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AI Visibility Scorecard
Susan Fred Marketing
susanfred.com · Food & Beverage
Borderline visible. AI bots can crawl Susan Fred Marketing, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#996,200 of 1,354,826 in Food & Beverage for AI visibility
3.4
/10
AEO Score
About Susan Fred Marketing
from our crawl and measurement
"Sparraus on valmisteltu etukäteen, keskittyy olennaiseen ja jättää sinulle konkreettiset työkalut verkkoliiketoimintasi kehittämiseen myös sparrauksen jälkeen." That is how Susan Fred Marketing introduces itself. When AI engines look at it, they find little to work with. It scores 3.1 out of 10.
The site gets some of it right: it has structured data on the page (WebSite, LocalBusiness), a sitemap, substantial page content. What holds it back is what is absent, including an llms.txt file, a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 3.4/10, Susan Fred Marketing is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Susan Fred Marketing
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Susan Fred Marketing.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/susanfred
Cite this score: Engagemii (2026). "AEO Score for Susan Fred Marketing." Retrieved from https://engagemii.com/aeo/brands/susanfred
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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