AI Visibility Scorecard
Lilu
betterpumping.com · Technology
Borderline visible. AI bots can crawl Lilu, 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 1 times
Claude
#1,543,849 of 2,705,580 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.5/10
10
Muse Index Score
iAI agent readiness
Transactable · 10/100
0
AI Adoption
iNone detected · 0/100
About Lilu
from our crawl and measurement
Lilu describes itself simply: "Empower mothers with our all-in-one milk tracking app. Seamlessly monitor pumping, breast, or bottle sessions with customizable analytics for informed feeding decisions." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.5 out of 10.
On the page itself the strengths are clear: a clear heading structure and sitemaps and entity links AI can follow. It is passable on basic crawler access. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews and structured data describing the business.
Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
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 4.5/10, Lilu is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Who knew feeding a baby would be this hard?
Breastfeeding and pumping comes with so many details to remember. MilkSense makes it simple to stay on track. With simple tracking, powerful AI-analytics, and personal scheduling tools, it’s easier than ever to understand your milk flow.Learn about your milk production, manage your supply, and get more milk with less stress.
Is this your brand?
The exact fixes for Lilu
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 Lilu.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/betterpumping
Cite this score: Engagemii (2026). "AEO Score for Lilu." Retrieved from https://engagemii.com/aeo/brands/betterpumping
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform