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I’m building an iOS & Android mobile app that allows users to scan the ingredient list and nutrition table on packaged food products and instantly see whether the product is healthy, okay, or unhealthy based on predefined rules and user dietary goals. This is a rule-based MVP, not a custom AI/ML research project. Core Features Required:- 1. User Authentication Email + password signup & login Use Firebase Authentication 2. Camera Scanner (Main Screen) Camera opens immediately after login Users scan ingredient list and nutrition table Flashlight (torch) ON/OFF toggle Auto-focus support Works well in low-light environments 3. OCR (Text Extraction) Extract text from scanned images Preferably using Google ML Kit OCR Clean and structure the extracted text 4. Health Evaluation Logic Apply predefined, rule-based logic (rules will be provided) Output one of: Green (Healthy) Yellow (Okay occasionally) Red (Unhealthy) 5. Result Screen Show colour-based verdict clearly Explain why (e.g., added sugar, additives, refined flour) Highlight problematic ingredients Suggest healthier alternatives for Yellow & Red products Verdict should adapt based on user-selected dietary goal (e.g., high protein, sugar-free, weight loss, energy) 6. Dietary Goal Selection User selects one primary goal during onboarding Verdict logic adapts to this goal 7. Scan History (Optional if time permits) Store past scans per user Tech Stack Preference:- Frontend: Flutter Authentication & database: Firebase OCR: Google ML Kit Platform: iOS & Android
Projektin tunnus (ID): 40163492
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61 freelancerit tarjoavat keskimäärin ₹28 142 INR tätä projektia

Hi I have read your requirements and I am sure I will be able to help you. Please message me so that we will have detail technical discussion. I have 9+ years of combined experience in Mobile Application development, Website development, Desktop application development, 3rd party Artificial Intelligence api, AR/ VR, Chatbot, Blockchain- Cryptocurrency, CRM & ERP, Game Development and any other Software development. Please consider me and initiate a chat for further detailed discussion. Regards, Anju Logical Soft Tech Pvt Ltd, Indore(M.P)
₹125 000 INR 45 päivässä
6,5
6,5

Hello Client, Greeting of the day!!!! I read your job description I have sound of five years plus experience in App development. I have been DEVELOPED 35+ Apps, three taxi apps, Two socials apps and restaurant apps based on GPS location and notification functionality and based on different domain like sports, Health, GYM, personal business and social etc I have testing team for testing apps. I think I am strongest person for doing this job and provide the quality product with testing. I am always available for your support. Thanks Sr. Mobile Developer
₹20 000 INR 20 päivässä
6,7
6,7

HI! I am an expert web programmer. I have a lot of work experience in Laravel, Codeigniter, PHP, Wordpress, JavaScript, HTML, Vuejs, Reactjs, Flutter, React Native, and MySQL. I can start right away. I want to discuss this project in detail. Please contact me to discuss more regarding this project. For more details Chat with me
₹30 000 INR 7 päivässä
5,0
5,0

As a talented and skilled team of 20+ professional developers and designers, we offer unmatched expertise in mobile development, particularly in Android, iPhone, and most importantly, Flutter. Our proficiency extends to using web services as well which is valuable for your project's backend. Our team at Prajapati Technologies has spearheaded numerous successful projects over a decade-long career and guaranteed client satisfaction. In regard to your desired UI/UX preferences with clean-cut color-verdict representation, we thrive in creating designs that are intuitive and visually appealing. Whether it is deciding which stack to use or suggesting improvements in the user flow based on our vast experience, choosing Prajapati Technologies means assuring service quality paired with smart solutions. Trust us to polish your vision of a slick-in-design food-label scanning app into a tangible reality that caters to all your users' dietary goals effectively. Let's contribute together in making health conscious purchasing decisions more accessible and time-efficient!
₹25 000 INR 7 päivässä
4,1
4,1

