Senior AI and Flutter Developer Needed to Review & Resolve Healthcare App Issue

We have an existing healthcare/fitness mobile application built around AI-powered nutrition and fitness planning. The app tracks users’ daily food intake and calories and uses AI to generate personalized diet plans and workout plans based on their goals, food habits, calorie intake, activity level, and daily routine. We are looking for an Experienced Mobile App Developer, AI Engineer, and Full-Stack Mobile App Developer who can review our existing application, identify the root cause of the issue, and recommend the best technical solution. We have already invested a significant amount of budget into the product, but we currently have a very limited budget for this stage. We therefore want to start with a technical review and consultation rather than immediately beginning a large development project. The Current Issue The AI-generated diet and workout plans are not always consistent with the user's actual daily calorie intake and routine. For example, the AI may generate a diet or workout plan that doesn't properly account for: Previously logged meals Remaining daily calories User goals Activity level Nutrition history Daily routine User-specific preferences We need an AI and Mobile app expert who can review the existing implementation and determine whether the issue is related to AI prompting, LLM logic, personalization, data flow, backend implementation, calorie calculations, or how user data is being passed to and processed by the AI. What We Need We would like to have a one-on-one technical discussion with you and provide access to the existing codebase. You would: Review the existing mobile application, codebase, and architecture. Understand how the current AI/LLM integration works. Review how user, food, calorie, and activity data flows through the application. Identify the root cause of the current issue. Review the backend/API implementation. Evaluate the current AI prompts and recommendation logic. Suggest what should be changed, added, or removed. Recommend a practical and scalable solution. Provide your findings through a detailed discussion and/or written technical assessment. We are not looking for someone to immediately rebuild the application. We first want an experienced professional who can understand the existing system, identify the problem, and explain the best way forward. Budget We have already invested a significant amount into the application, so our current budget is limited. For this initial stage, we are primarily looking to pay for your time and technical expertise for the code review and consultation. If development work is required after the review, we can discuss the scope and budget separately. If everything goes well, we would definitely be interested in continuing with you for future development, AI improvements, and application enhancements. Ideal Candidate We're looking for an experienced Mobile App Developer / AI Engineer / Full-Stack Mobile App Developer with experience in: Flutter / Mobile App Development AI/LLM integrations AI-powered mobile applications AI recommendations and personalization Computer Vision Image-based food recognition or nutrition applications Healthcare, fitness, nutrition, or wellness applications Backend/API integrations Database architecture and data flow Debugging and troubleshooting existing applications AI prompt engineering and AI response processing Reviewing and improving existing application architecture Integrating AI into production mobile applications Experience with computer vision, food image recognition, calorie estimation, personalized AI recommendations, or AI-powered healthcare/fitness applications would be a strong advantage. Please briefly tell us about your experience as an AI Engineer, Flutter Developer, Mobile App Developer, or Full-Stack Mobile App Developer, particularly your experience with AI-powered mobile applications, computer vision, and personalization. We would like to start with a one-on-one meeting and codebase review, understand the issue, and determine the most practical solution before moving into further development.