AI Visibility Scorecard
workroll.com
workroll.com · Media & Entertainment
Borderline visible. AI bots can crawl workroll.com, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 2 times
Claude
#944,595 of 1,966,719 in Media & Entertainment for AI visibility
66
AI Naming Predictability
iLikely to be named · 66/100
5
AEO Visibility
iBorderline · 4.6/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About workroll.com
from our crawl and measurement
workroll.com describes itself simply: "A focused stream of recent stories from the sources curated for this community. Latest: Ask HN: How do I get freelance developer jobs." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.
Our crawl found structured data on the page (CollectionPage), 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).
The 6 signals AI reads
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
Fair
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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
Fair
Forum and community discussion.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.6/10, workroll.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to find clients as a freelance developer – 5 actionable tips?
Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube. Engineering Hacker News Freelance Developer · July 06, 2020 10:35
Is this your brand?
The exact fixes for workroll.com
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for workroll.com.
Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/workroll
Cite this score: Engagemii (2026). "AEO Score for workroll.com." Retrieved from https://engagemii.com/aeo/brands/workroll
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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