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AI Visibility Scorecard
sourcesarch.com · Education
Somewhat visible. AI bots can read Sources, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Meta AI
#279,455 of 863,600 in Education for AI visibility
5.2
/10
AEO Score
from our crawl and measurement
"Our work ranges from assessing the effects of land alteration and development on known and potential heritage areas and sites, to research relating to land claims and traditional use." That is how Sources introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clearly stated business identity and visible credibility markers. It is passable on basic crawler access and partial sitemap and link coverage. What holds it back is structured data describing the business and a heading structure that lays out what it offers.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Trust
3
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.
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 5.2/10, Sources has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Sources
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/sourcesarch
Cite this score: Engagemii (2026). "AEO Score for Sources." Retrieved from https://engagemii.com/aeo/brands/sourcesarch
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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