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Side-by-side comparison · Coding & Dev Tools

CodeRabbit vs Factory vs Zed

Everything that matters when choosing between them, in one place: our rating, what each can do, what they cost, and the trade-offs.

CodeRabbit

3.9

From $24/dev/mo

Factory

3.8

From $20/mo

Best overall

Zed

4.3

From $10/mo

Comparing 3 tools, the maximum.

At a glance

Easiest to use

Pick it if: Teams and solo builders shipping code through GitHub or GitLab, especially those letting AI agents write most of it.

Pick it if: Software teams that want AI agents to take tickets off the backlog and come back with finished pull requests.

Zed4.3
Best overallBest value

Pick it if: Developers who want a fast editor and already pay for Claude or another AI provider.

Overview

AttributeCodeRabbitFactoryZed
In one lineAI that reviews every code change on GitHub and flags bugs before they go live.AI coding agents called Droids that take on whole engineering tasks from your backlog.A fast, free, open-source code editor that runs Claude Code and other AI agents inside it.
Pricing modelFreemiumPaidOpen source
Starting price$24/dev/mo$20/mo$10/mo
Free plan Yes No Yes
Works with Claude Code Yes Yes Yes

Rating breakdown

Our scores out of 5. The higher bar in each row is highlighted.

AttributeCodeRabbitFactoryZed
Overall rating3.93.84.3Winner
Ease of useHow quickly someone non-technical gets value from it.
4.5
3.0
3.5
FeaturesHow completely it covers its own job, and how well the pieces fit together.
4.5
4.5
4.0
Output qualityHow good the results are before you fix them.
4.0
4.0
4.0
Value for moneyWhat you get for the price, including the free plan.
3.0
3.5
5.0
Speed & reliabilityHow fast it is and how often it falls over.
3.5
4.0
5.0

Feature comparison

A tick means it does this today. A dash means we haven't checked.

AttributeCodeRabbitFactoryZed
Access & platform
Free plan Yes No Yes
Mobile app No– No
Desktop app No Yes Yes
Browser extension No– No
API access Yes Yes–
Teams & business
Team workspace Yes Yes Yes
Enterprise plan or SSO Yes Yes No
Connects to other apps Yes Yes Yes
Open source or self-hosted– No Yes
AI abilities
Works with your files No Yes Yes
Understands images No– Yes
Makes images No No No
Makes video No No No
Writes code Yes Yes Yes
Runs agents or automations Yes Yes Yes
Learns your brand or style Yes– Yes
Works in many languages Yes– Yes
Capabilities score9/ 178/ 1711/ 17

Pricing

Plans as listed on each vendor's site when we last checked. Confirm before you buy.

AttributeCodeRabbitFactoryZed
Plans

Free

Free

Open-source projects and trying it out.

Pro

$20/mo

A developer trying agents day to day.

PersonalOur pick

Free

Almost everyone.

EssentialsOur pick

$24/dev/mo billed yearly, or $30 monthly

Small teams who want every pull request reviewed.

PlusOur pick

$100/mo

Developers who lean on agents all day.

Pro

$10/mo

People who want Zed's hosted AI without managing keys.

Team

$48/dev/mo billed yearly, or $60 monthly

Busier teams with many open pull requests.

Max

$200/mo

Heavy individual users.

Business

$30/seat/mo

Teams that need spending and access controls.

Advanced

$72/dev/mo billed yearly, or $90 monthly

Teams that want security monitoring.

Teams

$60/mo per team plus $40/seat

Small teams up to 10 people.

Enterprise

Custom

Large organisations.

Business / Enterprise

Custom

Larger companies with security requirements.

Which plan to pickStart with the 14-day trial. Essentials is enough for most small teams; you only pay for developers who open pull requests. Turn on usage-based reviews ($0.25 a file) with a monthly cap if you keep hitting the hourly limit.Try Pro for a month to see if the agents suit your codebase. If you want Droids working in the background while you do other things, you need Plus.Personal. If you have Claude Pro, run Claude Code inside Zed and you are done. Pro only makes sense if you want Zed's built-in assistant and edit predictions without setting up API keys.

