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AI Visibility Scorecard
Peter David Hirschberg
peterhirschberg.com · Technology
Borderline visible. AI bots can crawl Peter David Hirschberg, 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 4 times
Meta AI · Claude · Apple Intelligence
#1,401,936 of 2,648,418 in Technology for AI visibility
4.4
/10
AEO Score
About Peter David Hirschberg
from our crawl and measurement
Peter David Hirschberg is a business whose own site puts it this way: "Peter David Hirschberg • Web Developer • C++ Developer • Artist • 3D Modelling • Music Composition • Arcade Game Collector • Enthusiast Of All Things Retro • Geek My Games My Web Apps Luna." When AI engines look at it, they find little to work with. It scores 4.4 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
1
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
1
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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
3
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 4.4/10, Peter David Hirschberg is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Peter David Hirschberg
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/peterhirschberg
Cite this score: Engagemii (2026). "AEO Score for Peter David Hirschberg." Retrieved from https://engagemii.com/aeo/brands/peterhirschberg
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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