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AI Visibility Scorecard
Malcolm-Soft
malcolmsoft.com · Food & Beverage
Borderline visible. AI bots can crawl Malcolm-Soft, 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
#509,630 of 1,697,991 in Food & Beverage for AI visibility
5
/10
AEO Score
About Malcolm-Soft
from our crawl and measurement
"Hello there! My name is Alexander Gazarov, and this my personal website. Here you will find all my projects, blog posts, articles, and other contributions. Welcome!." That is how Malcolm-Soft introduces itself. Its AI visibility score is 5.0 out of 10: the engines can find it, but they do not have much to hold on to.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
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
8
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 5/10, Malcolm-Soft is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Malcolm-Soft
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your Ingredient Label Has a Story. Is Anyone Telling It?
Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.
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Source & Attribution
Scored by Engagemii on May 23, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/malcolmsoft
Cite this score: Engagemii (2026). "AEO Score for Malcolm-Soft." Retrieved from https://engagemii.com/aeo/brands/malcolmsoft
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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