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AI Visibility Scorecard
Software Engineering LifeSearchDark modeLight mode
stephangrobler.com · Technology
At 2.2/10, Software Engineering LifeSearchDark modeLight mode 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
#2,710,182 of 2,812,091 in Technology for AI visibility
2.2
/10
AEO Score
About Software Engineering LifeSearchDark modeLight mode
from our crawl and measurement
Software Engineering LifeSearchDark modeLight mode describes itself simply: "open to opportunities Stephan Grobler software engineer · south africa · systems thinker Hi, I build software and I’m endlessly fascinated by systems of all kinds." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.2 out of 10.
On the page it is passable on basic crawler access. What holds it back is a heading structure that lays out what it offers, a clearly stated business identity, sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.
Off the page, almost no other sites link to it, the domain does not yet read as established, 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.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
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
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
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 2.2/10, Software Engineering LifeSearchDark modeLight mode is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Software Engineering LifeSearchDark modeLight mode
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?
Tech buyers are the most research-intensive shoppers on the internet.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Software Engineering LifeSearchDark modeLight mode.
Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/stephangrobler
Cite this score: Engagemii (2026). "AEO Score for Software Engineering LifeSearchDark modeLight mode." Retrieved from https://engagemii.com/aeo/brands/stephangrobler
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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