AI Visibility Scorecard
Sarah Manley
loststardesign.com · Media & Entertainment
At 1.4/10, Sarah Manley 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 2 times
Claude · Meta AI
#1,847,306 of 1,966,398 in Media & Entertainment for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 34% of Media & Entertainment companies
1
AEO Visibility
iNear-invisible · 1.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Sarah Manley
from our crawl and measurement
Sarah Manley, based in Los Angeles, CA, describes itself simply: "Hi, I'm Sarah Manley, a freelance web designer & developer in Los Angeles, CA. I've been developing websites, professionally, since 2005. You can view my online portfolio, here:)." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.4 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Fair
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 1.4/10, Sarah Manley is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Sarah Manley
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/loststardesign
Cite this score: Engagemii (2026). "AEO Score for Sarah Manley." Retrieved from https://engagemii.com/aeo/brands/loststardesign
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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