AI Visibility Scorecard
Sample Brothers
samplebrothers.com · Manufacturing & Industrial
At 2.3/10, Sample Brothers 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 6 times
Meta AI · Claude · Perplexity
#128,664 of 268,439 in Manufacturing & Industrial for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 69% of Manufacturing & Industrial companies
2
AEO Visibility
iNear-invisible · 2.3/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Sample Brothers
from our crawl and measurement
Sample Brothers, based in Valley Park, MO, describes itself simply: "Manufacturer's representative for industrial filtration, engineered equipment, and reliability products. Serving power generation, pipeline, marine, and industrial operations since 1945." As far as answer engines are concerned it may as well not exist yet: 2.3 out of 10.
Our crawl found structured data on the page (Organization, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 6 times in our tracking, including ClaudeBot (Anthropic), Meta AI and PerplexityBot.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
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 2.3/10, Sample Brothers is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Have a project or equipment question?
Send us the details — equipment, environment, part numbers, target micron — and we'll get it to the right person for review. Send us the details (636) 529-8525 Serving power generation, process, pipeline, marine and railway operations since 1945. Headquarters: 232 Vance Road Suite 204, Valley Park, MO 63088 St.
Is this your brand?
The exact fixes for Sample Brothers
Which AI engines already crawl you
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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 October 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/samplebrothers
Cite this score: Engagemii (2026). "AEO Score for Sample Brothers." Retrieved from https://engagemii.com/aeo/brands/samplebrothers
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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