Key features

AttributeCodeRabbitFactoryZed
Standout features
  • Pull request reviews
  • One-click fixes
  • Learns your rules
  • Reviews before you commit
  • Pre-merge checks
  • Triage and security
  • Droids
  • Start work from anywhere
  • Droid Computers
  • Missions and automations
  • Choice of models
  • Public API and SDK
  • Built for speed
  • External agents inside the editor
  • Bring your own keys
  • Edit predictions
  • Real-time collaboration
  • Open source

Pros and cons

AttributeCodeRabbitFactoryZed
Pros
  • Set up in minutes and reviews every pull request automatically
  • Catches real bugs, including ones the coding agent missed
  • Works with any coding agent or editor
  • Free for open-source projects
  • Learns your preferences when you reply to it
  • Start agent work from tickets and chat, not only the terminal
  • Use models from several AI companies in one tool
  • Can fall back to free open models when you hit your limit
  • Strong enterprise options: SSO, zero retention, on-premise
  • Noticeably faster than VS Code and Cursor
  • Free, open source, and no charge for running your own agents
  • Clean agent panel that shows exactly what changed
  • Built-in real-time collaboration
Cons
  • Marketed as unlimited, but hourly caps and fair-use throttling frustrate heavy users
  • Can be noisy, with nitpicks mixed in with real problems
  • Per-developer pricing adds up for bigger teams
  • Some users report billing mistakes, refund trouble and slow support
  • Rolling usage limits make monthly cost hard to predict, and premium models eat them fast
  • Background cloud agents need the $100 plan
  • Less transparent about what context it's using than Claude Code
  • Only useful if you have developers to review its work
  • Smaller extension library than VS Code or Cursor
  • Less hand-holding for beginners; it assumes you know your way around an editor
  • Business plan has no SSO yet, which rules it out for some companies
  • Its own hosted AI is basic compared with the agents you can bring

Who each one is for

AttributeCodeRabbitFactoryZed
Best for
  • Reviewing AI-written code before it ships
  • Small teams without a senior reviewer
  • Catching bugs and security issues in pull requests
  • Open-source projects (free)
  • Working through backlog tickets in the background
  • Bug fixes and small features from Jira or Linear
  • Automated pull request reviews
  • Teams that want to mix AI models
  • Recurring engineering chores like docs and tests
  • Running Claude Code inside an editor
  • Speed on big projects
  • Using your own AI subscription
  • Pairing with teammates in real time
You'll find it used by
  • Software teams
  • Open-source maintainers
  • Agencies
  • Solo founders
  • Software teams
  • Engineering managers
  • Developers
  • Platform and DevOps teams
  • Developers
  • Claude Code users
  • Open source fans
  • Small teams

Questions people ask

Which is better, CodeRabbit, Factory or Zed?

Zed scores highest overall in our ratings (CodeRabbit 3.9/5, Factory 3.8/5 and Zed 4.3/5). CodeRabbit is best for Reviewing AI-written code before it ships and small teams without a senior reviewer. Factory is best for working through backlog tickets in the background and bug fixes and small features from Jira or Linear. Zed is best for Running Claude Code inside an editor and speed on big projects.

Which is cheaper, CodeRabbit, Factory or Zed?

CodeRabbit: There's a free plan, and paid plans start at $24/dev/mo. Factory: There's no free plan. Paid plans start at $20/mo. Zed: There's a free plan, and paid plans start at $10/mo.

Which is easier to use, CodeRabbit, Factory or Zed?

CodeRabbit rates highest for ease of use in our scores. Teams and solo builders shipping code through GitHub or GitLab, especially those letting AI agents write most of it.

How we compare

Ratings are our own, from using each tool, across ease of use, features, output quality, value for money, speed & reliability.

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