Habitual
The app behind a UK weight-loss programme and NHS provider. I helped launch it as part of a very small team, then worked across its web and mobile apps and API.
- Role
- Senior Full-Stack Software Engineer
- Team
- Very small team
- Years
- 2021–2025
- Status
- Shipped
- Disciplines
Habitual runs a UK weight-loss programme and is an NHS provider. It's now part of HeliosX.
I built the first version of its React Native app at an agency, then Habitual hired me in-house to launch it. For nearly four years I was one of the main developers in a very small team.
Full-stack work
I worked across the whole lifecycle: the initial architecture, database design in Postgres, and API design and development.
On the front end I built the web and mobile apps in React, React Native and TypeScript, and deployed and maintained them in production.
Content
The programme's content lives in a GraphQL headless CMS. I designed its content models and queried them on the web, iOS and Android alongside our own API and Postgres data.
Internal AI assistant
I built an internal chatbot grounded in Habitual's documentation, using Google Vertex AI and Gemini.


