AI visibility score
3.0/ 10Weak

▼ 1.0 since Jun 2026

#1,235,704 of 1,394,029 in Food & Beverage

As of 2026-08-02 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

SOLID IRON LLC

SOLID IRON LLC

Unclaimed

solidironllc.com · Food & Beverage

At 3/10, SOLID IRON LLC is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

AI engines read this profile 3 times

Claude · Apple Intelligence

#1,235,704 of 1,394,029 in Food & Beverage for AI visibility

3

AEO Visibility

i

Near-invisible · 3/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About SOLID IRON LLC

from our crawl and measurement

SOLID IRON LLC is a business whose own site puts it this way: "Custom welding and fabrication located in Columbia Falls, Montana. Quality welding with over twenty years of experience, specializing in all types of metal, in shop and mobile service." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.

On the page it is passable on basic crawler access. What holds it back is a heading structure that lays out what it offers, a clearly stated business identity, sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.

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 ClaudeBot (Anthropic) and Applebot (Siri). There is not much on the page to read either, about 119 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Food & Beverage
Last scored · Aug 2, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Weak

Clear headings and answer-style content.

Entity Clarity

Weak

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Fair

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

Fair

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 3/10, SOLID IRON LLC is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for SOLID IRON LLC: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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Source & Attribution

Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for SOLID IRON LLC." Retrieved from https://engagemii.com/aeo/brands/solidironllc

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

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