▼ 0.2 since Jul 2026
#978,879 OF 2,701,012 IN TECHNOLOGY
⚡ This is your brand? Claim your page FREE and bring it to life on AI search.
AI Visibility Scorecard
Constructive - Secure, Modular Postgres for the AI Era
launchql.com · Technology
Borderline visible. AI bots can crawl Constructive - Secure, Modular Postgres for the AI Era, 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 1 times
Claude
#978,879 of 2,701,012 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.8/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
8
AI Adoption
iBasic · 8/100
About Constructive - Secure, Modular Postgres for the AI Era
from our crawl and measurement
"Dan Lynch is a serial entrepreneur and founder of Constructive, with multiple successful exits including Brandcast and Amaze/Famo.us." That is how Constructive introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.8 out of 10.
Our crawl found structured data on the page (Organization, Person, Article), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 4.8/10, Constructive - Secure, Modular Postgres for the AI Era is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Constructive - Secure, Modular Postgres for the AI Era
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 - Secure, Modular Postgres for the AI Era.
Source & Attribution
Scored by Engagemii on August 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/launchql
Cite this score: Engagemii (2026). "AEO Score for Constructive - Secure, Modular Postgres for the AI Era." Retrieved from https://engagemii.com/aeo/brands/launchql
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform