AI Visibility Scorecard
mphonline.com · E-commerce
Somewhat visible. AI bots can read MPHOnline.com, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 19 times
Meta AI · Claude · ChatGPT · Amazon Alexa
#2,090 of 738,818 in E-commerce for AI visibility
86
6
AEO Visibility
iVisible · 6.1/10
40
Muse Index Score
iAI agent readiness
Transactable · 40/100
4
AI Adoption
iBasic · 4/100
from our crawl and measurement
"Buy books online from the No. 1 Online Bookstore in Malaysia! Enjoy fast & free shipping with min. spend, book deals & exclusive discounts." That is how MPHOnline.com introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.1 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite, Organization, BreadcrumbList), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 6 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Applebot (Siri).
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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
Fair
Social discussion and mentions.
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 6.1/10, MPHOnline.com has a working base to build on - fixable, and the signals above are where to start.
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Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for MPHOnline.com.
MPHOnline.com lists 1,000+ products, 112 in stock, priced 8.40 to 646.50.
The full list of every product we captured is in the product feed (JSON).
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mphonline
Cite this score: Engagemii (2026). "AEO Score for MPHOnline.com." Retrieved from https://engagemii.com/aeo/brands/mphonline
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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