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Atlantic vs Cursor

Where the work starts, and what lands in GitHub.

Cursor is a coding agent you can run in an editor, a terminal, Slack or the cloud, and it can start work from schedules and events in tools like Slack, GitHub and Linear. Atlantic starts from your tickets and support desk, picks the problem itself and opens the pull request last, after a browser test and a second-model review.

  • Browser test on video
  • Second-model review
  • Auto-merge is off by default

Same repository. A different finish line.

Both can open pull requests. The difference is where the work starts, how each change is proven, and how you are billed.

Atlantic

Atlantic reads your backlog, support desk and repository, picks one problem, writes the fix, tests it in a browser, has a second model review the diff and opens the pull request.

  • From tickets to pull requests
  • Evidence on the pull request

Cursor

Cursor runs agents in an editor, a terminal, Slack, GitHub and the cloud. Cloud agents work in their own virtual machines and open pull requests with screenshots and videos. Automations start agents from schedules and from events in tools like Slack, Linear and GitHub.

  • Editor, CLI and cloud agents
  • Automations and Bugbot
FeatureAtlanticCursor
How work startsThree finders read your backlog, support desk and repository, each working blind. A judge picks one problem.You start a cloud agent yourself, for example by mentioning @cursor in Slack, GitHub or Linear. Or you set up an automation that runs on a schedule or on events in Slack, GitHub, Linear and more.
Browser testingBefore the pull request opens, a browser agent drives the change for up to 40 steps on a fresh preview machine, recorded on video.Cloud agents run in their own virtual machine, can drive a browser and attach screenshots and videos to the pull request.
Review of the changeA second model reviews the diff. Blockers go back for up to 2 fix cycles before the pull request opens.Bugbot reviews pull request updates automatically, and Autofix can start a cloud agent to fix what it finds.
Run recordEvery external call a run makes is logged with source, status and time. Each provider is marked live or mocked.Cloud agent runs keep transcripts, run events, setup logs and artifacts.
Pull requests and mergingOpens pull requests on GitHub only. Atlantic never pushes to your default branch. Auto-merge stays off unless you turn it on for repositories you name.Cloud agents open pull requests. PR Routing and Approval can approve low-risk pull requests when your criteria are met.
How you payA credit is used only when Atlantic opens a pull request. Failed and cancelled runs are free.Monthly plans with a shared usage pool. Cloud agents are charged at API pricing for the model you select, and Bugbot has usage-based plans.

What this page says about Cursor summarizes the vendor's own public pages, and the table links the page behind every row. If something is out of date, email hello@getatlantic.ai.

When to choose Cursor vs Atlantic

Choose Atlantic

  • You want Atlantic to pick the problem from your tickets and support desk.
  • You want a browser test on video and a second-model review before the pull request opens.
  • You want billing tied to pull requests. A credit is used only when Atlantic opens a pull request. Failed and cancelled runs are free.

Choose Cursor

  • You want an editor with an agent for daily coding, and cloud agents for work you hand off.
  • You use GitLab, Bitbucket or Azure DevOps. Atlantic writes only to GitHub today.
  • You want agent tool execution to run on hardware you manage.
Try it on your repo
  • Writes only to GitHub
  • Auto-merge is off by default

Browser test

The change is tested before you review it.

Atlantic boots the branch on a fresh, isolated preview machine and checks its health. A browser agent drives the change for up to 40 steps, recorded on video.

  • Up to 40 browser steps
  • Video attached
The browser agent's setup steps in an example run in the Atlantic app, each with a check mark.
Example workspace

Where work comes from

Your existing tools become the work queue.

Atlantic watches the backlog (Linear, Jira, GitHub Issues), the support desk (HubSpot today) and the repository. Slack, Sentry and PostHog add evidence.

See integrations
The runs page of the Atlantic app in an example workspace: the newest runs listed with their status and title.
Example workspaceThe values are examples, not customer results.

Review

Atlantic opens the pull request. Your team reviews it.

A second model reviews the diff. Blockers go back through up to 2 fix cycles. Atlantic never pushes to your default branch. Auto-merge stays off unless you turn it on for repositories you name.

  • Up to 2 fix cycles
  • Auto-merge is off by default
A pull request on the review page of the Atlantic app: its title, state and branches, and the problem description.
Example workspace

Questions teams ask before choosing Atlantic

No. Cursor runs coding agents in an editor, a terminal, Slack, GitHub and the cloud, and starts them from prompts, assignments or automation triggers you set up. Atlantic does one job: it reads your tickets, support desk and code, picks the problem itself and opens a pull request after a browser test and a second-model review.

Three finders read the backlog, the support desk and the repository in parallel, each working blind. A judge links what they found, picks one problem and writes a thesis.

The pull request opens last, with the thesis, evidence, QA verdict and video, and reviewers are requested. Atlantic never pushes to your default branch. Auto-merge stays off unless you turn it on for repositories you name.

No. Atlantic can change only repositories in both your GitHub App install and your own selection. A run can include up to 5 repositories.

Atlantic is priced in pull request credits. Solo is $29 a month for one user and includes 2 credits. Team is $1,499 a month per workspace and includes 60 credits. Scale is $3,499 a month per workspace and includes 200 credits. Enterprise is from $60k a year. A credit is used only when Atlantic opens a pull request. Failed and cancelled runs are free. Extra credits cost $19 each.

Review a pull request instead of chasing a bug.

Atlantic picks the problem from your backlog, support desk and repository, tests the fix in a real browser and opens a pull request for your team to review.