AI Visibility Scorecard
MBG Cleanup
mbgcleanup.com · Food & Beverage
Borderline visible. AI bots can crawl MBG Cleanup, 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 2 times
Claude · ShapBot
#1,219,648 of 1,391,727 in Food & Beverage for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Food & Beverage average 12
Top 80% of Food & Beverage
See what's behind this score →4
-
Network Authority
iNot connected yet
Food & Beverage average 0.0
0 relationships · Food & Beverage average 2
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Food & Beverage average 18
See what's behind this score →0
About MBG Cleanup
from our crawl and measurement
MBG Cleanup is a business whose own site puts it this way: "MBG Cleanup adalah layanan pembersihan dapur profesional untuk SPPG (Sarana Pangan Pemerintah Gratis) dan rumah tangga di Jabodetabek. Deep cleaning dengan chemical food-grade aman." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
- Company ·
- MBG Cleanup
- Website ·
- mbgcleanup.com
- Industry ·
- Food & Beverage
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 8, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 read your site and name it in answers. At 3.5/10, MBG Cleanup is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Kenapa Pilih MBG Cleanup?
Tim Profesional & Terpercaya Petugas kami terlatih, berpengalaman, dan telah melalui verifikasi untuk memastikan keamanan dan kualitas layanan terbaik. Bahan Aman & Ramah Lingkungan Produk pembersih yang kami gunakan food grade, tidak meninggalkan residu berbahaya, dan aman untuk keluarga termasuk anak-anak.
Is this your brand?
The exact fixes for MBG Cleanup
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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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/mbgcleanup
Cite this score: Engagemii (2026). "AEO Score for MBG Cleanup." Retrieved from https://engagemii.com/aeo/brands/mbgcleanup
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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