The Intelligence Allocation Stack
Every company that fails with AI builds from the top down. Every company that succeeds builds from the bottom up. The order is not negotiable.
Data Foundation
Clean ingestion, consistent storage, and governed pipelines. The test: can three people run the same query and get the same answer?
Semantic Layer
Business logic translated into machine-readable form. One definition of revenue, one definition of an active customer — everywhere.
Orchestration Layer
The nervous system that connects, transforms, and routes data to where it needs to go. The difference between data you have and data you use.
AI Layer
Models, agents, and interfaces that depend entirely on the three layers beneath them. The most visible layer. The least foundational.
Recent Articles
All articles →The Data Consulting Agentic Shift: Tony Zeljkovic on What Survives
Tony Zeljkovic — five years of data consulting across life science, biotech, and finance — joins to work through what survives the agentic shift: which parts of data consulting expertise hold value when AI agents handle the implementation layer.
Omni's $120M Series C Is Not a BI Story. It Is a Semantic Layer Story.
Omni just closed a $120M Series C at a $1.5B valuation. The headline is the number. The signal is what sits at the center of their thesis: the semantic layer. Here is what that means for how you are building your data stack right now.
MCP and the Semantic Layer: How AI Agents Finally Get Governed Business Context
Model Context Protocol connects AI agents to governed semantic layers — making enterprise AI trustworthy, traceable, and vendor-agnostic. Here is how the architecture works and where it breaks down.
Semantic Layer ROI: The Business Case for Building It
Skipping the semantic layer isn't free. The costs are real, compounding, and measurable — and they get worse the moment you add AI on top.
“The next wave of AI consulting won't sell models. It will sell the infrastructure that makes models trustworthy.”
Wesley Nitikromo
Founder, Unwind Data