Job Genie: from AI market research to a working MVP
Job Genie is an SMS-blaster for last-minute recruitment of temporary labour. When employees are unable to turn up to work, a business owner can use this app to send an offer of work to known lists of temporary staff via SMS — essentially a bidding process. For the business owner this is a mobile app. For the temp staff it is a UI-less application based on SMS.
We used a pitch deck to perform market research for this type of product, then to choose a suitable architecture, and then see if AI could choose a good combination of gateways and payment services (6 in total), understand the 3rd party API documentation, and combine it all into a mobile app for iOS and Android, and a web interface.
The research material produced was excellent, and a working version of the app was created with minimal effort.

The challenge
- AI market research / validation
- Does AI understand API documentation?
The expected effort was N/A — the original estimate was three months.
Development with AI
- 2 days to 50% MVP (will proceed to market)
- AI suitability: 100%
Technology
Flutter, Twilio, Stripe, Onfido, Inngest, Sentry.
AI approach: GitHub SpecKit.