AI Visibility Experiment
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CatalogIQ AI Visibility Experiment

Measuring whether enriched structured product data drives more AI citations than thin pages. Four pages live. Day 0 baseline: May 2026.

4 pages live
Experiment Status
Page Version ACP Score Status
Myron 30oz Tumbler A — Thin
41/100
Live
Myron 30oz Tumbler B — Enriched
89/100
Live
Imperial Oreno 30oz A — Thin
36/100
Live
Imperial Oreno 30oz B — Enriched
91/100
Live
Live Pages
Version A — Thin baseline Myron 30oz Stainless Tumbler Replicates Myron Promos product page — minimal structured data ACP: 41/100 · NC0238 Version B — Enriched Myron 30oz Stainless Tumbler Same product with full Schema.org, FAQPage, OG price tags, B2B specs ACP: 89/100 · NC0238 Version A — Thin baseline Imperial Oreno 30oz Tumbler Replicates Imperial Promotions page — no production time, no schema ACP: 36/100 · IMP-286-DWA-OR25 Version B — Enriched Imperial Oreno 30oz Tumbler Production timeline added, full Schema.org, FAQPage, AggregateOffer ACP: 91/100 · IMP-286-DWA-OR25
What We're Testing

"Hypothesis: Fully enriched product pages with structured B2B data (price, MOQ, decoration methods, production time, Schema.org markup, FAQ pairs) will appear more frequently in Perplexity and Google AI Mode responses to buyer-intent queries than thin pages containing the same product with minimal structured data."

Key Differences Between Versions

Thin pages are missing

  • Schema.org Product JSON-LD
  • Open Graph price tags (og:price:amount)
  • Production time — Imperial (key gap)
  • Decoration method detail — Myron
  • FAQPage schema with answered pairs
  • B2B procurement language
  • Use-case context (events, onboarding)
  • MOQ stated explicitly in title/meta

Enriched pages added

  • Schema.org Product + FAQPage JSON-LD
  • og:price:amount, product:availability
  • Production timeline box (7-day standard)
  • Laser / full color / screen print detail
  • 5 answered FAQ pairs visible on page
  • B2B Procurement Specs panel
  • 6 use-case pill tags per page
  • MOQ, SKU, and specs in og:title
Measurement Schedule
Day 0
May 2026
Baseline recorded — 0 citations expected. Pages indexed.
Day 7
~May 24, 2026
First measurement. Check Perplexity + Google AI Mode.
Day 14
~May 31, 2026
Primary measurement. Compare A vs B citation rates.
Day 28
~Jun 14, 2026
Secondary measurement. Confirm or update findings.
Run These Queries Yourself

Want to see the experiment live? Run these exact buyer-intent queries in ChatGPT and Perplexity, then note which pages appear in the cited sources. If enriched pages appear and thin pages don't, the hypothesis holds.

30oz stainless tumbler corporate event minimum 24 units
custom branded tumblers employee onboarding kits
laser engraved tumbler bulk order 50 units

What to look for: Check the cited sources / references in each AI response. If a Version B (enriched) page appears and the corresponding Version A (thin) does not, that's a confirmed signal. If both appear, compare position. Screenshot and record results on Day 7, 14, and 28.