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AI Visibility Scorecard
TF Labs | Brand & Retail Innovation
tflabs.io · Technology
Somewhat visible. AI bots can read TF Labs | Brand & Retail Innovation, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Apple Intelligence · Meta AI · Claude · ChatGPT
#155,299 of 2,655,315 in Technology for AI visibility
6.2
/10
AEO Score
About TF Labs | Brand & Retail Innovation
from our crawl and measurement
TF Labs is a Seattle, WA business whose own site puts it this way: "At TF Labs, we combine strategic thinking with creative execution to build and grow brands that stand out." Its AI visibility score is 6.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
3
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 6.2/10, TF Labs | Brand & Retail Innovation has a working base to build on - fixable, and the signals above are where to start.
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Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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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/tflabs-io
Cite this score: Engagemii (2026). "AEO Score for TF Labs | Brand & Retail Innovation." Retrieved from https://engagemii.com/aeo/brands/tflabs-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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