AI App Operations

An AI engineer that builds, tests, ships and markets your apps.

We run our own four apps this way: websites, iPhone and Android apps, store releases, daily social posts, ads and support. You decide what gets built; the system writes the code, tests every change on web, Android and iPhone, releases to the App Store and Google Play, fixes its own failures, and stays inside hard budget limits.

See it live → The architecture
4 appsiOS, Android and web, in production
3 testsweb, Android, iPhone on every change
Dailysocial video posts, support replies, health checks
Architecture

One system from idea to app store to audience

Every arrow below runs automatically. People approve features; the machines do the building, testing, releasing, fixing and reporting.

Swipe sideways to see the whole diagram →

Decide & build Test & release Reach, run and guard (dashed: a failed test goes to auto-fix)
How a change ships

Merge once. Everything else is automatic.

The same steps for every app. Nothing is rebuilt or retested if its code didn't change, so releases stay fast and cheap.

  1. You approve a feature. The AI engineer has built it on a branch with unit tests and asks for one OK.
  2. Merge → the website and server go live. Vercel publishes the site; changed server functions deploy with it.
  3. Website test on the live site. A real browser goes through every user function: sign in, create, edit, delete, settings, sign out.
  4. Android: one signed build, tested, released. The exact file that passed the emulator test goes to Google Play as a staged rollout.
  5. iPhone: tested, built, submitted. Codemagic tests on the simulator, builds and uploads; the system submits it for App Review and releases it on approval.
  6. Anything fails → it fixes itself. A fix branch is written, tested and merged without waiting, then the chain picks up from the failed step. Two tries, then it rolls back and emails you.
The service

What we set up for you

For teams with a web or mobile app (React Native / Expo, Supabase or similar) who want to ship more often with fewer people.

Release automation

Website, Android and iPhone tests on every change; automatic store releases with staged rollouts and App Review handling.

AI engineer on your repos

Feature work on branches, unit tests, fixes for failed releases, code health and security updates, with your approval where it matters.

Store & growth operations

Listings, screenshots, review replies, daily social video, Meta and Google Ads within daily caps, support email and performance reports.

Cost and safety controls

Hard budget limits on build minutes and test servers, keys in your own cloud vault, protected App Review accounts and an audit trail in Git.

Live demo

See it running on our own apps

These are produced and maintained by the system above. The Instagram accounts get a new AI-made video every day; the apps are released through the automated chain.

Instagram · daily Reels

@karmacoordinates

A short reflection video every morning, written, edited, scored with music and posted automatically.

Open Instagram ↗ Web · iOS · Android

Karma Coordinates

Daily reflection, the Sankhya way. Try the website, then the same app on your phone; every release passed the chain.

karmacoordinates.org ↗ Web · iOS · Android

Kabuter

Group chat with plans, tasks and events, tested end to end on web, Android and iPhone.

kabuter.io ↗ Instagram · daily Reels

@pune_org1

A Pune place a day with Indian classical music, alongside the Pune.org directory app.

Open Instagram ↗
Let's talk

Want this running for your app?

Tell us about your app and how you ship today. We'll reply within one business day with what we'd automate first and what it would cost to run.

hello@ohioedge.org →