EleutherAI
(https://eleuther.ai) 📸 Data Snapshot: May 29, 2026Count trust words (review, testimonial, rating, verified) against real outbound proof links (Google, Trustpilot, Clutch, G2, Yelp). Lots of trust language with zero verification links is trust theatre. Unlinked logo galleries count against it.
The trust_theatre_flag is triggered across all pages because the site displays a review_count (4-6) while the metadata indicates a proof_links_count of 0. While the text contains specific citations to arXiv and major conferences (NeurIPS, ICLR), the lack of machine-readable proof links in the metadata is a technical trust gap. The reviews mentioned in metadata are not clearly identifiable as verified third-party testimonials in the clean text.
Proof density is high regarding textual evidence, with over 15 specific instances of datasets, libraries, and papers cited across 4 pages. However, the forensic audit notes that none of these are supported by machine-readable external proof paths (proof_links_count is 0), and several papers from early 2023 (e.g., ProofNet, SantaCoder) are approaching the 36-month ‘stale’ threshold relative to the May 2026 system date.
Trust & Proof is read by weighing trust language against real verification. Below is the page-by-page tally of review mentions and external proof links, then the schema markup that may (or may not) declare verifiable ratings and identity proof.
🛡️ Trust Signals — reviews, proof links, trust-theatre check
| Page | Reviews | Proof links |
|---|---|---|
| / (home) | 4 | 0 |
| /language-modeling/ | 6 | 0 |
| /interpretability/ | 5 | 0 |
| /alignment/ | 5 | 0 |
🔗 Identity & Technical Layer — schema JSON-LD: declared ratings, reviews & identity proof
Homepage schema
{
"url": "https://www.eleuther.ai",
"name": "EleutherAI",
"image": "//images.squarespace-cdn.com/content/v1/6343e7de9a7c4b05ef290bd4/130220ca-617d-4834-b7ab-d0b3bc6a4668/eleutherai+full+logo+6.png",
"@context": "http://schema.org",
"@type": "WebSite"
}
/language-modeling/
{
"url": "https://www.eleuther.ai",
"name": "EleutherAI",
"image": "//images.squarespace-cdn.com/content/v1/6343e7de9a7c4b05ef290bd4/130220ca-617d-4834-b7ab-d0b3bc6a4668/eleutherai+full+logo+6.png",
"@context": "http://schema.org",
"@type": "WebSite"
}
/interpretability/
{
"url": "https://www.eleuther.ai",
"name": "EleutherAI",
"image": "//images.squarespace-cdn.com/content/v1/6343e7de9a7c4b05ef290bd4/130220ca-617d-4834-b7ab-d0b3bc6a4668/eleutherai+full+logo+6.png",
"@context": "http://schema.org",
"@type": "WebSite"
}
/alignment/
{
"url": "https://www.eleuther.ai",
"name": "EleutherAI",
"image": "//images.squarespace-cdn.com/content/v1/6343e7de9a7c4b05ef290bd4/130220ca-617d-4834-b7ab-d0b3bc6a4668/eleutherai+full+logo+6.png",
"@context": "http://schema.org",
"@type": "WebSite"
}
This page presents a snapshot of public data from EleutherAI, captured on May 29, 2026, to show how machine logic reads Trust & Proof signals into an AI reputation evaluation.
Purpose: This data is presented under “Fair Use” for the purpose of independent signal analysis, allowing readers to see the raw signals behind the reputation score.
Notice to EleutherAI: This analysis is part of a non-adversarial audit conducted by 1 Euro SEO. The results are intended as professional feedback to help improve any website’s machine-readability and authority signals. The evaluation is free, and any company can request a fresh audit at any time.
Any company can use the insights for free and improve its voice. When a company has updated its content, it can always submit a new audit request, which will be reflected in a new current score.
To all users: You are encouraged to visit the live site at https://eleuther.ai to view the most current version of its content and see directly what this company is about and what it offers.