AI-Powered Engineering
Anyone can ship. Nothing ships unchecked.
We set this up for your whole team, developers and non-developers alike. Describe the change in a ticket, then build it with your AI desktop tool on a dev server that's ready to go. Automated review, tests and deploys carry it to production.
AI desktop tool
Claude CodeCodex
- Talk through the idea and try options
- Knows your team's conventions
Fully configured dev environment
- Codebase, services and data ready to run
- Read-only access to production logs and data
- Your work live on its own preview URL
- Nothing to install, safe credentials
Start in minutes
No local setup. Connect your AI tool and the environment is ready.
Checked on every PR
AI review, fast unit tests and AI-written end-to-end tests.
Ships on schedule
Auto-merge, scheduled deploys and post-deploy tasks. No manual release steps.
Errors come back as tickets
Daily AI triage turns production errors into tickets and teaches the AI reviewer what it missed.
From ticket to production
Your teamAutomated
- 1
Describe it
Anyone on your team, or the error tracker- A ticket in the issue tracker holds the request
- It stays up to date as decisions are made
- Production errors arrive as tickets automatically
- 2
Build it
You, in Claude Code or Codex- Your AI desktop tool works on the remote dev server
- Brainstorm, try different implementations
- Your coding guidelines are built in, so code stays consistent
- Check it live on your preview URL
- Hand off to a teammate with the full context saved
- 3
Open a PR
AI, from your desktop tool- Commit message and PR description written for developers
- Decisions written back to the ticket
- AI reviews the change before it's pushed
- Mark it as a draft if it's not ready to release
- 4
Reviewed and tested
CI pipeline, in parallel- Unit tests finish in minutes
- AI review checks the change against the ticket and its discussion
- Deeper review for risky changes
- 5
Tested end to end
CI pipeline- AI reads the ticket, plans and writes end-to-end tests, runs them
- Each PR gets its own test server
- Skipped only when not needed, with a reason
Any failed check blocks the merge
A check failed: fix it and push againBack to step 2
- 6
Merged
Code host + issue tracker- Developer PR: the author and the AI reviewer approve, once every check passes
- Non-developer PR: a person reviews it by default
- Low-risk changes: AI approval alone
- Ticket moves to Merged
- 7
Shipped and verified
Scheduled, then you- Deploys run on a schedule, several times a day
- Post-deploy data tasks run automatically
- Ticket moves to To be verified
- You confirm it works in production. Anything off becomes a new ticket.
Production error: daily AI triage opens a ticket and teaches the AI reviewer what it missedBack to step 1
Draft PRs skip the AI review and never auto-merge.
Review results and errors that reached production feed back into the AI reviewer, so it catches more next time.