B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
100%
100% -- ai response visibility for Vanilla, chocolate, and cookies & cream flavors (entities in ChatGPT responses to 'What are the best flavors of ice cream?') (2026)
Vanilla, chocolate, and cookies & cream flavors have an AI response visibility of 100% across 200 responses from gpt-5.2-chat-latest to the prompt 'What are the best flavors of ice cream?'.
Attribution:
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Lighthouse Research Team
Last verified:
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Source verified
Evidence graded
Value
100%
Unit
Percentage
Data Vintage
2026
Entity
Sample Size
200
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
95
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Graphite
Primary
Tier A
https://graphite.io/five-percent/research/demystifying-randomness-in-ai ↗
Source Article
Demystifying Randomness in AI
Demystifying Randomness in AI
Overview
In June 2024, the authors first described how randomness works in AI and proposed frameworks to measure brand performance in AI as part of a Reforge Webinar. Specifically, we proposed running multiple prompts multiple times to estimate the probability distribut…
Original Research
Graphite
· Original study ↗
Methodology
Visibility = percentage of 200 responses (gpt-5.2-chat-latest via OpenAI API) in which the flavor appears; appears in all 200 responses
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Vanilla, chocolate, and cookies & cream flavors (entities in ChatGPT responses to 'What are the best flavors of ice cream?'): 100% ai response visibility. Source: Graphite (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/vanilla-chocolate-cookies-cream-ai-visibility
HTML Embed
<blockquote cite="https://lighthousedata.io/data/vanilla-chocolate-cookies-cream-ai-visibility" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>100%</strong> -- ai response visibility for Vanilla, chocolate, and cookies & cream flavors (entities in ChatGPT responses to 'What are the best flavors of ice cream?')<br><small>Source: Graphite (2026) · <a href="https://lighthousedata.io/data/vanilla-chocolate-cookies-cream-ai-visibility" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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