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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 6 times
Meta AI · Apple Intelligence · Claude
#426,321 of 887,372 in Education for AI visibility
4.8
/10
AEO Score
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 4.8 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
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
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
7
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
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 4.8/10, 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
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/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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