--- title: Fueld.AI's nutrition coach with Firebase and Google Cloud description: Fueld.AI, a health and nutrition app built by a two-person engineering team, uses Firebase and Google Cloud tools to power its meal-photo-to-insights product.... canonical: https://daily.dev/posts/fueld-ai-s-nutrition-coach-with-firebase-and-google-cloud-cae7dorah twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Fueld.AI's nutrition coach with Firebase and Google Cloud | daily.dev og:description: Fueld.AI, a health and nutrition app built by a two-person engineering team, uses Firebase and Google Cloud tools to power its meal-photo-to-insights product.... og:url: https://daily.dev/posts/fueld-ai-s-nutrition-coach-with-firebase-and-google-cloud-cae7dorah og:image: https://api.daily.dev/og/posts/Cae7dORaH.png og:image:alt: Fueld.AI's nutrition coach with Firebase and Google Cloud og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Fueld.AI's nutrition coach with Firebase and Google Cloud **[Firebase](https://daily.dev/sources/firebase-blog)** · 4 min read · 0 upvotes · 0 comments ## Summary Fueld.AI, a health and nutrition app built by a two-person engineering team, uses Firebase and Google Cloud tools to power its meal-photo-to-insights product. Firebase Authentication handles sign-in, Cloud Storage and Firestore manage images and data, and Cloud Functions route meal photos through Genkit to Gemini models for nutritional analysis. The team later adopted Genkit to orchestrate AI workflows, letting Gemini and Imagen generate custom recipes from photographed ingredients, and using Gemini Pro 2.5 as a coding assistant. The case study highlights how a small team replicated the output of a larger backend engineering team using these managed services. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Firebase \+ Genkit: How I Actually Brought AI Into My Mobile App \(Without Losing My Mind\)](https://daily.dev/posts/firebase-genkit-how-i-actually-brought-ai-into-my-mobile-app-without-losing-my-mind--ta6av8kvz) · Medium · 0 upvotes · 0 comments - [Build intelligent Android apps: Cloud and hybrid inference](https://daily.dev/posts/build-intelligent-android-apps-cloud-and-hybrid-inference-eyctih4y9) · Android Developers Blog · 0 upvotes · 0 comments - [Serverless AI for Android with Firebase AI Logic](https://daily.dev/posts/serverless-ai-for-android-with-firebase-ai-logic-33d7pefc4) · ProAndroidDev · 0 upvotes · 0 comments - [Vibe-coded AI Studio apps with Firestore, Firebase, Cloud SQL](https://daily.dev/posts/vibe-coded-ai-studio-apps-with-firestore-firebase-cloud-sql-5faawqfxm) · Google Cloud · 0 upvotes · 0 comments --- Tags: [#gcp](https://daily.dev/tags/gcp), [#firebase](https://daily.dev/tags/firebase), [#google-gemini](https://daily.dev/tags/google-gemini), [#firestore](https://daily.dev/tags/firestore) [View this post on daily.dev](https://daily.dev/posts/fueld-ai-s-nutrition-coach-with-firebase-and-google-cloud-cae7dorah) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Fueld.AI's nutrition coach with Firebase and Google Cloud","url":"https://daily.dev/posts/fueld-ai-s-nutrition-coach-with-firebase-and-google-cloud-cae7dorah","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/fueld-ai-s-nutrition-coach-with-firebase-and-google-cloud-cae7dorah"},"datePublished":"2026-08-23T12:18:52.482Z","dateModified":"2026-08-23T12:23:27.539Z","description":"Fueld.AI, a health and nutrition app built by a two-person engineering team, uses Firebase and Google Cloud tools to power its meal-photo-to-insights product....","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/8f54dcb27e703b88ecae089ad06ae6f6?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/8f54dcb27e703b88ecae089ad06ae6f6?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"Firebase","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Firebase","logo":"https://media.daily.dev/image/upload/s--i395oqZH--/f_auto,q_auto/v1787487448/logos/firebase-blog?_a=BAMAMicg0","url":"https://daily.dev/sources/firebase-blog"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/fueld-ai-s-nutrition-coach-with-firebase-and-google-cloud-cae7dorah","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"gcp,firebase,google-gemini,firestore","timeRequired":"PT4M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Firebase","item":"https://daily.dev/sources/firebase-blog"},{"@type":"ListItem","position":3,"name":"Fueld.AI's nutrition coach with Firebase and Google Cloud"}]} ```