AI Visibility Scorecard
Bilverkstan Hulterström & Seidlitz
abbilverkstan.com · Automotive
Borderline visible. AI bots can crawl Bilverkstan Hulterström & Seidlitz, 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 5 times
Claude · ChatGPT
#105,206 of 365,677 in Automotive for AI visibility
5
AEO Visibility
iBorderline · 5/10
50
Muse Index Score
iAI agent readiness
Agent-ready · 50/100
0
AI Adoption
iNone detected · 0/100
About Bilverkstan Hulterström & Seidlitz
from our crawl and measurement
Bilverkstan Hulterström & Seidlitz, based in Linköping, describes itself simply: "Välkommen till Bilverkstan Hulterström & Seidlitz. Vi erbjuder professionell service och reparation av alla bilmärken. Med över 70 års erfarenhet, däckhotell och certifierad...." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.0 out of 10, readable in places and missing in others.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
AI crawlers have visited the site 2 times in our tracking, so the engines are already looking.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 5/10, Bilverkstan Hulterström & Seidlitz is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Vilka bilmärken servar ni?
Vi arbetar med alla vanliga bilmärken och hjälper både privatpersoner och företag med service och reparation.
Vad ingår i en vanlig bilservice hos er?
En service anpassas efter bilens behov och serviceintervall. Vi går igenom viktiga funktioner och meddelar tydligt om något behöver åtgärdas.
Hur bokar jag tid hos er i Linköping?
Du kan boka verkstadstid online eller kontakta oss direkt. Som bilverkstad Linköping hjälper vi dig att hitta en tid som passar.
Hjälper ni med däckbyte och däckhotell?
Ja, vi erbjuder däckbyte, däckmontering, hjulinställning och däckhotell för ett enklare och tryggare bilägande.
Kan ni hjälpa till med felsökning och större reparationer?
Ja, vi utför både felsökning och mer omfattande reparationer. Du får tydlig information om felbild, åtgärdsförslag och kostnadsbild.
Erbjuder ni hyrbil i samband med verkstadsbesök?
Ja, via vår filial för biluthyrning kan vi ofta hjälpa dig med en smidig lösning under tiden bilen är på verkstad.
Is this your brand?
The exact fixes for Bilverkstan Hulterström & Seidlitz
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.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/abbilverkstan
Cite this score: Engagemii (2026). "AEO Score for Bilverkstan Hulterström & Seidlitz." Retrieved from https://engagemii.com/aeo/brands/abbilverkstan
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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