AI Meal & Fitness SaaS. Generate Plans from Photo - Sell Project

Project Overview

ATTENTION: URGENT FIRE SALE I am selling a fully-functional, ready-to-launch AI business for a fraction of its development cost due to a personal financial emergency. I need to close this sale within the next 3-5 days. My urgency is your opportunity to acquire a powerful, automated asset at an unbeatable price. The product is 100% complete. What You Get (The Full Turnkey System): Fully Automated Telegram Bot: A multilingual (EN/DE/ES/RU) AI nutritionist with a complete user questionnaire and onb...

Detailed Description

ATTENTION: URGENT FIRE SALE

I am selling a fully-functional, ready-to-launch AI business for a fraction of its development cost due to a personal financial emergency. I need to close this sale within the next 3-5 days.

My urgency is your opportunity to acquire a powerful, automated asset at an unbeatable price. The product is 100% complete.

What You Get (The Full Turnkey System):


Fully Automated Telegram Bot: A multilingual (EN/DE/ES/RU) AI nutritionist with a complete user questionnaire and onboarding flow.

Stripe Connect B2B Integration (COMPLETED): This is the core value. The system is already built to function as a white-label platform. Fitness clubs can connect their own Stripe accounts, and payments from their clients go directly to them. This is not a concept; it is implemented.

Proprietary AI Features:

Safia-Vision™: Instantly analyzes photos of food to generate recipes or provide calorie/macro breakdowns.

Safia BodyCoach™: Analyzes user physique photos to generate multi-page, personalized PDF workout plans.

Full Source Code: Clean, modular Python code (using aiogram), ready for deployment.

Database & Admin Backend: A pre-configured SQLite database structure and the logic for an admin panel.

Brand Assets: The "NutriOS" brand, logos, and the full sales presentation (Notion page).

How You Make Money (From Day 1):


White-Label B2B Licensing: This is the fastest path to recurring revenue. Sell subscriptions to fitness clubs, nutritionists, and personal trainers for $200/month/location. They get a powerful tool to upsell their clients; you get stable income.

Direct-to-Consumer (B2C) Sales: Sell premium one-time plans or lifetime access directly to users around the world.

Platform Commission: Take a small, automatic application fee (e.g., 5-10%) from every transaction that goes through the fitness clubs on your platform.

Why Am I Selling?

Due to unforeseen personal circumstances, I need to raise funds urgently. I don't have the time to market and grow this project, even though the most difficult technical work is already done. This is a genuine fire sale.

Who Is This For?


An entrepreneur who wants to enter the booming HealthTech market with a ready-made product.

A marketer who needs a powerful, high-tech product to sell.

A developer who wants to acquire a fully-coded project to build upon.

Next Steps:

The price is set for a quick sale. The first serious offer will take the entire asset. I am available 24/7 to provide a live demo and answer any technical questions.

This is a rare opportunity to buy a fully-realized AI business. Don't miss it.

Content Freshness & Updates

Project Timeline

Created: June 18, 2025 at 11:08 AM (5 months ago)

Last Updated: December 6, 2025 at 2:08 AM (1 day ago)

Update Status: Updated 1.7446567635532 days ago - Recent updates

Version Information

Current Version: 1.0 (Initial Release)

Development Phase: Production Ready - Market validated and ready for acquisition

Next Update: <p>License to gyms, fitness coaches, or nutrition startups as a white-label SaaS. </p><p>Charge monthly subscriptions or per-user pricing. </p><p>Embed brand ads (protein, supplements, fitness clubs) into reports. </p><p>Expand into mobile, B2B partnerships, or regional franchising. </p><p>Scale globally using multilingual system and zero backend cost.</p><p><br></p><p><br></p>

Activity Indicators

Project Views: 231 total views - Active engagement

Content Status: Published and publicly available

Content Freshness Summary

This project information was last updated on December 6, 2025 and represents the current state of the project. The content is very fresh and reflects recent developments. The project shows active engagement with 231 total views, indicating ongoing interest and relevance.

Visual Content & Media

Project Screenshots & Interface

The following screenshots showcase the visual design and user interface of AI Meal & Fitness SaaS. Generate Plans from Photo:

Screenshot 1: Main Dashboard & Primary Interface

This screenshot displays the main dashboard and primary user interface of the application, showing the overall layout, navigation elements, and core functionality. The interface demonstrates the modern design principles and user experience patterns implemented using paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration.

