GAIO Validation Lab

Welcome to GAIO Validation Lab

A minimalist environment to validate and benchmark generative AI optimization approaches on web components.

Multi-Arm Test Design

8 variants of the same page content — each isolates a single GAIO variable for scientific measurement.

Baseline — Control

Standard DXP components with Shadow DOM. No GAIO measures. Poor AI extractability.

View Baseline →

Full Combo — Combined

All GAIO measures combined: JSON-LD (+ Entity Linking) + Semantic HTML + ARIA + Microdata + DSD.

View Full Combo →

Isolated Variables

Each page applies exactly one GAIO measure to the same components:

JSON-LD Only — Structured data in <head>, no other changes. View →

Semantic HTML Only — <section>, <article> wrappers, no other changes. View →

<noscript> Fallbacks Only — Light DOM content for no-JS crawlers. View →

ARIA Only — aria-label/aria-labelledby on host elements. View →

Declarative Shadow DOM — Server-rendered shadow content, no JavaScript. View →

Microdata Only — Inline schema.org attributes (itemscope/itemprop), no JSON-LD. View →

Methodology

The same insurance content (FAQ, tariff comparison, form fields, product cards) appears on every page. Only the delivery mechanism changes. The middleware logs which AI crawlers visit each variant, and the content extraction script measures what content each crawler can actually parse.