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// BLOG

The AiESL retail intelligence blog

Guides, data and analysis on AI pricing, electronic shelf labels and the future of the shelf edge.

// LATEST ARTICLES

Latest from the blog

Digital price tags on e-paper displays clipped to a supermarket spirits display showing promotional prices13 MIN READ
BUYER GUIDE

Digital Price Tags in Grocery Stores: A Complete Guide

Which chains use them, what they cost, fresh-food markdowns — and what a 180M-observation study says about surge pricing.

Jul 2026 · AiESL Research
Supermarket shelves fitted with electronic shelf labels showing prices on e-paper displays15 MIN READ
MARKET ANALYSIS

Walmart Digital Shelf Labels: Rollout Timeline, Market Data, and What Comes Next

The full picture — timeline, hardware, the surge-pricing debate, and how the project moved Q1 2026 global e-paper shipments.

Jul 2026 · AiESL Research
Warehouse shelving with e-ink bin labels identifying parts inventory12 MIN READ
BUYER GUIDE

Warehouse Shelf Labels: Types, Costs, and How to Choose

Adhesive, magnetic, holder-based and electronic rack & bin labels compared — with costs and a 6-point selection checklist.

Jul 2026 · AiESL Research
Color and monochrome electronic shelf labels across a fresh-produce display in a supermarket14 MIN READ
BUYER GUIDE

Types of Electronic Shelf Labels

Compare ESL types by display technology, size, wireless system and retail use case — and choose the right label for each shelf.

Jul 2026 · AiESL Research
Modern grocery shelf with electronic price tags and a handheld updating device11 MIN READ
BUYER GUIDE

Electronic Price Tags

How electronic price tags work, what they cost, and how to choose the right ESL system for retail stores and warehouses.

Jun 2026 · AiESL Research
Electronic shelf label on a retail shelf displaying a promotional price9 MIN READ
GUIDE

What Are Electronic Shelf Labels (ESL)? Benefits, Cost & ROI (2026 Guide)

How ESLs work, the real benefits, ESL vs barcode vs RFID, plus cost and ROI by store type.

Jun 2026 · AiESL Research
Retail e-paper display for ESL cost analysis8 MIN READ
COST ANALYSIS

ESL vs Paper Labels: Full Cost Comparison (2026 Data)

A side-by-side breakdown of labor, paper, error and margin costs over a 5-year horizon.

May 2026 · AiESL Research
Electronic shelf label product setup for ESL buying guide10 MIN READ
BUYING GUIDE

Top 10 Electronic Shelf Label Manufacturers Compared (2026)

How the leading ESL suppliers stack up on price, battery, openness and AI capability.

May 2026 · AiESL Research
Supermarket electronic shelf display for ESL pricing breakdown6 MIN READ
PRICING

How Much Do Electronic Shelf Labels Cost? Pricing Breakdown

What drives ESL pricing — hardware, software, install — and how to budget per store.

Apr 2026 · AiESL Research
Promotional e-paper display for AI dynamic pricing article7 MIN READ
TECHNOLOGY

AI Dynamic Pricing with ESL: How It Works & ROI Proof

Inside the decision loop — how an AI engine turns shelf data into margin uplift.

Apr 2026 · AiESL Research
Digital shelf display for regulated retail and pharmacy use cases5 MIN READ
INDUSTRY

Electronic Shelf Label for Pharmacy: Compliance & Use Cases

Why pharmacies adopt ESL — and how to stay compliant with pricing regulations.

Mar 2026 · AiESL Research
Electronic retail display used to explain ESL battery life6 MIN READ
TECHNOLOGY

ESL Battery Life Explained: Why 7-Year Labels Change Everything

The power math behind e-paper — and what really determines label lifespan.

Mar 2026 · AiESL Research

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