Retail analytics insights
Guides, frameworks, and strategies for retail teams that want to move from dashboards to decisions.
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The AI Data Analyst: What It Replaces and What It Cannot
Roughly half the analyst job automates well. The half that does not is knowing which question to ask and knowing when the number is wrong, and that half gets more valuable as volume rises.
Self-Service Analytics Failed for a Structural Reason
Adoption has sat at 15 to 25% of licensed users for fifteen years across every generation of tool. A metric that ignores fifteen years of product improvement is not limited by the product.
How to Tell When an AI Analytics Answer Is Wrong
AI analytics rarely hallucinates a fact. It computes a real number from the wrong data with full confidence. The six failure modes, and four checks that catch most of them in two minutes.
Augmented Analytics: The Category, the Claims, and What Ships
The term no longer separates products. Four capabilities sit underneath it and they differ enormously in difficulty. How to tell which ones a vendor actually ships.
Decision Intelligence vs Business Intelligence: The Difference That Matters
BI tells you what happened and waits to be opened. The distinction that survives procurement is narrower: does the system close the loop, and can it prove the loop closed.
Connecting an AI Agent to Your Data Warehouse: The Access Patterns
Four patterns, decided casually in a pilot and permanent by month six. How they differ on accuracy, blast radius, and whether a CISO will sign off.
What AI Analytics Actually Costs Per Question
Inference is a rounding error. Warehouse compute is bigger, and continuous monitoring is bigger still. The line that varies by two orders of magnitude and never appears in a proposal.
What a Retail Security Review Should Ask an AI Vendor
Your questionnaire was written for software that stores data and shows it back. An agent asks for the ability to act on your systems of record. Six questions that cover the difference, in the order the answers matter.
The Second Semantic Layer Is the Real Objection
Security and finance objections are answerable with documents. The one that kills the deal comes from whoever owns the warehouse, is rarely said out loud, and is usually correct. How a competing metric definition gets built by accident, and the structural fix.
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