White Paper · 14 min read · March 2026
Agentic AI Requires a Different Data Architecture
By Thinklytics Research, AI Architecture Practice
LLM-based agents make decisions autonomously. When they are grounded in bad data, those decisions propagate at machine speed. This paper outlines the data architecture requirements for safe agentic AI deployment in enterprise environments.
Topics covered
- Agentic AI data requirements
- RAG architecture
- Lineage for AI
- Governance at inference time