AI visibility score
3.6/ 10Weak

▼ 0.4 since Jun 2026

#1,049,369 of 1,393,731 in Food & Beverage

As of 2026-08-01 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Quality Ironworks

Quality Ironworks

Unclaimed

qiworks.com · Food & Beverage

Borderline visible. AI bots can crawl Quality Ironworks, 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 6 times

Meta AI · Apple Intelligence · Claude

#1,049,369 of 1,393,731 in Food & Beverage for AI visibility

4

AEO Visibility

i

Near-invisible · 3.6/10

0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

0

AI Adoption

i

None detected · 0/100

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About Quality Ironworks

from our crawl and measurement

Quality Ironworks describes itself simply: "focus on what’s important and put true quality behind your project Contact Us Today Quality Design It all begins with our engineering team carefully designing the product with the best." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.

The page falls short on a heading structure that lays out what it offers, a clearly stated business identity, credibility markers like credentials or reviews, the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow and structured data describing the business.

Away from its own site, other sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited 2 times in our tracking, including Applebot (Siri). The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 1994.

Industry · Food & Beverage
Last scored · Aug 1, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Fair

Clear headings and answer-style content.

Entity Clarity

Fair

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Fair

Experience, Expertise, Authority, Trust markers.

Technical AEO

Weak

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

AI Discoverability

Weak

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Good

Inbound links from other sites.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

Weak

Not in AI knowledge graphs yet.

News & Press

Weak

No press coverage found yet.

Community

Weak

No community discussion yet.

Social Mentions

Weak

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 3.6/10, Quality Ironworks is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Quality Ironworks: 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/qiworks

Cite this score: Engagemii (2026). "AEO Score for Quality Ironworks." Retrieved from https://engagemii.com/aeo/brands/qiworks

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

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