AI Visibility Scorecard
Fredric Roberts Photographyhttp://fredricroberts.com
fmroberts.com · Media & Entertainment
At 1.34/10, Fredric Roberts Photographyhttp://fredricroberts.com is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Content Structure and Entity Clarity. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude · Meta AI
Top 50% in Media & Entertainment for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Media & Entertainment average 17
See what's behind this score →1.34
AEO Visibility
iNear-invisible · 1.34/10
Media & Entertainment average 1.4
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Media & Entertainment average 3. Claim your page and Engagemii is your first.
See what's behind this score →5
Muse Index Score
iAI agent readiness
Basic · 5/100
Media & Entertainment average 15
See what's behind this score →0
About Fredric Roberts Photographyhttp://fredricroberts.com
from our crawl and measurement
Fredric Roberts Photographyhttp://fredricroberts.com is a business whose own site puts it this way: "He is represented by the Stephen Cohen Gallery, located in Los Angeles, California., Mr." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.34 out of 10.
Our crawl found a sitemap. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.
- Company ·
- Fredric Roberts Photographyhttp://fredricroberts.com
- Website ·
- fmroberts.com
- Industry ·
- Media & Entertainment
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Weak
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 1.34/10, Fredric Roberts Photographyhttp://fredricroberts.com is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Fredric Roberts Photographyhttp://fredricroberts.com
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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 November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fmroberts
Cite this score: Engagemii (2026). "AEO Score for Fredric Roberts Photographyhttp://fredricroberts.com." Retrieved from https://engagemii.com/aeo/brands/fmroberts
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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