I will integrate a practical AI feature into your existing web application. This service is designed for clients who already have a working app and want to add one useful AI capability, not a full AI system or research project.

I focus on real, production-ready AI features that improve user experience and functionality.

What I can integrate

• AI chatbot for your website or dashboard
• FAQ or knowledge-based assistant using your data
• Text search or question-answering feature
• Content helper for summaries, explanations, or responses

How I implement AI features

I integrate AI using modern large language models and, when needed, a retrieval-based approach.

If your AI feature needs to answer questions from your own content, I can implement a RAG-style system where:

• Your documents or data are processed and stored for retrieval
• Relevant information is fetched based on user queries
• The AI generates responses grounded in your data, not guesses

This makes the AI more accurate, controllable, and useful for real applications.

Technical scope

• Backend integration using Node js or Python based services
• API-based LLM integration
• Optional retrieval logic for document-based answers
• Clean API connection between frontend and backend
• Simple explanation of how the feature works