs-down reactions on its PR comments train the model to your team's preferences over two to three weeks. Graphite Agent provides one-click fixes and resolves CI failures inline, learning from the team's merge patterns within the stacked workflow context.

Repository and codebase scanning is where Cubic differentiates most visibly. While most AI code reviewers only analyze individual pull requests, Cubic also runs continuous scans across the entire codebase on a schedule to flag hard-to-find bugs and security issues proactively. This means issues can be caught even without a PR triggering the analysis. Greptile maintains its code graph continuously but primarily surfaces findings through PR reviews. Graphite focuses exclusively on the PR workflow and does not offer standalone codebase scanning.

Ecosystem and Migration

Platform support and deployment options reveal different target markets. Cubic currently integrates with GitHub only, as does Graphite. Greptile supports both GitHub and GitLab, with on-premise deployment options. For teams using Bitbucket or Azure DevOps, none of these three tools currently provide native support, which may push those teams toward alternatives like CodeRabbit or CodeAnt AI. All three offer cloud-hosted solutions, and Greptile provides self-hosted options for enterprises with data sovereignty requirements.

Pricing is remarkably close. Both Cubic and Greptile charge $30 per developer per month with unlimited reviews. Graphite offers its core stacked PR workflow and review features, with Agent capabilities included in paid plans. For a 20-person team, annual costs would be approximately $7,200 for either Cubic or Greptile. The real cost difference lies in workflow requirements: Graphite demands team-wide adoption of stacked PRs, which involves training costs and workflow change management that the other tools do not require.

The Bottom Line

Cubic wins this comparison for teams working on complex GitHub repositories where cross-file bugs are costly and continuous codebase scanning adds preventive value beyond PR-time review. Greptile is the stronger choice for teams that need the absolute deepest codebase understanding with the highest bug catch rate and require GitLab support or self-hosted deployment. Graphite is ideal for teams already using or willing to adopt stacked PR workflows, where the combination of smaller PRs and AI review creates a fundamentally different and more efficient development velocity.

Quick Comparison

FeatureCubicGreptileGraphite
PricingFree/open-source access listed; verify paid team pricingPro $30/seat/mo with 50 reviews included; $1/additional review; Enterprise custom; OSS/startup discountsFree (Hobby) / Starter $20/user/mo / Team $40/user/mo
PlatformsGitHub, all major programming languagesGitHub, GitLab, VS Code, Slack, JiraGitHub, VS Code, CLI, Slack
Open SourceNoNoYes
TelemetryCleanCleanClean
DescriptionCubic is an AI-powered code review platform used by teams at cal.com and n8n that organizes complex PRs by grouping files logically (Backend → API → UI) and provides an AI walkthrough of changes. At paid/team pricing should be verified in Cubic’s current purchase flow; it solves the jumpiness problem in large pull requests where reviewers lose context hopping between unrelated files, offering one-click fixes and custom rule enforcement.Greptile is a Y Combinator-backed AI code review tool that indexes your entire codebase to build a semantic code graph of functions, classes, and dependencies. Unlike diff-only reviewers, it catches cross-file issues, architectural drift, and convention violations with an 82% bug catch rate. Supports GitHub, GitLab, Jira, Slack, and VS Code. Offers cloud and self-hosted VPC deployment with SOC2 Type II compliance. Used by 250+ companies including Stripe and Amazon.Graphite is an AI-powered developer productivity platform that combines stacked pull requests with intelligent code review. Its AI agent catches real bugs with an under 3% unhelpful comment rate and offers one-click fixes directly in the PR flow. The stacked PR workflow breaks large changes into smaller, sequenced diffs that merge independently, keeping developers unblocked. Includes a stack-aware merge queue, CLI tool, VS Code extension, unified PR inbox, and deep GitHub integration.