I am Sumit Joshi from Sacesta Technologies. I will build your rule-based Flutter MVP that scans labels, extracts text with ML Kit OCR, applies your health rules and dietary goals, and shows a clear Green Yellow Red verdict with explanations. Recommended stack • Flutter + camera plugin with torch, autofocus, low-light handling • Firebase Auth for email login, Firestore for goals and scan history • Google ML Kit Text Recognition for OCR and structured parsing Core build • Onboarding: pick one dietary goal, store to user profile • Main scanner: camera opens right after login, torch toggle, capture and crop helpers • OCR pipeline: extract text, clean noise, split into Ingredients and Nutrition blocks • Rule engine: configurable rules file, goal-based weighting, deterministic output • Result screen: verdict color, reasons, highlighted ingredients, alternative suggestions • Optional history: store scan summary, verdict, timestamp, and product name if detected Deliverables • Clean architecture, documented modules, unit tests for rule engine and parsing • Build scripts, env setup, Firebase config guide, and release-ready iOS/Android builds Relevant work • Built structured workflow apps with role-based logic like HustlerGuys CRM and mobile-first systems with strong UX and validation. Regards, Sumit Joshi
₹38 000 INR 7 päivässä
4,0
4,0

Hi, This is a well-defined project. We have worked with Google ML Kit OCR before and built Flutter apps with Firebase backend. Your requirements are clear - camera scanner, OCR text extraction, rule-based health evaluation with color-coded verdicts. The dietary goal adaptation is a nice touch. Few quick clarifications: 1. Will you provide the complete ruleset for ingredient evaluation or do you need help defining what counts as healthy/okay/unhealthy? 2. For alternative suggestions - do you have a database of healthier products ready or should the app just show generic advice? 3. Scan history - is this essential for MVP or can we add it in phase 2? 4. Any specific Indian food regulations (FSSAI) you want to flag? 5. Do you have UI designs or should we propose the layout? I noticed the max budget is 25000 rupees. With Flutter, Firebase Auth, ML Kit OCR, and the evaluation logic, this is achievable for a clean MVP. We can discuss what features to prioritize within budget. Let me know if you want to discuss scope. Raj
₹30 000 INR 7 päivässä
4,1
4,1

Hi, I can build your cross-platform mobile app in Flutter for both iOS and Android. The app will allow users to scan ingredient lists and nutrition tables, extract text using Google ML Kit OCR, and instantly evaluate the product as Healthy, Okay, or Unhealthy based on your predefined rules and user dietary goals. Key features I will implement include: User authentication with Firebase (email/password signup & login) Camera scanner with flashlight toggle, auto-focus, and low-light support OCR text extraction and structured processing Rule-based health evaluation tailored to user-selected dietary goals Result screen showing color-coded verdicts, explanations, and healthier alternatives Optional scan history per user The app will have clean UI, smooth performance, and scalable Firebase backend, ensuring a reliable MVP. I have experience shipping Flutter apps and can deliver a production-ready app quickly. I’m ready to start immediately and bring your vision to life.
₹25 000 INR 6 päivässä
4,1
4,1

Hello, Greetings , Good afternoon! I am an expert mobile engineer with skills including JSON, Android, Mobile App Development, iOS Development, OCR, iPhone, React Native, Flutter, Git and PhoneGap. Please contact me to discuss more about this project. Thanks and Regards
₹27 750 INR 1 päivässä
3,8
3,8

Let's get started.
₹25 000 INR 30 päivässä
3,6
3,6

Hi, I’m Karthik, a mobile app developer with 10+ years of experience, and I’ve built multiple Flutter-based MVP apps using Firebase and Google ML Kit, including OCR-driven and rule-based evaluation apps. I clearly understand this is a rule-based MVP (not AI/ML research) and will focus on speed, accuracy, and a clean user experience within your ₹25,000 max budget. How I’ll deliver your Food Label Scanner app: • Authentication: Firebase Email/Password signup & login • Camera Scanner: Auto-open camera post-login, autofocus, torch ON/OFF, optimized for low-light scans • OCR: Google ML Kit for reliable text extraction from ingredient lists & nutrition tables, with text cleanup and structuring • Health Evaluation: Apply your predefined rules to classify results as Green / Yellow / Red • Result Screen: – Clear color-based verdict – Reasons (e.g., sugar, additives, refined flour) – Highlight problematic ingredients – Goal-based verdict adaptation (weight loss, sugar-free, high protein, energy) – Healthier alternatives for Yellow & Red • Dietary Goal Selection: Onboarding flow with stored user preference • Scan History: Added if time permits Tech stack: Flutter, Firebase Auth & Firestore, Google ML Kit OCR (Android & iOS) I focus on clean UX, fast OCR processing, and maintainable logic so this MVP can scale later. I can complete this efficiently within your stated budget and timeline. Best regards, Karthik
₹55 000 INR 7 päivässä
3,2
3,2

