AI visibility score
3.5/ 10Weak

#241,225 of 270,276 in Manufacturing & Industrial

As of 2026-08-02 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Jones & Lockhart Fabrication: Custom Welding, Metal Forming

Jones & Lockhart Fabrication: Custom Welding, Metal Forming

Unclaimed

j-lfab.com · Manufacturing & Industrial

Borderline visible. AI bots can crawl Jones & Lockhart Fabrication: Custom Welding, Metal Forming, 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 3 times

Meta AI · Claude

#241,225 of 270,276 in Manufacturing & Industrial for AI visibility

17

AI Naming Predictability

i

Rarely named · 17/100

Manufacturing & Industrial average 14

Top 31% of Manufacturing & Industrial

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4

AEO Visibility

i

Near-invisible · 3.5/10

Manufacturing & Industrial average 4.0

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in Manufacturing & Industrial average 2. Claim your page and Engagemii is your first.

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0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

Manufacturing & Industrial average 18

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0

AI Adoption

i

None detected · 0/100

Manufacturing & Industrial average 0

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About Jones & Lockhart Fabrication: Custom Welding, Metal Forming

from our crawl and measurement

Jones & Lockhart Fabrication: Custom Welding, Metal Forming is a St. Louis, MO business whose own site puts it this way: "With over 70 years experience, Jones & Lockhart Fabrication is a leader in custom welding and industrial fabrication, in Saint Louis, Missouri." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.

On the page itself the strengths are clear: a clearly stated business identity. It is passable on a workable page structure, a few credibility markers and partial sitemap and link coverage. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt 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.

There is not much on the page to read either, about 144 words.

Company ·
Jones & Lockhart Fabrication: Custom Welding, Metal Forming
Website ·
j-lfab.com
Industry ·
Manufacturing & Industrial
Location ·
St. Louis, Missouri
Site status ·
Live (The website showed an active business site when last checked (Aug 26, 2026).)
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

Good

Clear headings and answer-style content.

Entity Clarity

Strong

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

Fair

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

AI Discoverability

Fair

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 read your site and name it in answers. At 3.5/10, Jones & Lockhart Fabrication: Custom Welding, Metal Forming is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Jones & Lockhart Fabrication: Custom Welding, Metal Forming: How-To

How to Get Your Company Named by ChatGPT, Gemini, and Claude

When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.

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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/j-lfab

Cite this score: Engagemii (2026). "AEO Score for Jones & Lockhart Fabrication: Custom Welding, Metal Forming." Retrieved from https://engagemii.com/aeo/brands/j-lfab

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

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