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Figure 3-6

How Do You Know AI Cites You? Measuring Both Ends of the Black Box

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Figure 3-6 How Do You Know AI Cites You? Measuring Both Ends of the Black Box
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On the left are first-party records: AI Real-Time Retrievals of 651,000. On the right are platform data and direct questions. Google's generative AI impression figures for this site are still pending. Copilot answer citations of the IDAEO platform total 31,711. TK Lin's personal IDA appeared in AI search source lists at a rate of 84% (four of the five models used the same search interface; the questions named the author himself; a single case). Below, reads, impressions, and citations form a checkable path. Requests, impressions, citations, and question ratios use different units and cannot be added together. This is a method diagram; cross-verification has not yet been completed.

ID
EO
How do you know AI cites you?
Cross-checking content use from both ends of the black box
Seeing content use
Seeing impressions, citations, answers
Site / edge first-party records
Platform data / asking AI directly
AI Black Box
Training · ranking
Mention · answer · action
S6 Mention
S7 Answer
1
VPS access logs
Site requests · paths
2
Cloudflare
AI crawler requests
AI referrals
Matched against VPS
Identifies the same read
First-party total
651,000
AI real-time retrievals
3
Google GSC
Generative AI impressions
and the URLs shown
Our site's figures pending
4
Bing Webmaster Tools
Copilot answer citations
31,711 times
2026/7/22–10/8
5
Asking multiple AIs
100 questions · five models
84%
IDA used as a source
Same URL · same period
Links evidence from both ends into one checkable path
Crawls
Exposure
Citation / answer
Requests, impressions, citations, question ratios: different units, not additive.
Bing cited URLs and tested answers check citation directly; front-end records fill in reads and impressions.
Case before vs. after
TK Lin's personal IDA, live test
9/20
0
10/3
84%
100 questions, five AI models; 84% of answers used this IDA as a source.
IDAEO measures both ends of the black box, then uses platform dataand periodic live tests to measure the results of content use.
Original framework © 2026

How to read On the left are first-party records: AI Real-Time Retrievals of 651,000. On the right are platform data and direct questions. Google's generative AI impression figures for this site are still pending. Copilot answer citations of the IDAEO platform total 31,711. TK Lin's personal IDA appeared in AI search source lists at a rate of 84% (four of the five models used the same search interface; the questions named the author himself; a single case). Below, reads, impressions, and citations form a checkable path. Requests, impressions, citations, and question ratios use different units and cannot be added together. This is a method diagram; cross-verification has not yet been completed.

Related questions

《IDAEO: Marketing in the Age of AI》TK Lin|Edition:1st edition, 9th revision(2026-10-20)|Other versions