I can build a seamless, user-friendly Flutter app with integrated Firebase Authentication and Google ML Kit OCR, perfectly aligned with your rule-based health evaluation logic. Your focus on an immediate camera scanner with torch toggle and adaptive verdicts based on dietary goals ensures a clean, professional user experience. With expertise in mobile app development, OCR integration, and Firebase backend, I deliver clean, automated solutions that maintain performance across iOS and Android platforms. Does this approach sound like what you’re looking for? Regards, Alicia
₹22 500 INR 30 päivässä
2,9
2,9

Hello, Team Velora has been running for 3 years. I am Rahul Singh, and our expert team can develop your cross-platform Flutter app with camera-based scanning, Google ML Kit OCR, Firebase authentication, rule-based health evaluation, dietary goal adaptation, and clear result display. We understand your requirements and can deliver a fully functional MVP for iOS and Android. Please come to the chat box to discuss the project details.
₹26 000 INR 8 päivässä
3,0
3,0

Hi, I’ve carefully read your project description and understand that you want a rule-based Food Label Scanner mobile app (not an AI/ML research project) that works on both iOS & Android using Flutter, with OCR, Firebase authentication, and health verdict logic based on predefined rules and user dietary goals. ?️ How I will approach this: * Set up Flutter project with Firebase (Auth + Firestore) * Implement onboarding + dietary goal selection * Camera integration with: Auto-focus Torch control * Integrate Google ML Kit OCR * Parse & structure OCR output (ingredients + nutrition) * Apply your rule-based logic cleanly and transparently * Build a clear, user-friendly result screen * Testing on both Android & iOS * Since this is an MVP, I’ll focus on clean architecture, clarity, and reliability, so it’s easy to extend later. ? Budget Your maximum budget is ₹25,000, and I’m comfortable working within this range for the defined MVP scope. ? Why choose me * Strong understanding of Flutter + Firebase Clear, rule-based implementation (no over-engineering) * Honest communication and realistic delivery * Will follow your rules exactly and suggest improvements only if helpful If you’d like, we can first finalize the rule logic structure (ingredients thresholds, nutrition limits, goal-based conditions) to ensure the verdict system behaves exactly as you expect. Looking forward to discussing this further. Thank you, Hamza
₹25 000 INR 7 päivässä
2,3
2,3

Hello, I can build your Flutter-based iOS & Android app to scan food ingredient lists and nutrition tables and evaluate products using rule-based logic (no AI/ML research). Key Features: Firebase email/password authentication Camera scanner with autofocus & flashlight OCR using Google ML Kit Rule-based health verdict: Green / Yellow / Red Clear result explanation with flagged ingredients Dietary goal selection during onboarding Optional scan history per user Tech Stack: Flutter, Firebase, Google ML Kit Timeline: 2–3 weeks for MVP Clean, scalable architecture with easy future expansion. Looking forward to working with you. Radhika Jaju
₹25 000 INR 7 päivässä
2,0
2,0

I have 7+ years in full-stack development. I have recently worked on an app in Flutter and Firebase, with google+email authentication, taking photos and saving those to firestore. Even though 25000 rupees a bit low for this project, since I am an uprising freelancer, who wants to kickstart his career as freelancer I am open to discuss your needs. If you have any already planned design direction it's even better, if not no problem, let's discuss that one too.
₹25 000 INR 14 päivässä
1,6
1,6

