B Evidence Grade B Graded accuracy verified by the review judge Safe to Cite Current

85%

85% -- ai uncited page rate for ChatGPT (2026-03)

2026-03  · nicolaziady.com

85% of the web pages retrieved/read by ChatGPT when formulating a response are never cited in the final answer.

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Attribution: nicolaziady.com View source
Lighthouse Research Team
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Source verified Evidence graded
Value
85%
Unit
Percentage
Data Vintage
2026-03
Entity
ChatGPT
B
Strong, reliable evidence

Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.

61/100 confidence

Single source - not yet corroborated

Extraction
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
60
Freshness
95
nicolaziady.com Primary Tier C
https://nicolaziady.com/how-ai-is-changing-marketing-in-2026-here-are-5-problems-every-marketer-has-… ↗
Confidence: 51/100 Vintage: 2026-03 Channel: Deep Crawl
Source Article
AI Is Now the Gatekeeper. Most Marketers Are Still Knocking on the Wrong Door. - Nicola Ziady
| Listen to this article Getting your Trinity Audio player ready... | BLUF: AI ad spend is up 63% in 2026. Meta’s agents are running campaigns without us. Google is about to put ads inside Gemini. LinkedIn is the most-cited professional domain in AI. And 85% of pages ChatGPT reads never get cited. H…
Original Research
nicolaziady.com · Original study ↗

Research published March 2026 on AI citation behavior

Methodology documented
Industrymarketing
Plain Text
ChatGPT: 85% ai uncited page rate. Source: nicolaziady.com (2026-03). Via Lighthouse Intelligence -- https://lighthousedata.io/data/chatgpt-ghost-traffic-85pct
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<blockquote cite="https://lighthousedata.io/data/chatgpt-ghost-traffic-85pct" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>85%</strong> -- ai uncited page rate for ChatGPT<br><small>Source: nicolaziady.com (2026-03) · <a href="https://lighthousedata.io/data/chatgpt-ghost-traffic-85pct" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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