Guides, data and analysis on AI pricing, electronic shelf labels and the future of the shelf edge.
Electronic price tags replace printed shelf labels with wireless e-paper displays that update prices, promotions and product data from your POS, ERP or pricing system. Learn how they work, what they cost, and how to choose the right ESL system.
Read the guideThe 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.
Published figures span 2,000–15,000. Why that spread exists, and the display choice that quietly multiplies your gateway count.
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.
15 MIN READWhy quotes range from 12 to 36 months, the formula that settles it, and how labour rates swing payback 2.4× inside one country.
14 MIN READThe jargon in plain English, which connection fits you, what to prepare — and how we connect an old system that only has a database.
30 MIN READA technical comparison of positioning technologies for inventory accuracy, power use and shopper pick-up-rate analytics, with an ROI model.
16 MIN READWhy the shelf label industry split into two camps — and why "can my agents call your system" is becoming the deciding question.
13 MIN READWhich chains use them, what they cost, fresh-food markdowns — and what a 180M-observation study says about surge pricing.
15 MIN READThe full picture — timeline, hardware, the surge-pricing debate, and how the project moved Q1 2026 global e-paper shipments.
12 MIN READAdhesive, magnetic, holder-based and electronic rack & bin labels compared — with costs and a 6-point selection checklist.
14 MIN READCompare ESL types by display technology, size, wireless system and retail use case — and choose the right label for each shelf.
11 MIN READHow electronic price tags work, what they cost, and how to choose the right ESL system for retail stores and warehouses.
9 MIN READHow ESLs work, the real benefits, ESL vs barcode vs RFID, plus cost and ROI by store type.
8 MIN READA side-by-side breakdown of labor, paper, error and margin costs over a 5-year horizon.
9 MIN READHow a decision engine sets shelf prices from demand, stock and competitor data — instead of just mirroring the POS.
10 MIN READHow the leading ESL suppliers stack up on price, battery, openness and AI capability.
6 MIN READWhat drives ESL pricing — hardware, software, install — and how to budget per store.
7 MIN READInside the decision loop — how an AI engine turns shelf data into margin uplift.
5 MIN READWhy pharmacies adopt ESL — and how to stay compliant with pricing regulations.
6 MIN READThe power math behind e-paper — and what really determines label lifespan.
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