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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

Comparison of vendor cloud, on-premise and private hosted ESL deployment against remote access, maintenance, GDPR role and hardware portability13 MIN READ
PLATFORM & DEPLOYMENT

ESL Software Deployment: Cloud vs Your Own Server

The question is not where the software runs — it is who holds the keys. Remote access, maintenance, vendor continuity and whether your gateways survive a change.

Aug 2026 · AiESL Research
Charts comparing e-paper redraw times and gateway capacity against update time12 MIN READ
DEPLOYMENT PLANNING

How Many Electronic Shelf Labels Can One Gateway Support?

Published figures span 2,000–15,000. Why that spread exists, and the display choice that quietly multiplies your gateway count.

Aug 2026 · AiESL Research
Charts of US price-verification inspection results showing store pass rates and item error rates by store type14 MIN READ
EVIDENCE & OPERATIONS

How Do Electronic Shelf Labels Impact Pricing Accuracy, Merchandising and Worker Efficiency?

23% of US stores fail the federal 98% price-accuracy standard. What 30 years of FTC and NIST data prove — and which ESL claims have no evidence at all.

Aug 2026 · AiESL Research
Charts showing how ESL payback period changes with hourly labour rate and price-change frequency15 MIN READ
ROI & BUSINESS CASE

How to Calculate ESL ROI: The Variables That Actually Decide Your Payback

Why quotes range from 12 to 36 months, the formula that settles it, and how labour rates swing payback 2.4× inside one country.

Jul 2026 · AiESL Research
A retail shelf of electronic price labels updated from a store POS system14 MIN READ
PLAIN-ENGLISH GUIDE

Do Electronic Shelf Labels Work With My POS/ERP? API, MQTT & Database Explained

The jargon in plain English, which connection fits you, what to prepare — and how we connect an old system that only has a database.

Jul 2026 · AiESL Research
Top-down retail floor diagram with ceiling AoA anchors locating tagged items on apparel racks30 MIN READ
TECHNOLOGY

Retail Indoor Positioning: How AoA, UWB, RFID and BLE Compare

A technical comparison of positioning technologies for inventory accuracy, power use and shopper pick-up-rate analytics, with an ROI model.

Jul 2026 · AiESL Research
Open and closed electronic shelf label system architecture, with open API integrations contrasted against a locked single-vendor suite16 MIN READ
PERSPECTIVE

Open vs. Closed ESL Systems: Lessons from AI, and What AI Agents Change

Why the shelf label industry split into two camps — and why "can my agents call your system" is becoming the deciding question.

Jul 2026 · AiESL Research
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
E-paper shelf display showing an AI-set promotional price9 MIN READ
GUIDE

What Is AI ESL? The Complete Guide to AI-Powered Electronic Shelf Labels

How a decision engine sets shelf prices from demand, stock and competitor data — instead of just mirroring the POS.

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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