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AI Visibility Scorecard
Firstleaf
firstleaf.club · E-commerce
Somewhat visible. AI bots can read Firstleaf, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · ChatGPT
#5,979 of 510,147 in E-commerce for AI visibility
6.6
/10
AEO Score
About Firstleaf
from our crawl and measurement
Firstleaf describes itself simply: "Save on world class wines delivered to your door with Firstleaf's wine club. Get started now and join the more than 1 million wine lovers who have found their perfect wines!." Its AI visibility score is 6.6 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clear heading structure, a clearly stated business identity, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited 5 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
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 Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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, Firstleaf has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Firstleaf
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The $4.6 Trillion Problem Every E-Commerce Brand Ignores
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Firstleaf.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/firstleaf-club
Cite this score: Engagemii (2026). "AEO Score for Firstleaf." Retrieved from https://engagemii.com/aeo/brands/firstleaf-club
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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