B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
94%
94% -- ai response visibility for Fudge brownie flavor (entity in ChatGPT responses to 'What are the best flavors of ice cream?') (2026)
Fudge brownie flavor had an AI response visibility of 94% across 200 responses to the prompt 'What are the best flavors of ice cream?' from gpt-5.2-chat-latest via the OpenAI API.
Attribution:
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Lighthouse Research Team
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Source verified
Evidence graded
Value
94%
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) containing the flavor
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
Fudge brownie flavor (entity in ChatGPT responses to 'What are the best flavors of ice cream?'): 94% ai response visibility. Source: Graphite (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/fudge-brownie-ai-visibility
HTML Embed
<blockquote cite="https://lighthousedata.io/data/fudge-brownie-ai-visibility" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>94%</strong> -- ai response visibility for Fudge brownie flavor (entity in ChatGPT responses to 'What are the best flavors of ice cream?')<br><small>Source: Graphite (2026) · <a href="https://lighthousedata.io/data/fudge-brownie-ai-visibility" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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