Services
AI product engineering for real workflows
I help teams build MCP integrations, LLM systems, RAG assistants, and voice-powered interview products that can move beyond prototype demos.
AI Product Engineering
MCP Engineering for Claude and ChatGPT Workflows
MCP engineering services for startups building Claude, ChatGPT, and AI-agent integrations over real product data.
Production LLM Systems
LLM Systems and RAG Product Engineering
LLM systems engineering for RAG assistants, internal AI tools, evaluation loops, and production GenAI MVPs.
Voice AI and Assessment
AI Interview Simulation Tools
Voice-powered AI interview simulation systems for placement teams, coaching institutes, HR workflows, and admissions prep.