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AI Visibility Scorecard
McCormack's Auto
mccormacksauto.com.au · Automotive
At 2.8/10, McCormack's Auto 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
#307,411 of 337,702 in Automotive for AI visibility
2.8
/10
AEO Score
About McCormack's Auto
from our crawl and measurement
McCormack's Auto, based in Sandgate, QLD, describes itself simply: "McCormack's Auto Sandgate - Brisbane's trusted mechanics since 1957. Expert tyres, suspension, 4WD servicing & dyno tuning. North Brisbane's #1 auto shop." As far as answer engines are concerned it may as well not exist yet: 2.8 out of 10.
Our crawl found structured data on the page (WebSite, AutoRepair, FAQPage), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
4
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
1
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
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 2.8/10, McCormack's Auto is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for McCormack's Auto
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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 September 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mccormacksauto-com-au
Cite this score: Engagemii (2026). "AEO Score for McCormack's Auto." Retrieved from https://engagemii.com/aeo/brands/mccormacksauto-com-au
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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