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AI Visibility Scorecard
MB Widerman & Associates Inc. | Lighting Products | Kernersville CloseClose
mbw-a.com · Manufacturing & Industrial
Somewhat visible. AI bots can read MB Widerman & Associates Inc. | Lighting Products | Kernersville CloseClose, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude
#75,460 of 242,445 in Manufacturing & Industrial for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About MB Widerman & Associates Inc. | Lighting Products | Kernersville CloseClose
from our crawl and measurement
MB Widerman & Associates Inc. is a business whose own site puts it this way: "Lighting products. Lighting manufacturers. Architectural lighting. Call us today for more information." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
Our crawl found an llms.txt file for AI models and a sitemap. It is missing structured data describing the business and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
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 5.1/10, MB Widerman & Associates Inc. | Lighting Products | Kernersville CloseClose has a working base to build on - fixable, and the signals above are where to start.
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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/mbw-a
Cite this score: Engagemii (2026). "AEO Score for MB Widerman & Associates Inc. | Lighting Products | Kernersville CloseClose." Retrieved from https://engagemii.com/aeo/brands/mbw-a
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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