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AI Retail Analytics: 6 Operator Use Cases (2026 Guide)

How retailers actually use AI in retail analytics — demand forecasting, customer mapping, sales forecasting, cannibalization, and site scoring. Practical breakdown with real operator examples.

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208 ARTICLES

Research & Insights

Competitive Intelligence Reports: What Good Looks Like

A retail competitive intelligence report has six sections, and only one of them decides anything. Here is the template, where each section's data comes from, and how often to produce it.

Jul 29, 2026

9 min read

Strategic Growth

Business Location Strategy: How to Pick Where to Grow

A location strategy decides which markets you enter, in what order, and how fast, before anyone looks at an address. Here is how to build one from your own store data.

Jul 27, 2026

9 min read

Strategic Growth

Customer Profiling for Retail: Building Profiles from Trade-Area Data

A retail customer profile turns the people inside a trade area into a picture you can score against. Here is where the data comes from, how to build one, and where profiles go wrong.

Jul 24, 2026

8 min read

Research & Insights

7 Kalibrate Alternatives for Site Selection (2026)

Looking for Kalibrate alternatives? Compare 7 site selection platforms on forecasting depth, self-serve speed, and retail coverage beyond fuel and convenience.

Jul 23, 2026

Research & Insights

7 Sitewise Alternatives for Location Analytics (2026)

Looking for Sitewise alternatives? Compare 7 location analytics platforms on model transparency, self-serve speed, and deal management for multi-unit retail brands.

Jul 23, 2026

Research & Insights

7 SiteZeus Alternatives for Retail Site Selection (2026)

Looking for SiteZeus alternatives? Compare 7 site selection platforms on score explainability, data aggregation, deal management, and fit for retail and franchise growth.

Jul 23, 2026

Research & Insights

Ghost Kitchens and Site Selection: What the Data Says

Ghost kitchens were forecast as a $1 trillion market. US revenue fell 5.2% in 2024. Here is what the data says about the model, the shakeout, and how delivery-only site selection actually works.

Jul 22, 2026

10 min read

Research & Insights

Retail Business Intelligence: What It Is and How Operators Use It

Retail business intelligence turns store, customer, and location data into decisions: which markets to enter, which sites to sign, and which stores to fix. Here is what it is, how it differs from analytics, and the six ways operators use it.

Jul 20, 2026

8 min read

Research & Insights

What Is POI Data? Points of Interest, Explained

POI data is a structured record of physical places, each tagged with a name, category, coordinates, and attributes. Here's what it holds, where it comes from, and how it powers site selection.

Jul 17, 2026

8 min read

Research & Insights

Retail Competitive Intelligence: How Operators Track Competitors

Retail competitive intelligence is four trackable signals: competitor openings, closures, foot traffic share, and trade-area overlap. Here is what each one tells you and how to turn it into a site decision.

Jul 15, 2026

8 min read

AI Transformation

AI Real Estate Market Analysis: Tools & Methods 2026

AI real estate market analysis tools for 2026. Faster, more accurate insights for site selection and investment decisions.

Jul 14, 2026

Research & Insights

Foot Traffic Data Provider Comparison: What Each Platform Actually Gives You (2026)

Five foot traffic data providers. Five different methodologies. Five different answers to the same question. Here's what each platform actually measures, where the data breaks down, and how to pick the right one for site selection.

Jul 14, 2026

Newsletter

This Week in Retail

Store closures, expansion tracking, and original market analysis. A five-minute read every other Thursday.