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AI Visibility Scorecard
DarkBench: Benchmarking Dark Patterns in Large Language Models
darkbench.ai · Technology
Borderline visible. AI bots can crawl DarkBench: Benchmarking Dark Patterns in Large Language Models, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 6 times
Claude · Apple Intelligence · Meta AI
#1,760,041 of 2,641,478 in Technology for AI visibility
4.2
/10
AEO Score
About DarkBench: Benchmarking Dark Patterns in Large Language Models
from our crawl and measurement
"A comprehensive benchmark for detecting manipulative techniques in LLM interactions." That is how DarkBench: Benchmarking Dark Patterns in Large Language Models introduces itself. When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
2
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.2/10, DarkBench: Benchmarking Dark Patterns in Large Language Models is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for DarkBench: Benchmarking Dark Patterns in Large Language Models
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/darkbench-ai
Cite this score: Engagemii (2026). "AEO Score for DarkBench: Benchmarking Dark Patterns in Large Language Models." Retrieved from https://engagemii.com/aeo/brands/darkbench-ai
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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