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AI Visibility Scorecard

VizHound — Feedback, right on the prototype

VizHound — Feedback, right on the prototype

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vizhound.com · Technology

Borderline visible. AI bots can crawl VizHound — Feedback, right on the prototype, 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.

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In the Engagemii AEO index

#2,011,073 of 2,641,190 in Technology for AI visibility

3.7

/10

AEO Score

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About VizHound — Feedback, right on the prototype

from our crawl and measurement

"Paste a prototype link, click what's off, and share notes that point at the real thing, as a task list for your team or a fix prompt for your AI." That is how VizHound — Feedback, right on the prototype introduces itself. When AI engines look at it, they find little to work with. It scores 3.4 out of 10.

The site gets some of it right: it has a readable heading structure, substantial page content. What holds it back is what is absent, including structured data describing the business, an llms.txt file, a sitemap.

Industry · Technology
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

2

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

9

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

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

5

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

AI Discoverability

6

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 3.7/10, VizHound — Feedback, right on the prototype is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for VizHound — Feedback, right on the prototype

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Picked for VizHound — Feedback, right on the prototype: 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/vizhound

Cite this score: Engagemii (2026). "AEO Score for VizHound — Feedback, right on the prototype." Retrieved from https://engagemii.com/aeo/brands/vizhound

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

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