The Automat

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The Difference Between a Dashboard and a Decision

Drew Donaldson

Published on: 10/08/2026

Data driven decision making fails when dashboards report status but never end in an action. Here is how to design analytics, human or agentic, that produce a decision instead of another meeting.

Data & Intelligencedata driven decision making2026AI operatorsactionable analytics

Metadata Is the Boring Thing That Makes Agents Smart

Drew Donaldson

Published on: 31/07/2026

Metadata management is the unglamorous AI layer that decides whether your agents are trustworthy or confidently wrong. Here is where to start.

Data & Intelligencemetadata management AI2026AI leaders and data teamssemantic layer

RAG in Plain English: How Retrieval Actually Makes an Agent Useful

Drew Donaldson

Published on: 21/07/2026

Retrieval-augmented generation explained without jargon: how RAG works, the chunking failure that breaks real implementations, and when to skip RAG entirely.

Data & Intelligenceretrieval augmented generation2026enterprise AIvector database

Turning Your Company's Documents Into a Brain an Agent Can Use

Drew Donaldson

Published on: 09/07/2026

How to build a knowledge base for AI from the documents you already own: what to ingest, how to structure it for retrieval, and how to keep it fresh.

Data & Intelligenceknowledge base for AI2026independent consultants & growth-stage teamsretrieval-augmented generation