Project Demonstration Videos

The following videos provide visual demonstrations of AI Meal & Fitness SaaS. Generate Plans from Photo in action:

Demo Video 1: Main Functionality Walkthrough

This video demonstrates the main functionality and core features of the application, providing a comprehensive overview of how the system works. The video showcases the saas application's technical implementation using paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration and user interface design, providing viewers with a clear understanding of the project's capabilities and value proposition.

Video URL: https://www.youtube.com/watch?v=n8ug3b6uPoI

Demo Video 2: Feature Demonstration

This video demonstrates specific features and capabilities, showing detailed user interactions and system responses. The video showcases the saas application's technical implementation using paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration and user interface design, providing viewers with a clear understanding of the project's capabilities and value proposition.

Video URL:

Live Demo & Interactive Experience

Live Demo URL: https://www.notion.so/DrZabota-AI-Nutrition-SaaS-with-Safia-Vision-Photo-Recognition-Instant-Recipes-Available-for--20484ddfbc35802bb2c9d7f4c054820f

Experience AI Meal & Fitness SaaS. Generate Plans from Photo firsthand through the live demo. This interactive demonstration allows you to explore the application's features, test its functionality, and understand its user experience. The live demo showcases the saas application's technical capabilities implemented with paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration and real-world performance, providing a comprehensive understanding of the project's value and potential.

Visual Content Summary

This project includes 1 screenshot and 2 demonstration videos plus a live demo, providing comprehensive visual documentation of the saas application. The media content demonstrates the project's technical implementation using paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration and user interface design, showcasing both the visual appeal and functional capabilities of the solution.

Technical Specifications & Architecture

Technology Stack & Implementation

Primary Technologies: paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration

Technology Count: 9 different technologies integrated

Implementation Complexity: High - Multi-technology stack requiring extensive integration expertise

Technology Analysis

paython: Modern technology component for enhanced functionality and performance
Telegram Bot API: Modern technology component for enhanced functionality and performance
DeepL API: Modern technology component for enhanced functionality and performance
GPT-4 (OpenRouter): Modern technology component for enhanced functionality and performance
USDA FoodData Central API: Modern technology component for enhanced functionality and performance
LogMeal API: Modern technology component for enhanced functionality and performance
HTML-to-PDF libraries: Modern technology component for enhanced functionality and performance
No-code Admin Dashboard: Modern technology component for enhanced functionality and performance
Google Sheets + Telegram Integration: Modern technology component for enhanced functionality and performance

System Architecture & Design

Architecture Type: Saas Application

Architecture Pattern: Modern Software Architecture with scalable design patterns

Scalability & Performance

Scalability Level: High - Enterprise-level scalability demonstrated

Security & Compliance

Security Level: Production-grade security with revenue validation

Security Technologies: Modern security practices and secure coding standards

Data Protection: Revenue-generating application with user data protection and privacy compliance

Integration & API Capabilities

Live Integration: https://www.notion.so/DrZabota-AI-Nutrition-SaaS-with-Safia-Vision-Photo-Recognition-Instant-Recipes-Available-for--20484ddfbc35802bb2c9d7f4c054820f - Active deployment with real-world integration

API Technologies: Modern API development with standard RESTful practices

Integration Readiness: Production-ready for business integration and enterprise deployment

Development Environment & Deployment

Deployment Status: Live deployment with active user base

Next Development Phase: <p>License to gyms, fitness coaches, or nutrition startups as a white-label SaaS. </p><p>Charge monthly subscriptions or per-user pricing. </p><p>Embed brand ads (protein, supplements, fitness clubs) into reports. </p><p>Expand into mobile, B2B partnerships, or regional franchising. </p><p>Scale globally using multilingual system and zero backend cost.</p><p><br></p><p><br></p>

Technical Summary

This saas project demonstrates advanced technical implementation using paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration with production-ready deployment. The technical foundation supports immediate business integration with modern security practices and scalable architecture.

Common Questions & Use Cases

How to Build a saas Project Like This

Technology Stack Required: paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration

Development Approach: Build a scalable software solution with modern architecture patterns and user-centered design.

