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AI Visibility Scorecard
Talking Documentary
www.talkingdocumentary.com · Other
At 1.7/10, Talking Documentary 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
ChatGPT
1.7
/10
AEO Score
About Talking Documentary
from www.talkingdocumentary.com
Observations and conversations on the art, craft and business of documentary filmmaking. Click to read Talking Documentary, by Scott Lacy, a Substack publication with hundreds of subscribers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
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
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
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
0
No inbound links found yet.
Domain Authority
1
Established authority for your domain.
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 1.7/10, Talking Documentary is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Talking Documentary
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/www-talkingdocumentary
Cite this score: Engagemii (2026). "AEO Score for Talking Documentary." Retrieved from https://engagemii.com/aeo/brands/www-talkingdocumentary
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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