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AI Visibility Scorecard

Mann Lake®

Mann Lake®

Unclaimed

kelleybees.com · Manufacturing & Industrial

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

AI engines read this profile 3 times

Meta AI · Claude

#6,405 of 243,790 in Manufacturing & Industrial for AI visibility

6

AEO Visibility

i

Visible · 6.3/10

35

Muse Index Score

i

AI agent readiness

Agent-ready · 35/100

0

AI Adoption

i

None detected · 0/100

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About Mann Lake®

from our crawl and measurement

Mann Lake® describes itself simply: "Leading supplier of beekeeping supplies, live honey bees, hive kits, beekeeping suits, queen rearing equipment, beekeeping tools, and more." Its AI visibility score is 6.3 out of 10: the engines can find it, but they do not have much to hold on to.

Our crawl found structured data on the page (WebPage, WebSite, OnlineStore) and a readable heading structure. It is missing an llms.txt file and a sitemap.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Manufacturing & Industrial
Last scored · Aug 10, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

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

4

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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 Authority

3

Established authority for your domain.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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 6.3/10, Mann Lake® has a working base to build on - fixable, and the signals above are where to start.

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Picked for Mann Lake®: 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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Source & Attribution

Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Mann Lake®." Retrieved from https://engagemii.com/aeo/brands/kelleybees

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

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