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AI Visibility Scorecard
Smells Like ML
smellslike.ml · Technology
Somewhat visible. AI bots can read Smells Like ML, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · Meta AI · Apple Intelligence
#512,116 of 2,658,720 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
2
AI Adoption
iBasic · 2/100
About Smells Like ML
from our crawl and measurement
Smells Like ML describes itself simply: "Smells Like ML Archives Tags Hey, we're Terry & Salma 👋 The technical tagteam behind this blog." Its AI visibility score is 5.3 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a workable page structure. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews and structured data describing the business.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established and there is little discussion of it. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
1
Forum and community discussion.
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 5.4/10, Smells Like ML has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Smells Like ML
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/smellslike-ml
Cite this score: Engagemii (2026). "AEO Score for Smells Like ML." Retrieved from https://engagemii.com/aeo/brands/smellslike-ml
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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