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AI Visibility Scorecard

autumnfilter.com

autumnfilter.com

Unclaimed

autumnfilter.com Β· Other

Borderline visible. AI bots can crawl autumnfilter.com, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

Monitoring for AI engine activity

In the Engagemii AEO index

3.8

/10

AEO Score

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About autumnfilter.com

from our crawl and measurement

"World's Sharpest & Most Color Neutral CPL and ND Filters. Guaranteed." That is how Breakthrough Filters introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.

Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.

Industry Β· Other
Last scored Β· Aug 16, 2026

The 6 signals AI reads

Higher is better Β· 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

6

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

5

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Trust

0

Little domain authority yet.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

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 3.8/10, autumnfilter.com is crawlable but under-signaled - fixable, and the signals above are where to start.

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Weekly ChatGPT & Claude citation tracking

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Picked for autumnfilter.com: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

Continue reading in your free Engagemii portal

Free signup unlocks the full article plus your personalized AEO fix list for autumnfilter.com.

Source & Attribution

Scored by Engagemii on August 16, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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