Hospitality2023+Full-stack engineer

Bar Genius

An AI-enabled product for cocktail recommendations, inventory awareness, and personalized mixology workflows — LLM integration in a real consumer surface.

Challenge

Consumers and bartenders needed more than a static recipe list — they needed recommendations that adapted to ingredients, taste, and context.

Solution

Integrated LLM-based recommendation and conversation into a React Native and Node.js stack, with real-time data sync and push notifications around inventory and experience.

Architecture

  • 01Mobile client in React Native

  • 02Node.js API layer

  • 03LLM integration for recommendation and assistance

  • 04Realtime sync and notifications

Engineering challenges

  • Structured LLM usage as a product workflow, not a chat toy.

  • Recommendation and inventory as first-class domain concepts.

Technologies

React NativeNode.jsOpenAI APITypeScriptRealtime sync

Services groups React Native, React, Node.js, and AI work. Contact Ammar about a similar project.

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