The Shneider Framework for Semantic Shelf Intelligence

By Ievgeniia Shneider

The Shneider Framework for Semantic Shelf Intelligence is a forward-looking professional and academic book that introduces a new framework for understanding how meaning forms at the shelf and how physical retail environments can be interpreted through structured contextual intelligence. Positioned at the intersection of retail strategy, consumer meaning, merchandising, sensory language, and analytics, the book argues that shelf-level signals are not random fragments of shopper behavior, but meaningful and governable units of commercial interpretation. It develops a full architecture for semantic shelf intelligence, including signal formation, taxonomy design, planogram-locking, attribution without identity, KPI systems, localization logic, governance, and enterprise adoption. Rather than treating physical commerce as a space that can only be measured through lagging indicators such as sales, traffic, or conversion, the book proposes a more advanced discipline capable of interpreting contextual meaning before it fully disappears into outcome data. In this way, the manuscript offers both a conceptual contribution and a practical managerial framework. Designed as a serious resource for professionals, researchers, strategists, and decision-makers working in retail, consumer insight, category management, and physical commerce, the book also functions as a contemporary upskilling text for advanced industry practice. It combines theoretical depth with operational relevance and presents shelf intelligence not merely as a retail tool, but as an emerging field with broader implications for the future of physical commerce.

• Format: Paperback
• Language: English
• ISBN: 9999340725
• ISBN13: 9789999340724
• Release Date: March 2026
• Publisher: Eliva Press
• Length: 360 Pages
• Weight: 1.06 lbs.
• Dimensions: 0.8" x 6.0" x 9.0"