Data & Knowledge Architecture for Production AI
How RAG, knowledge graphs, document intelligence, structured data, and evaluations create a trusted foundation for workflow AI.
Overview
AI Needs Trusted Business Context
Production AI is only as useful as the context it can access. Documents, policies, customer records, product data, operational events, and institutional knowledge must be made available in ways that are secure, accurate, current, and measurable.
Knowledge architecture combines retrieval, structured data, permissions, evaluations, metadata, and workflow context so AI systems can support real decisions without guessing.
The goal is a reusable intelligence layer that improves every copilot, agent, workflow, and analytics experience across the business.
Data Points
Foundation Decisions
Source Quality
Knowledge systems fail when content ownership, freshness, metadata, and permissions are not designed up front.
Retrieval Strategy
Different workflows need different combinations of semantic retrieval, keyword search, structured queries, and graph context.
Evaluation
Teams need workflow-specific test sets to measure answer quality, source grounding, coverage, and risk.
Reusable Context Layer
The same knowledge foundation can serve agents, copilots, dashboards, search, document automation, and customer operations.
Analysis
Architecture Principles
Design Around Questions and Actions
Start with the decisions and workflows the knowledge system must support, then model the sources and retrieval approach.
Respect Business Permissions
AI should inherit access controls and protect sensitive data across retrieval, generation, logging, and analytics.
Make Quality Observable
Track coverage, failed searches, wrong answers, source freshness, latency, and human corrections.
Create Shared Infrastructure
A strong knowledge layer lets teams avoid rebuilding retrieval, permissions, and evaluation for every AI use case.
Build the Knowledge Layer for AI
RDMI designs data and knowledge systems that make AI dependable in high-value workflows.
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