AI Visibility Scorecard
PKF Engineering
pkfengineering.com · Automotive
At 2.08/10, PKF Engineering is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Trust and News Mentions. That is fixable, and the signals below show where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
Top 50% in Automotive for AI visibility
<1
2.08
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Automotive average 5. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Basic · 30/100
Automotive average 16
See what's behind this score →0
About PKF Engineering
from our crawl and measurement
"PKF Engineering was established in 2002. Originally an MB specialist, we expanded to include all German marques in 2007." That is how PKF Engineering of Salisbury, ENG introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.08 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
- Company ·
- PKF Engineering
- Website ·
- pkfengineering.com
- Industry ·
- Automotive
- Location ·
- Salisbury, ENG
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.08/10, PKF Engineering is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Mechanical or electrical issue? Or just a regular service?
If you have any concerns, issues or questions about your car at all, please give me a ring or drop me an email. If I can answer you myself I will. If not, I’ll ask Paul or one of the boys for their opinion. No pressure, no commitment. I see my job as helping you keep your car in tip-top condition.
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 November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/pkfengineering
Cite this score: Engagemii (2026). "AEO Score for PKF Engineering." Retrieved from https://engagemii.com/aeo/brands/pkfengineering
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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