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AI Visibility Scorecard
The Sarah Protocol
thesarahprotocol.com · Technology
At 1.2/10, The Sarah Protocol 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
#2,400,917 of 2,646,461 in Technology for AI visibility
1.2
/10
AEO Score
About The Sarah Protocol
from our crawl and measurement
The Sarah Protocol is a business whose own site puts it this way: "Bespoke AI systems for Singapore SMEs: workflow automation, voice and chat agents, dashboards and integrations. Built lean, documented in plain language, and handed over fully yours." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
2
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
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 1.2/10, The Sarah Protocol is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Sarah Protocol
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/thesarahprotocol
Cite this score: Engagemii (2026). "AEO Score for The Sarah Protocol." Retrieved from https://engagemii.com/aeo/brands/thesarahprotocol
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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