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AI Visibility Scorecard
SoaS — Soft on a Service
soasmodel.com · Technology
At 2.8/10, SoaS — Soft on a Service is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,622,622 of 2,830,090 in Technology for AI visibility
2.8
/10
AEO Score
About SoaS — Soft on a Service
from our crawl and measurement
SoaS — Soft on a Service describes itself simply: "SoaS (Soft on a Service) is a business model where the primary product is an expert's service, amplified by software the expert builds themselves. Read the manifesto and its...." As far as answer engines are concerned it may as well not exist yet: 2.8 out of 10.
Under the hood there is structured data on the page (WebSite, Person) and a sitemap, but the score is capped by what is missing: 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
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
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 2.8/10, SoaS — Soft on a Service is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for SoaS — Soft on a Service
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
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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/soasmodel
Cite this score: Engagemii (2026). "AEO Score for SoaS — Soft on a Service." Retrieved from https://engagemii.com/aeo/brands/soasmodel
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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