AI-Powered Dog Size Estimator

@infowider11

Hello, I have checked your Jd and thus is a great fit for my expertise in AI-powered applications, computer vision, and full-stack development. I can build a responsive web and mobile solution where users upload front and side photos of their dogs, AI estimates key body measurements, and those measurements are mapped against your existing size-chart thresholds to generate accurate size recommendations. The workflow would include photo upload, automated measurement detection, user review/edit of measurements, and personalized recommendations such as “We recommend Size Small for Daisy in this product.” To maximize accuracy, I would recommend a hybrid approach using proven computer vision models combined with custom sizing logic based on your product data. Let’s chat… Thanks

@diektech

Hi — Elias here from Miami. I see you're developing an interactive AI-powered dog size estimator for web and mobile. The goal is clear: provide users with an engaging experience while delivering accurate size estimations. What usually matters most here is ensuring the app can handle various image inputs and deliver reliable results. A common issue in systems like this is managing the complexity of image processing and AI model integration. The tricky part is usually maintaining performance across platforms while ensuring the app scales as user demand grows. My approach would involve creating a robust backend to efficiently process images and integrate the AI model seamlessly. I focus on structuring the app for maintainability and future expansion, ensuring updates and new features can be added smoothly. I've worked on similar projects requiring AI integrations and real-time processing, prioritizing user experience and application stability. A few questions to better understand the scope: Q1 – What user roles do you envision for this application? Q2 – Are there specific image processing requirements or accuracy levels for the estimations? Q3 – How will you handle user feedback to improve the AI model over time? Happy to discuss the details and suggest the best technical approach. Looking forward to hearing from you.

@kamran2012

I can help with this, I will build your dog size estimator — cross-platform app with photo upload, AI-driven body measurement extraction, editable results, and personalized size recommendations mapped to your existing chart data. For the AI approach, I will use a pose estimation model fine-tuned on canine anatomy to detect key landmark points (shoulder, chest, back length) from the side and front photos. A reference object or breed-based scaling factor will anchor pixel distances to real-world centimeters — without this calibration step, measurements drift significantly across camera distances and angles. This makes the difference between a novelty tool and one customers actually trust. Looking forward to potentially working together. Thanks, Kamran

@C0RETECHIES

Hi there, I see you're building a system where users can upload front and side photos of their dog, have an AI analyze them to estimate key body measurements, and then map those dimensions to your existing size chart. The user has the final say, with an option to manually adjust the AI's estimate before receiving a final, personalized size recommendation. Technical approach: We'll use a cross-platform framework like Flutter for a single codebase across web and mobile. The backend API, likely in Node.js or Spring Boot, will manage user data and the sizing logic. For the core task, we'll develop a custom computer vision model (e.g., using keypoint detection with a CNN or a similar architecture) trained to identify specific measurement points on a dog's body from the two images. This model will be deployed as a separate microservice for scalability. Core modules: - Image Upload & Validation: Guides users on photo quality (lighting, angles) and preprocesses images for the model. - AI Measurement Engine: An API endpoint that takes the two images and returns a JSON object of measurements (e.g., neck, chest, back_length). - Sizing & Logic Engine: Takes the measurements, queries your size chart data, and returns the recommended size. - User Override Interface: A simple UI for users to confirm or edit the AI-generated values. Implementation strategy: We'll start with an MVP focusing on the core measurement pipeline for one or two key dimensions to validate the model's accuracy. We will build the user-facing app for uploads and results display concurrently. Subsequent phases will involve refining the model with more data for higher precision and adding features like user profiles and measurement history. Can you clarify a few points for me? Regards, Rohit

@DrSyafiq

You're building a photo-based sizing assistant where the important part is making the AI estimate useful, explainable, and easy for the user to correct. I would structure this around a clear image intake flow for front/side dog photos, measurement estimation, mapping to your existing size thresholds, and a confirmation step so users can edit values before the final recommendation is shown. For this project, I would focus especially on: - Web/mobile upload flow with quality checks for side and front photos - AI measurement pipeline, size-chart threshold mapping, and confidence/error handling - User edit/confirmation UX, recommendation wording, and data capture for improving accuracy over time If helpful, I can outline the photo-to-size recommendation workflow and validation points before implementation. Best, Dr. Syafiq

