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AI Visibility Scorecard
McIntosh Controls
mcintoshcontrols.com · Manufacturing & Industrial
Somewhat visible. AI bots can read McIntosh Controls, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#58,893 of 237,152 in Manufacturing & Industrial for AI visibility
5.3
/10
AEO Score
About McIntosh Controls
from our crawl and measurement
McIntosh Controls, based in Lake Hiawatha, NJ, describes itself simply: "McIntosh Controls is a leading manufacturers’ representative and distributor of level, flow, pressure and temperature sensors and controls, serving industrial and commercial sectors since." Its AI visibility score is 5.3 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Organization) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.3/10, McIntosh Controls has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for McIntosh Controls
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for McIntosh Controls.
Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mcintoshcontrols
Cite this score: Engagemii (2026). "AEO Score for McIntosh Controls." Retrieved from https://engagemii.com/aeo/brands/mcintoshcontrols
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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