AI Visibility Scorecard
obsoleteassumption.com · Professional Services
Borderline visible. AI bots can crawl obsoleteassumption, 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 1 times
Claude
#464,291 of 528,700 in Professional Services for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
obsoleteassumption is a business whose own site puts it this way: "OBSOLETE Realization Gap Destruction The Book Author Buy the book Realization Gap Destruction The Book Author 00 / 100 A novel Obsolete Every innovation is a realization made...." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found a readable heading structure, substantial page content. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a sitemap.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
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 3.5/10, obsoleteassumption is crawlable but under-signaled - fixable, and the signals above are where to start.
Where are you in the gap?
Marcus’s company was built on one assumption that was true enough for long enough. So is yours. Soon you will be able to name it — the thing your business treats as permanent — and read where the interval has already moved.
Is this your brand?
The exact fixes for obsoleteassumption
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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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/obsoleteassumption
Cite this score: Engagemii (2026). "AEO Score for obsoleteassumption." Retrieved from https://engagemii.com/aeo/brands/obsoleteassumption
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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