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AI visibility score
1.16/ 10Near-invisible

▲ 0.06 since Nov 2026

As of 2026-11-09 · Engagemii Index

AI Visibility Scorecard

Clever Nest Lab

Clever Nest Lab

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clevernestlab.com · Education

At 1.16/10, Clever Nest Lab 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 1 times

Claude

3

AI Naming Predictability

i

Rarely named · 3/100

Education average 14

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1.16

AEO Visibility

i

Near-invisible · 1.16/10

Education average 1.5

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.

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25

Muse Index Score

i

AI agent readiness

Basic · 25/100

Education average 13

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0

AI Adoption

i

None detected · 0/100

Education average 0

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About Clever Nest Lab

from our crawl and measurement

Clever Nest Lab describes itself simply: "Practical guides for cleaning, appliance care, and everyday home maintenance. Learn how to troubleshoot common household problems and keep your home easier to maintain." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.16 out of 10.

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

AI crawlers have read this profile once in our tracking, including ClaudeBot (Anthropic).

Company ·
Clever Nest Lab
Industry ·
Education
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

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Good

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 1.16/10, Clever Nest Lab is near-invisible to AI engines today. That is fixable, and the signals above are where to start.

Frequently Asked Questions

Why Is My Dishwasher Not Draining Completely?

James L / 2026-08-13 A little water left in a dishwasher after a cycle isn’t always a sign of a problem. Some models intentionally […] Cleaning Tips

Why Does My Kitchen Sink Smell Even After Cleaning?

James L / 2026-07-30 Your kitchen sink looks clean, but an unpleasant odor keeps coming back every time you walk into the kitchen. You Cleaning Tips

Why Does My Washing Machine Shake During the Spin Cycle?

James L / 2026-07-28 Some vibration during the spin cycle is completely normal. During this stage, the drum rotates at very high speeds—often between Cleaning Tips

Why Does My Washer Leave White Residue on Clothes? 9 Common Causes and Easy Fixes?

James L / 2026-07-27 Laundry should come out looking cleaner than when it went in. If you’ve ever wondered why your washer leaves white Cleaning Tips

How to Remove Fabric Softener Build-Up From a Washing Machine?

James L / 2026-07-26 Learning how to remove fabric softener build up in washing machine units is essential to keep your laundry fresh. Fabric Cleaning Tips

Picked for Clever Nest Lab: AEO & AI Search

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/clevernestlab

Cite this score: Engagemii (2026). "AEO Score for Clever Nest Lab." Retrieved from https://engagemii.com/aeo/brands/clevernestlab

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

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