@ciss26

Hello, I hope you are doing well. I understand that you are looking to build a DOG BODY SIZE ESTIMATION MOBILE APPLICATION, and I would be happy to help. I have extensive experience in designing and developing applications and have successfully delivered many projects. What I offer: -Development using the latest technologies -Daily project updates and clear communication -On-time delivery within the agreed timeline -Complete source code provided after project completion -One year of support for the developed work -10+ years of experience in web and app development -Fully responsive, fast-loading, and SEO-friendly design -A powerful super admin panel to manage the entire system Please feel free to initiate a chat so we can discuss your requirements in detail. Thank you and regards, Dheeraj K.

@pinkeegupta

Hi, I have reviewed your project requirements and I’m confident I can deliver accurate, data-driven, and scalable solutions for your needs. I bring 9+ years of combined experience in mobile app and web development in Python development, Data Science, Data Analytics, and Business Intelligence, helping clients turn raw data into meaningful insights and actionable dashboards. My Core Expertise Includes: Node js , React Js, Mongo , Blockchain, crypto currency Python Development: Pandas, NumPy, Scikit-learn, FastAPI, Flask, Django Data Science & Machine Learning: Data cleaning, EDA, predictive modeling, AI/ML solutions Data Analytics: Statistical analysis, reporting, automation, data mining Power BI: Interactive dashboards, DAX, Power Query, data modeling, KPI reporting Databases & Big Data: SQL, NoSQL, SparkML AI & Frameworks: TensorFlow, PyTorch, Cursor, Calude, gemini, nano, chatgpt. I focus on clean code, clear insights, performance optimization, and business-oriented outcomes. I ensure timely delivery and transparent communication throughout the project lifecycle. Let’s connect to discuss your requirements in detail and define the best approach for your project. Looking forward to working with you. Regards, Anju Logical Soft Tech Pvt Ltd, Indore(M.P)

@mahig47

Hello! As per your project post, you’re looking to build an AI-powered Dog Size Estimator web and mobile application that allows dog owners to upload front and side photos of their dogs, automatically estimate body measurements using AI, and generate accurate size recommendations based on your existing sizing charts. The goal is to simplify the sizing process, improve purchase confidence, and reduce sizing errors by combining computer vision, measurement validation, and intelligent recommendation logic. My focus will be on delivering a complete AI sizing platform featuring dog photo uploads, computer vision-based body measurement estimation, side and front image processing, measurement extraction workflows, user review and editing of detected measurements, size chart mapping engine, personalized size recommendations, user-friendly web and mobile interfaces, secure image handling, analytics tracking. I specialize in AI-powered applications, computer vision solutions, mobile and web development, cloud infrastructure, and recommendation systems using technologies such as Python, TensorFlow, OpenCV, React, Flutter, Node.js, and cloud-based AI services. Let’s connect to review your existing size charts, measurement requirements, AI accuracy expectations, and product catalog structure so we can define the best architecture and implementation roadmap for the platform. Best regards, Nikita Gupta.

@Ahmed1elhadidi

With 8 years of experience and over 80 ai projects and 65 IOS and Android applications i can guarantee a scalable and well architecture Ai Dog Sizing app

@Hubready

Hello! This is James from Hollywood. I carefully reviewed your project for an AI-Powered Dog Size Estimator, and I'm excited about creating an engaging application for both web and mobile platforms. With over 15 years of experience in AI, mobile app development, and web technologies, I understand the importance of a user-friendly interface that effectively utilizes machine learning to estimate dog sizes. My background includes designing production-grade software and ensuring my solutions are practical and maintainable. To align perfectly with your vision, could you please clarify the following questions? 1. Do you have specific machine learning models in mind, or are you open to recommendations? 2. What are your main goals for user engagement within the app, and do you have specific features in mind? For similar projects, I’ve worked on applications that incorporate AI and user interaction, such as a personalized pet care app and a virtual fitting room app. I propose an initial phase to define requirements and user experience, followed by prototype development and testing. I’m committed to delivering a high-quality product that meets your needs. Let’s connect and discuss your ideas further!

