#1,978,829 OF 2,702,905 IN TECHNOLOGY
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AI Visibility Scorecard
LLM TimeMachine — Freeze prompts, benchmark LLMs across time
llmtimemachine.com · Technology
Borderline visible. AI bots can crawl LLM TimeMachine — Freeze prompts, benchmark LLMs across time, 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
#1,978,829 of 2,702,905 in Technology for AI visibility
4
AEO Visibility
iNear-invisible · 3.6/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
8
AI Adoption
iBasic · 8/100
About LLM TimeMachine — Freeze prompts, benchmark LLMs across time
from our crawl and measurement
"Lock prompts into immutable capsules, run them on hundreds of models via OpenRouter (BYOK), and archive cost, latency and outputs to watch AI evolve over time." That is how LLM TimeMachine — Freeze prompts, benchmark LLMs across time introduces itself. When AI engines look at it, they find little to work with. It scores 3.3 out of 10.
The site gets some of it right: it has a sitemap, a readable heading structure. What holds it back is what is absent, including structured data describing the business, an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Fair
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
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.
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 3.6/10, LLM TimeMachine — Freeze prompts, benchmark LLMs across time is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for LLM TimeMachine — Freeze prompts, benchmark LLMs across time
Which AI engines already crawl you
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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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/llmtimemachine
Cite this score: Engagemii (2026). "AEO Score for LLM TimeMachine — Freeze prompts, benchmark LLMs across time." Retrieved from https://engagemii.com/aeo/brands/llmtimemachine
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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