AI Visibility Scorecard
Liang & Knap
liangknap.com · Food & Beverage
Borderline visible. AI bots can crawl Liang & Knap, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 6 times
Claude · Meta AI · Parallel
#767,067 of 1,391,454 in Food & Beverage for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Food & Beverage average 12
Top 45% of Food & Beverage
See what's behind this score →3.7
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Food & Beverage average 2. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Basic · 30/100
Food & Beverage average 18
See what's behind this score →0
About Liang & Knap
from our crawl and measurement
"Liang & Knap | Turn Your Vision Into Something Good | 協助台灣公司進入美國市場。我們有創業的經驗，而且是在疫情最不確定的那 3 年，把公司從零做到穩定獲利。也因為這段過程，對「現金流、壓力、策略、調整、找客戶、重新定位」這些創業者面對的現實特別能理解，而不是只從理論或書上看事情。•." That is how Liang & Knap of Phoenix, AZ introduces itself. When AI engines look at it, they find little to work with. It scores 3.7 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Liang & Knap
- Website ·
- liangknap.com
- Industry ·
- Food & Beverage
- Location ·
- Phoenix, AZ
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Aug 1, 2026
The 6 on-page 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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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 read your site and name it in answers. At 3.7/10, Liang & Knap is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Liang & Knap
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Liang & Knap.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/liangknap
Cite this score: Engagemii (2026). "AEO Score for Liang & Knap." Retrieved from https://engagemii.com/aeo/brands/liangknap
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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