B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
18.3%
18.3% -- citation rate product discovery queries for ChatGPT (2026)
Product-discovery queries have a citation rate of 18.3% in ChatGPT answer generation.
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Lighthouse Research Team
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Source verified
Evidence graded
Value
18.3%
Unit
Percentage
Data Vintage
2026
Entity
Evidence Quality
B
Strong, reliable evidence
Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.
Single source - not yet corroborated
Score breakdown
Extraction
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
dont-feed-the-algorithm.beehiiv.com
Primary
Tier B
https://dont-feed-the-algorithm.beehiiv.com/p/don-t-feed-the-algorithm-issue-043 ↗
Source Article
Don't Feed The Algorithm: Issue 043
🐊 Editor's Note
Hey there,
Welcome back to another Don’t Feed The Algorithm, your weekly dispatch from Averi — where we explore the intersections of marketing, AI and the future of work.
This week's biggest number isn't a revenue figure or a user count. It's 85%.
That's how much content ChatGPT retr…
Original Research
dont-feed-the-algorithm.beehiiv.com
· Original study ↗
Methodology
How-to queries at 16.9%
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
ChatGPT: 18.3% citation rate product discovery queries. Source: dont-feed-the-algorithm.beehiiv.com (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/chatgpt-citation-rates-query-types
HTML Embed
<blockquote cite="https://lighthousedata.io/data/chatgpt-citation-rates-query-types" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>18.3%</strong> -- citation rate product discovery queries for ChatGPT<br><small>Source: dont-feed-the-algorithm.beehiiv.com (2026) · <a href="https://lighthousedata.io/data/chatgpt-citation-rates-query-types" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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