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AI Visibility Scorecard

Janelle Stelson for Congress

Janelle Stelson for Congress

Unclaimed

js4pa.com · Nonprofits

Borderline visible. AI bots can crawl Janelle Stelson for Congress, 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

#417,495 of 761,642 in Nonprofits for AI visibility

4.6

/10

AEO Score

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About Janelle Stelson for Congress

from our crawl and measurement

Janelle Stelson for Congress is a business whose own site puts it this way: "Janelle Stelson has been telling our stories for more than three decades. Now, she’s taking on Congressman Scott Perry to be our voice in Washington." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.

Our crawl found structured data on the page (Person, Organization, WebSite), a readable heading structure, substantial page content. It also found the gaps that keep answer engines guessing: an llms.txt file, a sitemap.

Industry · Nonprofits
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

5

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

9

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

8

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

8

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 4.6/10, Janelle Stelson for Congress is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Janelle Stelson for Congress: 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 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/js4pa

Cite this score: Engagemii (2026). "AEO Score for Janelle Stelson for Congress." Retrieved from https://engagemii.com/aeo/brands/js4pa

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

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