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AI Visibility Scorecard

Goodfire AI

Goodfire AI

Unclaimed

goodfire.com · Nonprofits

Borderline visible. AI bots can crawl Goodfire AI, 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

#486,739 of 788,267 in Nonprofits for AI visibility

4

AEO Visibility

i

Borderline · 4.3/10

40

Muse Index Score

i

AI agent readiness

Agent-ready · 40/100

19

AI Adoption

i

Basic · 19/100

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About Goodfire AI

from our crawl and measurement

"Goodfire is an AI interpretability research company focused on understanding and designing AI systems you can trust." That is how Goodfire AI introduces itself. When AI engines look at it, they find little to work with. It scores 4.3 out of 10.

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

Industry · Nonprofits
Last scored · Sep 15, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

7

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

7

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

AI Discoverability

7

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 Authority

0

Little domain authority yet.

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 4.3/10, Goodfire AI is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Goodfire AI: 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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Free signup unlocks the full article plus your personalized AEO fix list for Goodfire AI.

Source & Attribution

Scored by Engagemii on September 15, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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