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AI Visibility Scorecard
Le Moyne Consulting
consultlm.dev · Technology
Somewhat visible. AI bots can read Le Moyne Consulting, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Meta AI
#755,341 of 2,654,624 in Technology for AI visibility
5.1
/10
AEO Score
About Le Moyne Consulting
from our crawl and measurement
Le Moyne Consulting is a business whose own site puts it this way: "Custom AI agent development for small businesses. We build AI agents connected to your data, tools, and team." Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clear heading structure. It is passable on some structured data, a partly stated business identity, a few credibility markers, basic crawler access and partial sitemap and link coverage.
Off the page, 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. 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). The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 2020.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
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
6
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 5.1/10, Le Moyne Consulting has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Le Moyne Consulting
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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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/consultlm-dev
Cite this score: Engagemii (2026). "AEO Score for Le Moyne Consulting." Retrieved from https://engagemii.com/aeo/brands/consultlm-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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