AI Visibility Scorecard
Planungs & Ingenieurbüro Wolfgang Forbriger :: 39108 Magdeburg
forbriger.com · Other
At 3/10, Planungs & Ingenieurbüro Wolfgang Forbriger :: 39108 Magdeburg 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.
AI engines read this profile 6 times
ChatGPT · Claude · Apple Intelligence · Perplexity
94
AI Naming Predictability
iAI names companies like this · 94/100
3
AEO Visibility
iNear-invisible · 3/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Planungs & Ingenieurbüro Wolfgang Forbriger :: 39108 Magdeburg
from our crawl and measurement
Planungs & Ingenieurbüro Wolfgang Forbriger:: 39108 Magdeburg is a business whose own site puts it this way: "Das Planungs und Ingenieurbüro Forbriger in 39108 Magdeburg hat entscheidende Kompetenzen im Stadtumbau Ost und der Hochbauplanung." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including GPTBot (ChatGPT).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Weak
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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 3/10, Planungs & Ingenieurbüro Wolfgang Forbriger :: 39108 Magdeburg is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Planungs & Ingenieurbüro Wolfgang Forbriger :: 39108 Magdeburg
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/forbriger
Cite this score: Engagemii (2026). "AEO Score for Planungs & Ingenieurbüro Wolfgang Forbriger :: 39108 Magdeburg." Retrieved from https://engagemii.com/aeo/brands/forbriger
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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