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AI Visibility Scorecard
Freelance Medical Writing Services by Kristin Roynesdal
krroynesdal.com · Healthcare
Borderline visible. AI bots can crawl Freelance Medical Writing Services by Kristin Roynesdal, 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
#613,375 of 839,070 in Healthcare for AI visibility
4
/10
AEO Score
About Freelance Medical Writing Services by Kristin Roynesdal
from our crawl and measurement
Freelance Medical Writing Services by Kristin Roynesdal is a business whose own site puts it this way: "Communicate Your Science Clearly. Kristin specializes in English-language editing for biomedical authors, publishers, and organizations." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (BreadcrumbList, CollectionPage, Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
7
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
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 4/10, Freelance Medical Writing Services by Kristin Roynesdal is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Freelance Medical Writing Services by Kristin Roynesdal
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/krroynesdal
Cite this score: Engagemii (2026). "AEO Score for Freelance Medical Writing Services by Kristin Roynesdal." Retrieved from https://engagemii.com/aeo/brands/krroynesdal
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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