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AI Visibility Scorecard

Les Goodrich

Les Goodrich

Unclaimed

lesgoodrich.com · Media & Entertainment

Borderline visible. AI bots can crawl Les Goodrich, 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.

AI engines read this profile 3 times

Apple Intelligence · Claude

#999,029 of 1,898,206 in Media & Entertainment for AI visibility

4.6

/10

AEO Score

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About Les Goodrich

from our crawl and measurement

"Click the Red Button below to get your free copy of The Garden Witches, right away." That is how Les Goodrich introduces itself. When AI engines look at it, they find little to work with. It scores 4.6 out of 10.

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

AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).

Industry · Media & Entertainment
Last scored · Aug 9, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

3

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

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

AI Discoverability

3

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

7

Inbound links from other sites.

Domain Authority

2

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 4.6/10, Les Goodrich is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Les Goodrich

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Les Goodrich: 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.

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Source & Attribution

Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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