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AI Visibility Scorecard
Constructive Institute
constructiveinstitute.org · Media & Entertainment
Somewhat visible. AI bots can read Constructive Institute, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Claude · Meta AI
#108,806 of 1,894,664 in Media & Entertainment for AI visibility
6.2
/10
AEO Score
About Constructive Institute
from our crawl and measurement
Constructive Institute is a business whose own site puts it this way: "We help journalists and news organizations to apply constructive reporting through our fellowship program, training curricula and initiating research." Its AI visibility score is 6.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebSite, ImageObject, WebPage) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
4
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 6.2/10, Constructive Institute has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Constructive Institute
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/constructiveinstitute-org
Cite this score: Engagemii (2026). "AEO Score for Constructive Institute." Retrieved from https://engagemii.com/aeo/brands/constructiveinstitute-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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