Deploy a production-ready AI layer into your existing software. I specialize in building the "Base Layer" for companies, integrating RAG (Retrieval-Augmented Generation) and Model Context Protocol (MCP) to turn your static data into an actionable, intelligent ecosystem.

While others build simple chat boxes, I engineer secure, provider-agnostic systems that allow LLMs to safely interact with your private databases, CRMs, and internal tools.

MCP Tooling Layer: Custom servers that allow AI to safely trigger business actions (e.g., create orders, query inventory, schedule meetings).

Advanced RAG Pipeline: Secure indexing of Firestore/SQL, Notion, and GDrive with hybrid search (Vector + Keyword).

Enterprise Orchestration: Multi-model support (OpenAI, Claude, Gemini) with built-in caching, cost controls, and PII redaction.

Evaluation & Monitoring: Full observability using Langfuse/OpenTelemetry to track accuracy, latency, and success metrics.

Production Deployment: Scalable infrastructure on Vercel, Cloud Run, or Kubernetes with full CI/CD integration.

I deliver a complete AI gateway from the architecture docs and SDKs to the admin dashboards ensuring your AI features are measurable, secure, and ready to scale.