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AI Visibility Scorecard
Life with MBC
lifewithmbc.com · Healthcare
At 2.9/10, Life with MBC 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.
AI engines read this profile 3 times
Apple Intelligence · Claude
#654,153 of 695,433 in Healthcare for AI visibility
2.9
/10
AEO Score
About Life with MBC
from our crawl and measurement
"Surviving and thriving with Metastatic Breast Cancer." That is how Life with MBC introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.9 out of 10.
The site gets some of it right: it has structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap. What holds it back is what is absent, including an llms.txt file, a heading structure that lays out what it offers.
AI crawlers have visited the site 3 times in our tracking, so the engines are already looking.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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 Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 2.9/10, Life with MBC is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Life with MBC
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Trust Is the Product. AI Is How You Build It at Scale.
In health and wellness, you're not just selling a product. You're asking someone to trust you with their body.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Life with MBC.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lifewithmbc
Cite this score: Engagemii (2026). "AEO Score for Life with MBC." Retrieved from https://engagemii.com/aeo/brands/lifewithmbc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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