AI Visibility Scorecard
Lilu
betterpumping.com · Technology
At 2.40/10, Lilu is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude
Top 10% in Technology for AI visibility
24
AI Naming Predictability
iRarely named · 24/100
Technology average 28
Top 41% of Technology
See what's behind this score →2.40
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →10
Muse Index Score
iAI agent readiness
Transactable · 10/100
Technology average 17
See what's behind this score →0
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 2.40 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.
- Company ·
- Lilu
- Website ·
- betterpumping.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 8, 2026
The 6 on-page 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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.40/10, Lilu is near-invisible to AI engines today. That is 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.
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Lilu.
Source & Attribution
Scored by Engagemii on November 8, 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.
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