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AI Visibility Scorecard

bob lonsberry dot com

bob lonsberry dot com

Unclaimed

lonsberry.com Β· Membership Organizations

Borderline visible. AI bots can crawl bob lonsberry dot 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.

AI engines read this profile 2 times

Claude

#37,769 of 82,228 in Membership Organizations for AI visibility

4.9

/10

AEO Score

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About bob lonsberry dot com

from our crawl and measurement

bob lonsberry dot com is a business whose own site puts it this way: "A column without a paper, a columnist without a boss. A new column here each weekday morning." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.

The site is missing structured data describing the business, an llms.txt file and a sitemap.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).

Industry Β· Membership Organizations
Last scored Β· Aug 9, 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

2

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

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

1

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

10

Inbound links from other sites.

Domain Authority

4

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 4.9/10, bob lonsberry dot 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 bob lonsberry dot 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.

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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/lonsberry

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

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

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