@ZohaibRoy

⭐⭐⭐⭐⭐ Create an Engaging App for Dog Size Estimation with AI ❇️ Hi My Friend, I hope you're doing well. I reviewed your project needs and see you are looking for an interactive app for dog size estimation. You don't need to look any further; Zohaib is here to help you! My team has completed over 50 similar projects for app development. I will build a user-friendly app where users can upload photos of their dogs, and our AI will estimate their measurements. Users can confirm or edit these measurements before getting a size recommendation, all within your budget. ➡️ Why Me? I can easily create your engaging app as I have 5 years of experience in AI and app development, focusing on image processing, UI/UX design, and mobile/web platforms. My strong grip on AI models and development tools will ensure a smooth execution of your project. ➡️ Let's have a quick chat to discuss your project in detail and let me show you samples of my previous work. I look forward to discussing this with you in our chat. ➡️ Skills & Experience: ✅ AI/ML Development ✅ Image Processing ✅ Mobile App Development ✅ Web App Development ✅ UI/UX Design ✅ User Photo Uploads ✅ Measurement Estimation ✅ Size Chart Mapping ✅ User Confirmation/Editing ✅ Custom AI Models ✅ Data Analysis ✅ Cross-Platform Development Waiting for your response! Best Regards, Zohaib

@kishanbwts

This project can be tackled efficiently by focusing on accurate measurement extraction and a smooth user experience. For the photo upload and front/side view requirement, a guided UI that helps users capture the right angles will reduce errors in AI estimation. I’ve helped a pet accessory client build a similar tool that extracted pet dimensions from images, where we combined a pre-trained pose estimation model with custom calibration to fit their size charts. To map measurements to your size data, I suggest creating clear thresholds based on your chart and adding a review step where users can adjust any measurement before the recommendation is finalized. Will your size chart thresholds be flexible, or fixed ranges? Also, are there any constraints on photo resolution or device capabilities we should consider? Building this as a web app with React Native for mobile can streamline development and maintain a consistent experience. Once I understand your current size chart format, I can quickly create a prototype to demonstrate the AI measurement and size recommendation flow. Ready to start defining the photo capture process and integrating the AI measurement model.

@DngPhgNam

⭐⭐⭐⭐⭐ ✅Hi there, hope you are doing well! I recently developed a similar AI-driven application that accurately estimated pet body metrics from images, enabling users to easily obtain size recommendations. From my experience, the most critical part to successfully deliver this project is precise image processing combined with intuitive UX for seamless user photo uploads and measurement edits. Approach: ⭕ Develop AI models optimized for front and side dog image analysis ⭕ Integrate these models into responsive web and mobile apps ⭕ Design user-friendly interfaces for easy photo uploads and measurement verification ⭕ Map AI results to your size chart with editable fields for user adjustments ⭕ Implement clear, customized size recommendation messages ❓Could you please clarify if you have a preferred tech stack for the web and mobile platforms? I am confident my expertise in AI image processing and full-stack development will ensure a smooth, engaging, and precise dog size estimation app that your users will trust and enjoy. Looking forward to working together. Best regards, Nam

@mubeenm5026

The AI-Powered Dog Size Estimator project is a perfect fit for me as it aligns harmoniously with my skills and expertise. Over the past decade, I've engineered numerous applications that intertwine AI and automation, from chatbots to machine learning solutions. As such, I'm well-versed in image processing AI and can build a solution for this project’s estimation needs. My toolset includes React Native and Flutter, which I can employ to create both web and mobile versions of the app. In addition, my team's proficiency in UI/UX design will guarantee an intuitive, modern, and engaging interface that accounts for real user behavior. This skill set I believe is indispensable when it comes to allowing users to comfortably upload their dog's photos and make size confirmations or edits without any confusion. Ultimately, what sets my team apart is our unwavering commitment to being comprehensive problem solvers rather than mere developers. This means not only building the app but also ensuring it is scalable, future-ready and maintains efficient performance even as you potentially expand your business offerings. It would be a pleasure to collaborate with you and deliver an outstanding application that seamlessly integrates AI into your size recommendation process.

