Fixture dataset
F

RELEASE 02 / COMMERCIAL TRUTH

Search to revenue

Join Search Console demand, GA4 AI referrals and Shopify outcomes without pretending a referral proves answer-engine causality.

ORGANIC CLICKS

1,571

+21% measured query set

AI REFERRAL SESSIONS

1,286

+34% vs prior period

ATTRIBUTED ORDERS

45

Last-touch referral observation

AI REFERRAL REVENUE

$18,420

+31% vs prior period

AI REFERRAL MIX

Sessions and revenue by source

SourceSessionsEngagedOrdersRevenueChange
chatgpt.com61872%19$7,820+38%
perplexity.ai31478%12$4,960+44%
gemini.google.com22169%8$3,320+29%
claude.ai13374%6$2,320+18%

MEASUREMENT CONTRACT

What this can prove

connected

Search Console proves clicks, impressions, CTR and average position for owned pages.

connected

GA4 and Shopify connect known referrals to sessions, orders and revenue.

directional

Intervention lift is directional without a designed holdout. The platform labels confidence explicitly.

SEARCH DEMAND

Queries with AEO crossover

QueryLanding pageMarketClicksImpressionsCTRPositionChange
elle and riley cashmere/collections/cashmereUS8426,41013.14%2.3+18%
best cashmere travel wrap/blogs/journal/cashmere-travel-wrapUS2145,9803.58%8.7+42%
cashmere in summer/blogs/journal/summer-cashmereUS1388,2301.68%13.2-12%
a grade cashmere/blogs/journal/cashmere-qualityUS1263,9203.21%9.4+26%
cashmere brands new zealand/collections/womens-cashmereNZ1191,8406.47%5.1+15%
elle and riley reviews/pages/reviewsGlobal982,2104.43%6.8+8%
quince vs elle and riley/blogs/journal/cashmere-valueUS342,9601.15%16.4+62%