AI Features Integration
Add real AI to your existing product — beyond a ChatGPT button.
Every product owner wants "AI features." Most bolt on a chat widget and call it done. I build AI that actually does work in your product: pipelines with retries, structured outputs, tool-calling agents, MCP servers, RAG over your data.
TypeScript end-to-end. Zod-validated everywhere. Observable, cost-controlled, and testable — because "the AI is down" is not an acceptable answer to customers.
What is included
- LLM pipelines with structured output (Zod schemas, retries, fallbacks)
- Autonomous agents with your tools and APIs
- MCP servers exposing your product to Claude Desktop / Cursor
- RAG over your documentation, catalog, or knowledge base
- Voice pipelines (Whisper + LLM)
- LLM evaluation and testing infrastructure
FAQ
- What is included in the service «AI Features Integration»?
- LLM pipelines with structured output (Zod schemas, retries, fallbacks), Autonomous agents with your tools and APIs, MCP servers exposing your product to Claude Desktop / Cursor, RAG over your documentation, catalog, or knowledge base, Voice pipelines (Whisper + LLM), LLM evaluation and testing infrastructure
- How much does it cost?
- The price depends on the scope.
- How do we start?
- Describe the project through the contact form or email, then we can quickly align on the format and next step.
Discuss the project
Describe what needs to be done, the timeline, and constraints. I will reply with a work format and the next step.
principdereva@gmail.com