@vladang

What you’re really building is a guided sizing experience, so the accuracy of the measurements matters, but just as important is giving users confidence in the recommendation before they buy. My approach would be to start with the photo capture flow and define the positioning requirements for front and side images, since image quality directly affects measurement accuracy. From there, I’d integrate a pre-trained computer vision model to detect key body landmarks and estimate measurements, then map those values against your existing size chart thresholds. Before generating a recommendation, users would see the measurements, make adjustments if needed, and immediately see the size update based on those edits. One thing I’d pay close attention to is handling imperfect photos—dogs moving, poor angles, partial visibility—so the system can either compensate or guide the user to retake a better image instead of producing unreliable results. I recently worked on AI-driven applications where image processing and user feedback loops were critical to keeping results trustworthy and easy to use. Do you already have labeled dog measurement data available for validation, or would the AI rely primarily on photo-based estimation from launch? I can start working through the architecture and implementation right away.

@techsty2014

Hey, We will build your dog size estimator as a cross-platform app (web and mobile) with an AI vision pipeline that extracts body measurements from user-uploaded photos. For the measurement model, we will use a pose estimation approach trained on canine keypoints. Two photos (side and front) give us enough reference points to triangulate chest girth, back length, and neck circumference. We will calibrate against a known reference object in the frame to convert pixel distances into real units. That feeds directly into your size chart thresholds for the final recommendation. A couple of quick things to confirm: 1) Do you have a labeled dataset of dog photos with known measurements, or will we need to build that training set? 2) Should the app support multiple products with different size charts per breed? Looking forward to talking through the details. Faizan

@FizzaNadeemK

Hi, I can build a web and mobile AI tool that estimates dog body size from front and side photos. I reviewed your need for front/side photo measurement extraction with editable validation and size-chart mapping. I’d use a vision model to detect key body points, convert them into measurements, map them to your thresholds, and let users confirm results inside a React Native + web app. Do you already have labeled images or only a size chart for calibration? Best Regards, Fizza Nadeem K

@sekai1116

As a seasoned mobile engineer with a sharp focus on AI and ML integration, I am confident in my ability to build the cutting-edge AI-Powered Dog Size Estimator application you require. With an intricate understanding of image processing and a reputation for delivering reliable, efficient code, I can create an interface that allows users to seamlessly upload photos of their dogs and generate precise size estimations based off their unique body measurements. My proficiency in both web and mobile app development will be crucial in ensuring your application translates seamlessly across various platforms, providing consistent user experience at every touchpoint. Additionally, my track-record for implementing intuitive UI/UX designs that foster user engagement would be paramount to the success of this project. In conclusion, my comprehensive skill set extends beyond traditional development; it encompasses the critical thinking and creativity required for impactful Machine Learning integration to solve real-world problems. I look forward to turning this project vision into reality, creating an experience where dog owners no longer face the uncertainty of buying apparel that doesn't fit. Choosing me would mean choosing innovation, quality, and exceeding the expectations your users have in mind.

@SalinaSof30

Hello, I have 8+ years of experience in web and application development, delivering high-quality, scalable, and user-friendly solutions. I can help you build a modern, responsive, and performance-driven product tailored to your requirements. My approach focuses on clean design, smooth functionality, and secure architecture to ensure the best user experience. I handle everything from development to deployment, including UI/UX implementation, backend integration, API connectivity, and testing. I also ensure the project is fully responsive, optimized, and ready for real users. Clear communication, timely delivery, and long-term support are always part of my workflow. I’d be happy to discuss your project in detail and suggest the best approach to achieve your goals. Thanks and regards.