An engineering studio building AI-native tools and shipping RAG systems in regulated industries.
A New York-based practice specializing in governance-first RAG for regulated industries, where compliance, audit, and data residency matter.
What we do
- Retrieval-augmented generation for regulated workloads
- Model Context Protocol (MCP) integrations for agentic tooling
- Cloud data modernization with cross-system synchronization
- LLM evaluation, governance, and audit design
Services
Enterprise RAG and Agentic Tool Access
Production retrieval over internal knowledge sources: Confluence, Jira, SharePoint, codebases, document stores. Exposed via Anthropic’s Model Context Protocol for internal or customer-facing agentic tools. Built for regulated environments where compliance, audit, and data residency matter.
Cloud Data Modernization
Strangler-pattern migration of legacy data systems to cloud. Zero-downtime cutovers, cross-system synchronization during phased transitions, and compliance-grade data handling throughout.
Document Intelligence Pipelines
Event-driven extraction and parsing over document-heavy workflows. Replace manual transcription with automated ingestion that scales approval and review processes without adding linear headcount.
About
A19 Projects is founded by Jae Kim, a data architect and AI engineer currently embedded in a federal data modernization program at Accenture Federal Services.
Book a Discovery Session
Tell us about the problem you’re solving and where you’re stuck. We’ll respond within 24 hours on business days with a short, no-obligation read on how we can help.