AI Visibility Scorecard
Lot Date
lotdate.com · Beauty & Personal Care
At 1.43/10, Lot Date is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Trust. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude
Top 50% in Beauty & Personal Care for AI visibility
15
AI Naming Predictability
iRarely named · 15/100
Beauty & Personal Care average 9
Top 27% of Beauty & Personal Care
See what's behind this score →1.43
AEO Visibility
iNear-invisible · 1.43/10
Beauty & Personal Care average 1.4
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Beauty & Personal Care average 3. Claim your page and Engagemii is your first.
See what's behind this score →55
Muse Index Score
iAI agent readiness
Transactable · 55/100
Beauty & Personal Care average 20
See what's behind this score →0
About Lot Date
from our crawl and measurement
Lot Date is a business whose own site puts it this way: "Check cosmetic batch codes to estimate production date and expiry for 2000+ skincare, makeup, and fragrance brands." When AI engines look at it, they find little to work with. It scores 1.43 out of 10.
Our crawl found structured data on the page (WebSite, Organization, WebPage), an llms.txt file for AI models and a sitemap.
- Company ·
- Lot Date
- Website ·
- lotdate.com
- Industry ·
- Beauty & Personal Care
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
Fair
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 1.43/10, Lot Date is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Which brands are supported?
Lot Date supports batch code, lot number, expiry, and freshness lookup for 2357 cosmetics, skincare, fragrance, and personal care brands. Start with a supported brand below, or browse the full brand directory.
How to Find Cosmetic Batch Codes and Lot Numbers on Packaging?
The fastest way to get a reliable production-date estimate is to copy the exact batch code from the package.
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.
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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lotdate
Cite this score: Engagemii (2026). "AEO Score for Lot Date." Retrieved from https://engagemii.com/aeo/brands/lotdate
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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