Step-by-Step Development Guide

  1. Planning Phase: Define requirements, user stories, and technical architecture
  2. Technology Setup: Configure paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration development environment
  3. Core Development: Implement main functionality and user interface
  4. Testing & Optimization: Test performance, security, and user experience
  5. Deployment: Deploy to production with monitoring and analytics
  6. Monetization: Implement revenue streams and business model

Best Practices for saas Development

Technology-Specific Best Practices

paython Best Practices: Follow modern development practices, implement proper error handling, use version control effectively, and optimize for performance and security.
Telegram Bot API Best Practices: Follow modern development practices, implement proper error handling, use version control effectively, and optimize for performance and security.
DeepL API Best Practices: Follow modern development practices, implement proper error handling, use version control effectively, and optimize for performance and security.
GPT-4 (OpenRouter) Best Practices: Follow modern development practices, implement proper error handling, use version control effectively, and optimize for performance and security.
USDA FoodData Central API Best Practices: Follow modern development practices, implement proper error handling, use version control effectively, and optimize for performance and security.
LogMeal API Best Practices: Follow modern development practices, implement proper error handling, use version control effectively, and optimize for performance and security.
HTML-to-PDF libraries Best Practices: Follow modern development practices, implement proper error handling, use version control effectively, and optimize for performance and security.
No-code Admin Dashboard Best Practices: Follow modern development practices, implement proper error handling, use version control effectively, and optimize for performance and security.
Google Sheets + Telegram Integration Best Practices: Follow modern development practices, implement proper error handling, use version control effectively, and optimize for performance and security.

General Development Best Practices

  • Code Quality: Write clean, maintainable code with proper documentation
  • Security: Implement authentication, authorization, and data protection
  • Performance: Optimize for speed, scalability, and resource efficiency
  • User Experience: Focus on intuitive design and responsive interfaces
  • Testing: Implement comprehensive testing strategies
  • Deployment: Use CI/CD pipelines and monitoring systems

Use Cases & Practical Applications

Target Audience & Use Cases

Business Use Cases: This project is ideal for businesses looking to generate revenue through proven monetization strategies. Perfect for entrepreneurs, startups, or established companies seeking saas solutions.

Comparison & Competitive Analysis

Why paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration?

This project uses paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration because:

  • Technology Synergy: The combination of paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration creates a powerful, integrated solution
  • Community Support: Large, active communities for ongoing development and support
  • Future-Proof: Modern technologies with long-term viability and updates

Competitive Advantages

  • Modern Tech Stack: paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration provides competitive technical advantages
  • Ready for Market: Production-ready solution with immediate deployment potential

Learning Resources & Next Steps

Learn paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration

To understand and work with this project, consider learning:

  • paython: Official documentation and community learning resources
  • Telegram Bot API: Official documentation and community learning resources
  • DeepL API: Official documentation and community learning resources
  • GPT-4 (OpenRouter): Official documentation and community learning resources
  • USDA FoodData Central API: Official documentation and community learning resources
  • LogMeal API: Official documentation and community learning resources
  • HTML-to-PDF libraries: Official documentation and community learning resources
  • No-code Admin Dashboard: Official documentation and community learning resources
  • Google Sheets + Telegram Integration: Official documentation and community learning resources

Hands-On Learning

Try It Yourself: https://www.notion.so/DrZabota-AI-Nutrition-SaaS-with-Safia-Vision-Photo-Recognition-Instant-Recipes-Available-for--20484ddfbc35802bb2c9d7f4c054820f

Experience the project firsthand to understand its functionality, user experience, and technical implementation. This hands-on approach provides valuable insights into real-world application development.

Project Details

Project Type: Saas

Listing Type: Sell

Technology Stack: paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration

What's Included

domain,source_code,data,design

Reason for Selling

<p>I am busy with other things and no longer have time to maintain this project.</p>

Technical Architecture

Technology Stack & Architecture

This saas project is built using a modern technology stack consisting of paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration. The architecture leverages these technologies to create a production-ready solution that can handle real-world usage scenarios.

Architecture Type: Saas - This indicates the project follows modern software architecture patterns.

Technical Complexity: Multi-technology stack requiring integration expertise

Business Context & Market Position

Business Model & Revenue Potential

This project represents a saas business opportunity with established market presence. The project currently generates $$100+ from early Telegram users (Safia-Vision™ microtransactions) in monthly revenue, demonstrating proven market demand and monetization potential.

Market Validation: With ~300 (organic interest via Telegram, cold outreach, early mentions) monthly visitors, this project has achieved significant market traction and user adoption, indicating strong product-market fit.

Acquisition Opportunity: <p>I am busy with other things and no longer have time to maintain this project.</p> This presents an excellent opportunity for acquisition by someone looking to continue development or integrate the technology into their existing business.

Development Context & Timeline

Project Development Timeline

This project was created on June 18, 2025 and last updated on December 6, 2025. The project has been in development for approximately 5.7 months, representing 172.36947158417 days of development time.

