AI visibility score
4.0/ 10Fair

#220,477 of 1,377,083 in Home & Living

As of 2026-09-04 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

MD Tradeworks

MD Tradeworks

Unclaimed

mdtradeworks.com.au · Home & Living

Borderline visible. AI bots can crawl MD Tradeworks, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#220,477 of 1,377,083 in Home & Living for AI visibility

<1

AI Naming Predictability

i

Rarely named · <1/100

Top 7% of Home & Living

4

AEO Visibility

i

Borderline · 4/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

?

AI Adoption

i

None detected · -/100

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About MD Tradeworks

from our crawl and measurement

"Book a Service Call Heating and Cooling ServicesProfessional Heating & Cooling Installations in MelbourneEnergy-efficient air conditioner services in Melbourne and complete HVAC System." That is how MD Tradeworks introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.

Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.

Industry · Home & Living
Last scored · Sep 4, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

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

Strong

Experience, Expertise, Authority, Trust markers.

Technical AEO

Good

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

AI Discoverability

Good

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

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 4/10, MD Tradeworks is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

What HVAC, plumbing and electrical services do you offer?

We provide HVAC services and plumbing and electrical services for homes, businesses and industrial facilities. That includes installations, repairs, preventative maintenance and multi-trade projects where several systems need to work together. Explore all our services to see how we can help.

Can you handle plumbing and electrical work on the same job?

Yes. If your project needs a plumber and electrician, we can coordinate both through our one team. This is useful for hot water installations, HVAC-R systems, renovations and commercial maintenance where several trades need to work together.

Are your plumbers and electricians licensed?

Yes. We hold Plumbing Licence No. 106779 and electrical contractor registration REC-37832. Our wider team also includes qualified HVAC-R technicians, engineers, system designers and technical specialists.

Do you offer maintenance services for existing systems?

Yes, we offer comprehensive maintenance services for all heating and cooling systems, including those not initially installed by us. Regular maintenance extends the life of your system and ensures optimal performance.

How do I get a quote for heating or cooling installation?

You can request a quote by filling out our contact form, calling us directly at (03) 9449 8416, or emailing us. One of our experts will get in touch to arrange a free site inspection and provide a detailed quote.

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Picked for MD Tradeworks: 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 September 4, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/mdtradeworks-com-au

Cite this score: Engagemii (2026). "AEO Score for MD Tradeworks." Retrieved from https://engagemii.com/aeo/brands/mdtradeworks-com-au

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

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