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AI Visibility Scorecard
LML Engineering Inc.
lmlengr.com · E-commerce
At 1.3/10, LML Engineering Inc. is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 4 times
Meta AI · ChatGPT · Claude
#610,797 of 640,589 in E-commerce for AI visibility
1.3
/10
AEO Score
About LML Engineering Inc.
from our crawl and measurement
LML Engineering Inc. describes itself simply: "The founders of the company have over 30 years of combined experience in the Geotechnical Engineering and Construction Materials Testing disciplines." As far as answer engines are concerned it may as well not exist yet: 1.3 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 3 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
1
Clear headings and answer-style content.
Entity Clarity
1
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
1
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
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 1.3/10, LML Engineering Inc. is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for LML Engineering Inc.
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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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/lmlengr
Cite this score: Engagemii (2026). "AEO Score for LML Engineering Inc.." Retrieved from https://engagemii.com/aeo/brands/lmlengr
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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