I will build a rag chatbot with gemini, pinecone and ai agents


About this gig
Most AI chatbots can generate an answer. The real challenge is making them retrieve the right information, use your data correctly, and know when to escalate.
I build RAG chatbots and multi-agent AI systems using Gemini, Pinecone, LLMs, APIs, and databases.
I have built a natural-language-to-database system that lets users query 100K+ MySQL records without writing SQL, achieving under 1.5s average response time and reducing repeat-query latency by ~65% using semantic caching.
I also developed a multi-agent customer support system with intelligent routing, specialized agents, sentiment-based escalation, and real-time decision logic.
What I Build
RAG chatbots over documents, databases & APIs
Gemini / LLM-powered AI agents
Pinecone vector search & semantic retrieval
Multi-agent routing and escalation
Structured + unstructured data Q&A
Database and API integrations
Semantic caching for lower latency and cost
Custom chat interfaces and admin dashboards
Process
- Understand your data and use case
- Design the RAG/agent architecture
- Build against your real data
- Test accuracy, latency and reliability
- Deliver with documentation
Message me before ordering Premium for complex multi-agent systems
Get to know Aditya K.
Smarter AI for a Smarter Business
- FromIndia
- Member sinceDec 2020
- Avg. response time1 hour
Languages
English
Other AI Development Services I Offer
FAQ
Can you build a chatbot using my own documents?
Yes. I can build a RAG system using PDFs, text files, websites, knowledge bases, databases, or other supported data sources.
Can you connect the chatbot to my database?
Yes. I can integrate databases such as MySQL, PostgreSQL, MongoDB, and other backend data sources depending on your project.
Can you integrate Gemini or another LLM?
Yes. I can integrate Gemini and other compatible LLM APIs based on your requirements.
Can you improve the speed of an existing RAG chatbot?
Yes. I can optimize retrieval, caching, prompts, database queries, model selection, and API calls to reduce latency and cost.
Can you integrate the chatbot into my existing application?
Yes. I can integrate the system with your existing frontend, backend, APIs, databases, or authentication system.
Can you build an admin dashboard?
Yes. The Premium package can include an admin dashboard for monitoring conversations, agents, escalations, or system activity.
