Context
An original preprint introduces E-GEO, pairing more than 7,000 realistic product queries with listings and testing 15 rewriting heuristics alongside an iterative optimization method.
What changed
A shopping-specific GEO testbed and accompanying experimental optimization approach became publicly available.
Why it matters
Provides an attributable framework for evaluating product-listing visibility in conversational shopping instead of relying on untested rewriting rules.
Visibility OS interpretation
Visibility OS interpretation: optimizing for complex product constraints is a distinct research problem; benchmark improvements do not establish improved visibility in live commercial AI shopping platforms.
What remains uncertain
How well do results generalize to deployed shopping engines, changing catalogs, and independent replications?