PageFoundry LLC

I help teams integrate AI into their products and internal workflows in a practical way.

I've built custom MCP servers, retrieval systems backed by RAG databases, and structured context pipelines that connect models to real data. This includes embedding strategies, prompt design, and application-level integrations.

Some engagements focus on adding AI directly into a product — search, summarization, assistance, or automation. Others focus on improving how engineers use AI in their day-to-day work.

I've written tailored repository context files, built internal tooling to support structured model interaction, and helped teams reduce noise and improve output quality when working with AI systems.

I start with the actual need. If AI makes the system better, we implement it. If it doesn't, we don't. The goal is usefulness, not surface-level features.