AI Visibility Scorecard
Octave Engineering
matthewmarkgraaff.com · Technology
Borderline visible. AI bots can crawl Octave Engineering, 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 2 times
Claude · ChatGPT
#1,299,541 of 2,705,505 in Technology for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
12
AI Adoption
iBasic · 12/100
About Octave Engineering
from our crawl and measurement
Custom software, AI and mobile app development in Johannesburg is a Johannesburg business whose own site puts it this way: "A Johannesburg engineering studio building production software, mobile apps, cloud platforms, hardware integrations and agentic AI systems." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (ProfessionalService) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 4/10, Octave Engineering is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Alright, but what does that actually mean?
01You bring the problem. We scope it with you.Your team knows the operation. We know what survives contact with production. Scoping is a shared exercise, and it happens before you’ve paid us anything.02Then we build it. No handoffs.The people who scope your project are the people who write it, across web, mobile, cloud, embedded hardware and AI.
Got something that has to work?
Send a brief, an existing prototype, or a description of the problem.
Is this your brand?
The exact fixes for Octave Engineering
Which AI engines already crawl you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Octave Engineering.
Source & Attribution
Scored by Engagemii on August 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/matthewmarkgraaff
Cite this score: Engagemii (2026). "AEO Score for Octave Engineering." Retrieved from https://engagemii.com/aeo/brands/matthewmarkgraaff
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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