AI Visibility Scorecard
aheadrobot.com · Technology
At 2.8/10, whitelabel.org 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 3 times
Claude · ShapBot
#1,133,806 of 2,706,489 in Technology for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 51% of Technology companies
3
AEO Visibility
iNear-invisible · 2.8/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
4
AI Adoption
iBasic · 4/100
from our crawl and measurement
whitelabel.org is a business whose own site puts it this way: "A revived blog from the early 2000s. Tech, civic tech, and the web." As far as answer engines are concerned it may as well not exist yet: 2.8 out of 10.
Our crawl found structured data on the page (WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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.
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 2.8/10, whitelabel.org is crawlable but under-signaled - fixable, and the signals above are where to start.
What's going on here? Why is everything so old?
January 22, 2026 Probably more than a decade ago, Cory told me off for letting this blog fall off the internet and become yet more linkrot. I always felt a bit guilty about that, but never quite got round to fixing it.
What's it like?
Downstream: 18.6 Mbits/second Upstream: 1.236 Mbits/second I didn't think it would make that much difference. But it's actually really bloody excellent. After 20 minutes, I was utterly sold. Especially having decent upstream: I've been saying for a while now that the providers' models are all wrong.
Orange porkie pies?
April 08, 2005 I've been obviously having problems with my new phone, a shiny new 'j-lo' 3g nokia 6630. I've been trying to email pics to flickr directly from the handset. Take picture, send as an email, and it gets about half way through and then dies.
Is this your brand?
The exact fixes for whitelabel.org
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for whitelabel.org.
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/aheadrobot
Cite this score: Engagemii (2026). "AEO Score for whitelabel.org." Retrieved from https://engagemii.com/aeo/brands/aheadrobot
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform