AI Visibility Scorecard
softwaredoug.com · Media & Entertainment
Visible to AI search. AI engines can read Doug Turnbull's Blog, and Structured Data, E-E-A-T Signals and News & Press are what would get it named ahead of competitors.
AI engines read this profile 35 times
Meta AI · Claude · Apple Intelligence · Parallel
Top 5% in Media & Entertainment for AI visibility
85
AI Naming Predictability
iNamed sometimes · 85/100
Media & Entertainment average 17
Top 1% of Media & Entertainment
See what's behind this score →6.37
-
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 →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Media & Entertainment average 15
See what's behind this score →6
from our crawl and measurement
Doug Turnbull's Blog describes itself simply: "Don't fill this out if you're human: Doug's search blog and newsletter Subscribe Learn more Check your email to confirm your subscription Doug Turnbull Consulting · Training Home Doug." To AI engines like ChatGPT and Perplexity it is visible, scoring 6.37 out of 10, with a few gaps left to close.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have read this profile 35 times in our tracking, including Meta AI, ClaudeBot (Anthropic) and Applebot (Siri).
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
Good
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
Fair
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Strong
Forum and community discussion.
Social Mentions
Good
Social discussion and mentions.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 6.37/10, Doug Turnbull's Blog is visible with gaps to close; the signals above show which.
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/softwaredoug
Cite this score: Engagemii (2026). "AEO Score for Doug Turnbull's Blog." Retrieved from https://engagemii.com/aeo/brands/softwaredoug
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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