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AI Visibility Scorecard
Malcolm R. Ing, M.D.
malcolmingeyemd.com · Healthcare
Borderline visible. AI bots can crawl Malcolm R. Ing, M.D., 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 3 times
Claude · Apple Intelligence · Meta AI
#456,528 of 839,264 in Healthcare for AI visibility
4.6
/10
AEO Score
About Malcolm R. Ing, M.D.
from our crawl and measurement
"The office is directly above the Nauru Tower guest parking structure, and the entrance is just at the top of the driveway on the right-hand side (be aware we are NOT located in the tower)." That is how Malcolm R. Ing, M.D. of Honolulu, HI introduces itself. When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
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 4.6/10, Malcolm R. Ing, M.D. is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Malcolm R. Ing, M.D.
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Malcolm R. Ing, M.D..
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/malcolmingeyemd
Cite this score: Engagemii (2026). "AEO Score for Malcolm R. Ing, M.D.." Retrieved from https://engagemii.com/aeo/brands/malcolmingeyemd
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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