▲ 1.1 since Jun 2026
#22,575 OF 518,095 IN PROFESSIONAL SERVICES
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AI Visibility Scorecard
Regulatory and Quality Assurance | Michelle Lott | lean RAQA
leanraqa.com · Professional Services
Somewhat visible. AI bots can read Regulatory and Quality Assurance | Michelle Lott | lean RAQA, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Meta AI · Apple Intelligence · Claude
#22,575 of 518,095 in Professional Services for AI visibility
6
AEO Visibility
iVisible · 6.1/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About Regulatory and Quality Assurance | Michelle Lott | lean RAQA
from our crawl and measurement
Regulatory and Quality Assurance describes itself simply: "leanRAQA offers regulatory strategy, quality assurance and audit management services to assist emerging medical devices - leanRAQA - [email protected]." Its AI visibility score is 6.1 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 (WebPage, ImageObject, BreadcrumbList), 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
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
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
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
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
1
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 6.1/10, Regulatory and Quality Assurance | Michelle Lott | lean RAQA has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Regulatory and Quality Assurance | Michelle Lott | lean RAQA
Which AI engines already crawl you
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The AEO Checklist Every Small Business Owner Needs Right Now
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 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/leanraqa
Cite this score: Engagemii (2026). "AEO Score for Regulatory and Quality Assurance | Michelle Lott | lean RAQA." Retrieved from https://engagemii.com/aeo/brands/leanraqa
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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