Hi, I’ve built two Flutter apps using Firebase + ML Kit OCR, including a grocery label scanner that classified products using strict rule sets (sugar, additives, macros) and adapted results per user goal. This project fits that pattern well. I’ll keep it rule-based, fast, and predictable—no black-box AI. I’d use Flutter with Firebase Auth, Firestore for rules/history, and ML Kit OCR tuned for nutrition tables and ingredient blocks. Camera opens post-login with torch, autofocus, and low-light handling. Extracted text is normalized, parsed, then passed through your rules to return a clear Green/Yellow/Red verdict with reasons and alternatives. Code will be clean, documented, and easy to extend. Questions: Will you provide the full rule set (ingredients, thresholds, macros)? Do rules vary by country/label format? Offline scans required or online only? Any specific design system for result screens? Should scan history sync across devices? Let's get in touch Thanks
₹25 000 INR 7 päivässä
1,2
1,2

As a seasoned app developer, specialising in Android and iOS with proficiency in Flutter, I have the expertise to bring your vision for the Food Label Scanner App to life. I have extensive experience in creating apps with key features similar to what you need such as User Authentication, Camera Scanner, OCR, Result Screen, and more. In fact, OCR (Text Extraction) is an area where I'm deeply familiar, having worked with Google ML Kit OCR and successfully leveraging features like automatic text detection and structuring. One of the aspects that sets me apart is my ability to deliver tailored experiences aligned specifically with user's goals. A standout element of your app is how it delivers a personalised verdict based on the dietary goal chosen by the user during onboarding. Having worked extensively with rule-based projects before, I'm comfortable working with predefined logic and ensuring our app efficiently evaluates products as healthy, okay or unhealthy. Another advantage of working with me is my comprehensive skill set that extends beyond app development. I can also contribute effectively in Database Management especially Firebase Authentication and offer valuable insights in Digital Marketing that would help boost your app's presence post-launch. Let's team up and together create an app that revolutionises how we make healthy food choices!
₹12 500 INR 7 päivässä
0,0
0,0

As an experienced full-stack developer proficient in Flutter and iOS development, I am well-equipped to bring your Food Label Scanner App vision to life. My track record of developing highly-functional mobile applications is grounded in a deep understanding of efficient code design, profound backend expertise, and experience with complex user interfaces. Additionally, my familiarity with the Google ML Kit OCR tool will be instrumental in extracting clean, structured text from scanned images within your application. This capability particularly aligns with the core feature of your project, where accurate OCR is critical for evaluating nutritional values. With this data at hand, I will implement the rule-based logic to assign clear color codes of Healthiness (Green), Okay (Yellow), and Unhealthy (Red) - suggesting food alternatives when necessary. What sets me apart is my penchant for delivering seamless functionality, exceptional performance, and measurable results - all traits that align perfectly with your outlined project needs. A client-centric approach and adaptaibility to changing goals make me a versatile professional capable of functioning efficiently across time zones. By selecting me for the job, you'll be leveraging on my firm commitment to high standards and ensuring that your app not only meets but exceeds expectations
₹25 000 INR 30 päivässä
0,0
0,0

Hello, Hope you are doing well. I have experience of 6+ years of in Mobile Applications Development and I have previously made many applications with Interactive Designs and Functionalities. I have reviewed your requirement. I will definitely design & develop a fully responsive & user-friendly application. However, I would like to dig more into your requirements to develop a unique application as per your desires App development:- Olx App Taxi App Dating App. Educational App Multivendor App. Hotel and Restaurant Booking App. Doctors/ hospital management App. Please have a look at my portfolio link : https://www.freelancer.com/u/khushiArt Best Regards Khushbu
₹15 000 INR 20 päivässä
0,0
0,0

Hi, We can build your cross-platform iOS and Android app using Flutter or React Native with Firebase Authentication and Google ML Kit OCR. The app will open the camera instantly after login, support flash and auto-focus, extract text from ingredient labels, and apply your rule-based logic to classify products as Healthy, Okay, or Unhealthy based on the user’s dietary goal. Results will clearly explain the verdict, highlight risky ingredients, and suggest better alternatives, with optional scan history if time allows. You’ll receive clean, maintainable source code, build instructions, and store-ready builds for both platforms. With over 10 years of experience in the industry, we have successfully delivered high-quality solutions to clients globally. Let’s align on the framework, timeline, and rules so we can start immediately.
₹25 000 INR 7 päivässä
0,0
0,0

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