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Large language models can predict the results of social science experiments

Large language models can predict the results of social science experiments

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treatmenteffect.app · Media & Entertainment

Borderline visible. AI bots can crawl Large language models can predict the results of social science experiments, 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.

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In the Engagemii AEO index

#767,182 of 1,898,195 in Media & Entertainment for AI visibility

5

/10

AEO Score

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About Large language models can predict the results of social science experiments

from our crawl and measurement

"Examples: Flu vaccination Trust in elections Carbon tax 1." That is how Large language models can predict the results of social science experiments introduces itself. When AI engines look at it, they find little to work with. It scores 4.8 out of 10.

On its own pages the site does well on a clear heading structure. It is passable on partial sitemap and link coverage. What holds it back is a clearly stated business identity, the technical files AI engines look for, such as llms.txt or an open robots.txt, structured data describing the business and credibility markers like credentials or reviews.

Off the page, people discuss it in places AI engines read. There is some, but not much, sign that the domain is only lightly established. Beyond that, almost no other sites link to it, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Media & Entertainment
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

2

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

3

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

5

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

2

Established authority for your domain.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

7

Forum and community discussion.

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 5/10, Large language models can predict the results of social science experiments is crawlable but under-signaled - fixable, and the signals above are where to start.

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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/treatmenteffect-app

Cite this score: Engagemii (2026). "AEO Score for Large language models can predict the results of social science experiments." Retrieved from https://engagemii.com/aeo/brands/treatmenteffect-app

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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