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AI Visibility Scorecard
MBH Lab
mbhstudy.com · Food & Beverage
At 2.4/10, MBH Lab 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
#1,243,835 of 1,353,222 in Food & Beverage for AI visibility
2.4
/10
AEO Score
About MBH Lab
from our crawl and measurement
"2025年11月28日 税理士試験 税理士試験<簿記論>の独学での勉強時間はどれくらい？意識低い系現役受験生が解説 結論｜簿記論の勉強時間は200〜500時間が目安 税理士試験の勉強時間はどれくらい必要なのか？これは受験を考えている人が最初にぶつかる悩みだと思います。 結論から言うと「必要な勉強時間は人によって違う」ものの、・合格者の平均勉強時間・働きなが." That is how MBH Lab - introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.1 out of 10.
Our crawl found structured data on the page (Person, WebSite, CollectionPage) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
5
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
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
1
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
0
Little domain authority yet.
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 2.4/10, MBH Lab is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MBH Lab
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mbhstudy
Cite this score: Engagemii (2026). "AEO Score for MBH Lab." Retrieved from https://engagemii.com/aeo/brands/mbhstudy
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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