AI Visibility Scorecard
Starling Madison Lofquist, Inc.
smleng.com · Education
Borderline visible. AI bots can crawl Starling Madison Lofquist, Inc., 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 9 times
Meta AI · Claude · Apple Intelligence · ShapBot
#363,379 of 937,618 in Education for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Starling Madison Lofquist, Inc.
from our crawl and measurement
Starling Madison Lofquist, Inc., based in Phoenix, AZ, describes itself simply: "Learn MoreSERVICES As a widely diversified engineering firm, we provide design and consulting services for projects including commercial, industrial, and residential construction, and." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including Applebot (Siri) and ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Good
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 4/10, Starling Madison Lofquist, Inc. is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Starling Madison Lofquist, Inc.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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/smleng
Cite this score: Engagemii (2026). "AEO Score for Starling Madison Lofquist, Inc.." Retrieved from https://engagemii.com/aeo/brands/smleng
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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