AI Visibility Scorecard
Ingrid Gerstbach c/o Gerstbach Business Analyse GmbH
· Media & Entertainment
At 2.48/10, Ingrid Gerstbach c/o Gerstbach Business Analyse GmbH is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Authority. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude · ChatGPT
Top 10% in Media & Entertainment for AI visibility
3
AI Naming Predictability
iRarely named · 3/100
Media & Entertainment average 17
See what's behind this score →2.48
AEO Visibility
iNear-invisible · 2.48/10
Media & Entertainment average 1.4
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Media & Entertainment average 3. Claim your page and Engagemii is your first.
See what's behind this score →35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
Media & Entertainment average 15
See what's behind this score →0
About Ingrid Gerstbach c/o Gerstbach Business Analyse GmbH
from our crawl and measurement
"Ingrid Gerstbach ist Expertin für Design Thinking und Innovationsmanagement, Wirtschaftspsychologin und Autorin." That is how Ingrid Gerstbach c/o Gerstbach Business Analyse GmbH introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.48 out of 10.
Our crawl found structured data on the page (WebSite, Organization, LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have read this profile 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
- Company ·
- Ingrid Gerstbach c/o Gerstbach Business Analyse GmbH
- Website ·
- designthinkingqueen.com
- Industry ·
- Media & Entertainment
- 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
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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.
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 2.48/10, Ingrid Gerstbach c/o Gerstbach Business Analyse GmbH is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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/designthinkingqueen
Cite this score: Engagemii (2026). "AEO Score for Ingrid Gerstbach c/o Gerstbach Business Analyse GmbH." Retrieved from https://engagemii.com/aeo/brands/designthinkingqueen
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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