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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.

All articles

218 ARTICLES

Research & Insights

Best Location Intelligence Software for Retail Teams (2026)

The best location intelligence companies ranked for retail and CRE teams in 2026, evaluated on data depth, scoring transparency, deal workflow, and setup speed.

Aug 20, 2026

Research & Insights

7 Buxton Alternatives for Retail Site Selection (2026)

Looking for Buxton alternatives? Compare 7 platforms for retailers who want customer analytics depth without a months-long engagement, including self-serve scoring and deal management.

Aug 20, 2026

Research & Insights

Placer.ai Pricing: How It Works and What to Expect (2026)

Placer.ai doesn't publish pricing. Here's how its quote-based model actually works, what the free tier includes, and the questions to ask before you talk to sales.

Aug 20, 2026

Strategic Growth

Site selection across a private equity platform: one standard, many brands

A platform with a dozen operating brands usually has a dozen site-selection processes. Here is how to put one standard over all of them without flattening what makes each brand work.

Aug 19, 2026

9 min read

Strategic Growth

How to Defend a Site Selection Forecast to Your Board

The number is not what gets tested in the room. What gets tested is whether you can take it apart. Here is what makes a site forecast survive a board, and why franchisees ask a harder version of the same question.

Aug 17, 2026

Strategic Growth

Site Selection Tools: How Many Does One Store Take?

One site decision usually walks through eight to twelve tools. The count is not the problem. The handoffs between them are, and here is how to price yours.

Aug 14, 2026

8 min read

Research & Insights

Site Selection Software Accuracy: How to Back-Test a Score

A demo scores your worst store an 87. Here is why that happens, what it tells you about the model, and the back-test to run on any vendor before you buy.

Aug 12, 2026

9 min read

Building & Growing

How to Buy a Franchise: The Operator's Step-by-Step Guide

The eight stages of buying a franchise, which disclosure document sections decide the deal, how the money and the financing work, and where the process usually stalls.

Aug 10, 2026

10 min read

Strategic Growth

Franchise Territory Mapping: How to Draw and Defend Territories

Franchise territory mapping decides what a franchisee actually owns. Here are the four boundary methods, what Item 12 has to disclose, and how encroachment starts.

Aug 7, 2026

9 min read

Strategic Growth

Restaurant Location Strategy: How Restaurants Pick a Site

How multi-unit restaurant brands actually choose a site: pick the format first, size the trade area by drive time, forecast sales, then test the rent against the forecast.

Aug 5, 2026

9 min read

Research & Insights

Location Data Providers: How to Evaluate One Before You Buy

Vendor record counts tell you almost nothing. Here are the seven criteria that separate location data providers, and the bake-off you can run against your own store list in an afternoon.

Aug 3, 2026

8 min read

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

Newsletter

This Week in Retail

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