Technical Implementation Effort

Implementation Complexity: High - The project uses 9 different technologies (paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration), requiring extensive integration work and cross-technology expertise.

Next Development Phase: <p>License to gyms, fitness coaches, or nutrition startups as a white-label SaaS. </p><p>Charge monthly subscriptions or per-user pricing. </p><p>Embed brand ads (protein, supplements, fitness clubs) into reports. </p><p>Expand into mobile, B2B partnerships, or regional franchising. </p><p>Scale globally using multilingual system and zero backend cost.</p><p><br></p><p><br></p>

Market Readiness & Maturity

Production Readiness: This project is market-ready and has been validated through real user engagement. The codebase is stable and ready for immediate deployment or further development.

Competitive Analysis & Market Position

Market Differentiation

Technology Advantage: This project leverages paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration to create a unique solution in the saas space. The technology stack provides cutting-edge technical implementation that sets it apart from traditional solutions.

Market Opportunity Assessment

Market Traction: With ~300 (organic interest via Telegram, cold outreach, early mentions) monthly visitors, this project has demonstrated clear market demand and user adoption. This level of engagement indicates strong product-market fit and validates the business concept against existing market solutions.

Revenue Validation: The project's $$100+ from early Telegram users (Safia-Vision™ microtransactions) monthly revenue demonstrates proven monetization potential and market willingness to pay for this type of solution. This revenue performance positions it competitively against similar offerings in the market.

Competitive Advantages

  • Proven Market Success: Established user base and revenue stream provide immediate competitive advantage
  • Technical Maturity: Production-ready codebase with real-world testing and optimization
  • Market Validation: User engagement and revenue data prove market demand
  • Modern Technology Stack: paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration provides scalability, maintainability, and future-proofing

Project Metrics

Average Monthly Visitors: ~300 (organic interest via Telegram, cold outreach, early mentions)

Average Monthly Revenue: $$100+ from early Telegram users (Safia-Vision™ microtransactions)

Average Monthly Downloads: ~100+ AI-generated PDF meal plans and BodyCoach reports

About the Creator

Developer: User ID 175900

Project Links

Live Demo: https://www.notion.so/DrZabota-AI-Nutrition-SaaS-with-Safia-Vision-Photo-Recognition-Instant-Recipes-Available-for--20484ddfbc35802bb2c9d7f4c054820f

Key Features

  • Built with modern technologies: paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration
  • Proven user base with ~300 (organic interest via Telegram, cold outreach, early mentions) monthly visitors
  • Generates $$100+ from early Telegram users (Safia-Vision™ microtransactions) in monthly revenue
  • Ready for immediate acquisition

Frequently Asked Questions

What is this project about?

AI Meal & Fitness SaaS. Generate Plans from Photo is a saas project that ATTENTION: URGENT FIRE SALE I am selling a fully-functional, ready-to-launch AI business for a fraction of its development cost due to a personal financial emergency. I need to close this sale within....

How much does this project cost?

This project is listed for sale at $ USD. There's also an offer price of $7,000 USD. The price reflects the project's current revenue, user base, and market value.

What's included when I buy this project?

domain,source_code,data,design You'll receive everything needed to run and maintain the project.

Why is the owner selling this project?

<p>I am busy with other things and no longer have time to maintain this project.</p> This is a common reason for selling successful side projects.

What technologies does this project use?

This project is built with paython,Telegram Bot API,DeepL API,GPT-4 (OpenRouter),USDA FoodData Central API,LogMeal API,HTML-to-PDF libraries,No-code Admin Dashboard,Google Sheets + Telegram Integration. These technologies were chosen for their suitability to the project's requirements and the developer's expertise.

What are the project's current metrics?

The project currently has ~300 (organic interest via Telegram, cold outreach, early mentions) monthly visitors. It generates $$100+ from early Telegram users (Safia-Vision™ microtransactions) in monthly revenue. These metrics indicate the project's current performance and potential.

Can I see a live demo of this project?

Yes! You can view the live demo at https://www.notion.so/DrZabota-AI-Nutrition-SaaS-with-Safia-Vision-Photo-Recognition-Instant-Recipes-Available-for--20484ddfbc35802bb2c9d7f4c054820f. This will give you a better understanding of the project's functionality and user experience.

How do I contact the project owner?

You can contact the project owner through SideProjectors' messaging system. Click the "Contact" button on the project page to start a conversation about this project.

Is this project still actively maintained?

Since this project is for sale, the current owner may be looking to transfer maintenance responsibilities to the buyer.