Lemon Not Lime: AI-Powered Recipe Platform
We transformed a Bubble.io MVP with manual recipe entry into a fully AI-driven platform. Users can now upload a photo of a recipe, and AI automatically recognizes ingredients and creates a recipe card, which can be searched, sorted, and shared.

Business Needs
The platform initially had very few users and required slow, manual recipe input. The main goals were to grow the user base by attracting home cooks, increase engagement and retention by making recipe management effortless, and create a competitive advantage through AI-powered automation. Additionally, it was important to improve UX/UI, reduce friction in adding recipes, and encourage social sharing to support organic growth.
Built with Modern Technology
Enterprise-grade tech stack ensuring scalability, security, and performance.
Frontend
Next.js
React
TypeScript
Redux Toolkit
Tailwind CSS
Backend
NestJS
TypeORM
PostgreSQL
Redis
socket.io
OpenAI API
Infrastructure
Docker
CI/CD Pipelines
Cloud Deployment
Analysis & Suggestion
We identified three core issues: extremely slow recipe input (20+ minutes), an outdated and unintuitive interface, and low user retention. Our team suggested implementing an AI-powered recipe analyzer capable of extracting data directly from images, paired with a complete UI overhaul to improve navigation, clarity, and speed. We also recommended optimizing backend performance and adding features that encourage social sharing to support accelerated user growth.
Functionality & Design
Everything in one place — clean UI, real-time updates, and intuitive navigation


Smart Recipe Organizer - AI extracts, labels, and finds recipes instantly, making meal planning fast and easy. Core Functionality
Collect
Upload recipes in any format (URLs, PDFs, pictures, even handwritten). AI extracts all important details: cooking time, ingredients, and step-by-step instructions.
Organize
Add custom labels like "Vegan," "Dessert," or "Kid Favorites." Plan meals for the week, family dinners, holidays, or special occasions seamlessly.
Find
Browse or search your collection with AI-powered search. Easily locate favorite recipes and manage meal planning, even considering allergies.
Performance & Experience
Redesigned interface is fast, mobile-friendly, and intuitive. Recipe creation time reduced from 20 minutes to 2 minutes.
Results
Measurable impact on efficiency, accuracy, and business growth
Improved Page Quality
AI-driven recipe extraction created high-quality structured content.
Faster Recipe Creation
Manual input replaced with automated AI processing.
Higher User Engagement
Users spend more time exploring, saving, and sharing recipes.
Increased Social Sharing
Recipes easily shared, boosting organic reach.
Stable Performance
Cloud infrastructure ensures consistent performance.
Expert Team
Dedicated professionals delivering exceptional results
Client Feedback
Limon Not Lime has completely transformed the way our users interact with recipes. What used to take 20 minutes now takes only 2, and our community is more engaged than ever. Users are discovering new recipes, sharing them on social media, and returning daily to explore our platform. The AI-driven features have not only improved efficiency but also created real excitement among home cooks. We're thrilled with the results and confident this platform sets a new standard in digital recipe management
Alex Johnson
Founder
