AI visibility score
6.6/ 10Good

#3,886 of 2,705,505 in Technology

As of 2026-08-02 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Willow Pump

Willow Pump

Unclaimed

onewillow.com · Technology

Somewhat visible. AI bots can read Willow Pump, but it is missing the structured signals that push citation rate above competitors.

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AI engines read this profile 10 times

Claude · ChatGPT · Meta AI · Apple Intelligence

#3,886 of 2,705,505 in Technology for AI visibility

97

AI Naming Predictability

i

AI names companies like this often · 97/100

Top 1% of Technology

7

AEO Visibility

i

Visible · 6.6/10

20

Muse Index Score

i

AI agent readiness

Transactable · 20/100

8

AI Adoption

i

Basic · 8/100

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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." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.6 out of 10, readable in places and missing in others.

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 5 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Applebot (Siri).

Industry · Technology
Last scored · Aug 2, 2026

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

Good

Experience, Expertise, Authority, Trust markers.

Technical AEO

Strong

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Strong

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Strong

Inbound links from other sites.

Domain Authority

Fair

Established authority for your domain.

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.

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 6.6/10, Willow Pump has a working base to build on - fixable, and the signals above are where to start.

Frequently Asked Questions

Not sure where to start?

Answer a few quick questions & we'll help you find your perfect match. Find My Pump

Why buy direct from Willow?

Free Shipping Free shipping on all pump orders - delivering pumping freedom to your front door! Exclusive Savings Save on pumps with insurance, HSA/FSA or installments starting at just $29.* Superior Care Willow ranks #1 in customer satisfaction, the highest rating for any breast pump brand.* 2-Year Warranty Get peace of mind with an extended protection plan on your pump, only available for purchase here.

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→
Picked for Willow Pump: AEO & AI Search

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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Willow Pump lists 78 products, 77 in stock, priced 9.99 to 559.98.

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Machine-readable copy: the product feed (JSON).

Source & Attribution

Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/onewillow

Cite this score: Engagemii (2026). "AEO Score for Willow Pump." Retrieved from https://engagemii.com/aeo/brands/onewillow

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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