AI Visibility Scorecard
Constructive Minds
constminds.com · Professional Services
Borderline visible. AI bots can crawl Constructive Minds, 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 2 times
Claude
#433,387 of 526,901 in Professional Services for AI visibility
11
AI Naming Predictability
iRarely named · 11/100
4
AEO Visibility
iNear-invisible · 3.6/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Constructive Minds
from our crawl and measurement
"Constructive Minds provides forward-thinking construction consulting, planning, project controls, and delivery strategy for construction management firms and project owners." That is how Constructive Minds introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
The site gets some of it right: it has a readable heading structure. What holds it back is what is absent, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.6/10, Constructive Minds is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Constructive Minds
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Constructive Minds.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/constminds
Cite this score: Engagemii (2026). "AEO Score for Constructive Minds." Retrieved from https://engagemii.com/aeo/brands/constminds
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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