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AI Visibility Scorecard

Sebastian Witowski

Sebastian Witowski

Unclaimed

switowski.com · Technology

Somewhat visible. AI bots can read Sebastian Witowski, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 3 times

Meta AI · Claude

#70,680 of 2,629,032 in Technology for AI visibility

6.6

/10

AEO Score

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About Sebastian Witowski

from our crawl and measurement

Sebastian Witowski describes itself simply: "Sebastian Witowski - Python freelancer, consultant, and trainer." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.6 out of 10, readable in places and missing in others.

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

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

Industry · Technology
Last scored · Aug 10, 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

5

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

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

10

Inbound links from other sites.

Domain Trust

4

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

8

Forum and community discussion.

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 6.6/10, Sebastian Witowski has a working base to build on - fixable, and the signals above are where to start.

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Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Sebastian Witowski: AEO & AI Search

The AEO Checklist Every Small Business Owner Needs Right Now

Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.

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Source & Attribution

Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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