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Chloé, a celiac disease advocate in France, needed a digital platform to help people with celiac disease and gluten intolerance find safe dining options across France. The problem was real and personal: there was no reliable, community-driven resource for gluten-free restaurant discovery, verified recipes, and peer support.
4 weeks
Development Time
From discovery to production
500+
Restaurants Listed
Across France, community-verified
15+
Pages Built
Including interactive map and blog
12+
API Endpoints
RESTful with Supabase RLS
100+
Security Tests
All passing, user data protected
95+
SEO Score
Lighthouse performance and SEO
The Challenge
Chloé, a celiac disease advocate in France, needed a digital platform to help people with celiac disease and gluten intolerance find safe dining options across France. The problem was real and personal: there was no reliable, community-driven resource for gluten-free restaurant discovery, verified recipes, and peer support. Existing solutions were either outdated directories with no community features, or generic food apps that did not understand the medical severity of gluten exposure for celiac patients. Chloé needed an interactive map-based platform with restaurant verification, recipe sharing, and a community hub — all localized for the French market with proper SEO for regional search visibility.
Discovery Phase
We ran a 2-day discovery sprint with Chloé to map the user journey from diagnosis to daily life management. We identified three core user personas: newly diagnosed patients seeking safe restaurants, experienced celiacs sharing knowledge, and restaurant owners wanting to attract this underserved market. The critical insight was that trust is everything in this space — a wrong restaurant recommendation could cause a serious health reaction. We designed a verification system where community members rate and validate gluten-free options, creating a trust layer that static directories cannot provide.
Our Solution
We built the platform on React with Supabase for the backend, leveraging its real-time capabilities for community features and row-level security for user data protection. Mapbox powers the interactive restaurant discovery map with geolocation-based search, custom markers for verified establishments, and filtering by cuisine type, verification status, and user ratings. Stripe handles premium features and restaurant listing subscriptions. The recipe section includes ingredient-level gluten analysis and substitution suggestions. The entire platform is optimized for French-language SEO with structured data for local business discovery.
Architecture
The application follows a component-based architecture with React for the frontend and Supabase handling authentication, database, and real-time subscriptions. The map layer uses Mapbox GL JS with custom styling matching the brand identity, clustering for dense urban areas, and smooth transitions between zoom levels. Restaurant data is enriched with user-generated reviews, photos, and gluten-free menu verification. The search system combines Supabase full-text search with geographic filtering for location-aware results. Static pages are pre-rendered for SEO, while dynamic community features use client-side rendering with real-time updates.
Technology Stack
Key Results
Interactive map with 500+ gluten-free restaurants across France
Community-driven restaurant verification with trust scoring system
Recipe library with ingredient-level gluten analysis and substitutions
Blog and resource center for celiac disease education and lifestyle tips
Mapbox-powered geolocation search with cuisine and verification filters
Stripe integration for premium listings and restaurant subscriptions
French-language SEO optimization with structured data for local discovery
Mobile-responsive design tested across all breakpoints for on-the-go restaurant discovery
Features
Core features delivered for Gluten-Libre.
Interactive Mapbox restaurant discovery with geolocation
Community-driven verification and trust scoring
Recipe library with gluten analysis and substitutions
Blog and educational resource center
Premium restaurant listing subscriptions via Stripe
French-language SEO with local business structured data
Real-time community features with Supabase
“Gareth a compris ma vision business dès le premier appel. Ce qui m'a bluffée, c'est l'accompagnement de A à Z : de l'idéation à la création, en passant par toute la phase d'implémentation technique. Tout le développement a été réalisé avec l'aide de l'IA, mais toujours sous contrôle humain — chaque décision stratégique, chaque choix d'architecture a été validé ensemble. En 4 semaines, j'avais une plateforme complète avec la carte interactive, le système de vérification communautaire, la bibliothèque de recettes... Je suis vraiment ravie du résultat. Aujourd'hui, les personnes coeliaques en France trouvent enfin des restaurants sûrs grâce à Gluten-Libre. C'est exactement ce dont j'avais rêvé.”
Lessons Learned
Health-focused platforms require a trust verification layer — users cannot afford inaccurate information
Map-based interfaces need careful performance optimization for mobile devices with limited bandwidth
Localized SEO in French requires different keyword patterns than English — direct translation does not work
Full-stack developer and AI architect with years of experience shipping production applications across SaaS, mobile, and enterprise. Gareth built Agentik {OS} to prove that one person with the right AI system can outperform an entire traditional development team. He has personally architected and shipped 7+ production applications using AI-first workflows.
More Work
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