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AI Visibility Scorecard
Willow Pump
shop.willowpump.com · Technology
Somewhat visible. AI bots can read Willow Pump, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Meta AI · ChatGPT · Claude · Apple Intelligence
#87,893 of 2,641,343 in Technology for AI visibility
6.5
/10
AEO Score
About Willow Pump
from our crawl and measurement
Willow Pump is a business whose own site puts it this way: "Experience the freedom of Willow: the original fully in-bra, wearable breast pump with hospital-grade suction and leak-proof mobility." Its AI visibility score is 6.5 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have visited 3 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
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
10
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
3
Forum and community discussion.
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 6.5/10, Willow Pump has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Willow Pump
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Willow Pump.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/shop-willowpump
Cite this score: Engagemii (2026). "AEO Score for Willow Pump." Retrieved from https://engagemii.com/aeo/brands/shop-willowpump
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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