AI visibility score
4.3/ 10Fair

▼ 0.7 since Jul 2026

#497,439 of 827,064 in Nonprofits

As of 2026-07-31 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

MAC Heat Pumps, Maine's Alternative Comfort

MAC Heat Pumps, Maine's Alternative Comfort

Unclaimed

macheatpump.com · Nonprofits

Borderline visible. AI bots can crawl MAC Heat Pumps, Maine's Alternative Comfort, 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 2 times

Claude · Meta AI

#497,439 of 827,064 in Nonprofits for AI visibility

4

AEO Visibility

i

Borderline · 4.3/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About MAC Heat Pumps, Maine's Alternative Comfort

from our crawl and measurement

MAC Heat Pumps, Maine's Alternative Comfort is a business whose own site puts it this way: "Our goal is to provide Mainers with affordable heating and cooling solutions. We are a locally owned and operated, full service, heat pump company." When AI engines look at it, they find little to work with. It scores 4.3 out of 10.

On its own pages the site does well on a clearly stated business identity, visible credibility markers and sitemaps and entity links AI can follow. It is passable on basic crawler access. What holds it back is a heading structure that lays out what it offers and structured data describing the business.

Off the page there is only faint evidence that only a handful of 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. None of that can be fixed on the page: it has to be earned.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together.

Industry · Nonprofits
Last scored · Jul 31, 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

Good

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 4.3/10, MAC Heat Pumps, Maine's Alternative Comfort is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for MAC Heat Pumps, Maine's Alternative Comfort: 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 July 31, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for MAC Heat Pumps, Maine's Alternative Comfort." Retrieved from https://engagemii.com/aeo/brands/macheatpump

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

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