Fueld.AI's nutrition coach with Firebase and Google Cloud

Fueld.AI, a health and nutrition application built by two engineers, uses Firebase and Google Cloud services to turn meal photos into nutritional insights, personalized coaching, and shareable data for health professionals. Firebase Authentication, Cloud Storage, Cloud Functions, Firestore, Hosting, Analytics, and Cloud Logging provide the app’s identity, storage, AI processing, real-time data synchronization, deployment, analytics, and monitoring capabilities, helping the team iterate quickly and maintain high availability. As its user base grew, Fueld.AI adopted Genkit and Google’s Gemini and Imagen models through the platform now called Agent Platform to automate workflows that identify ingredients, generate recipes based on dietary and professional guidance, create dish images, and support quality assurance. The company also uses Gemini Pro 2.5 to help diagnose errors and generate code, illustrating how managed cloud and AI tools can enable a small team to build and scale an AI-driven application.

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