Streamlit
(https://streamlit.io) 📸 Data Snapshot: May 25, 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 site triggers a mechanical trust theatre penalty because it displays a high review_count (up to 170 on the homepage) without external proof_links_count to third-party verification sites like G2 or Capterra. Furthermore, the ‘Trusted by over 90% of Fortune 50 companies’ claim is dated 2024-11-15, making it ‘aging’ evidence (18 months old) relative to the 2026 analysis date.
Substantial evidence is provided through the App Gallery and Playground, where the user can see the code behind the claims. Verifiable evidence (actual Python code, named clients from Uber and Google X, and specific library icons) far outweighs generic assertions. The primary weakness is the lack of outbound links to the 170+ reviews mentioned.
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) | 170 | 0 |
| /playground/ | 2 | 0 |
| /gallery/ | 161 | 0 |
| /cloud/ | 167 | 0 |
🔗 Identity & Technical Layer — schema JSON-LD: declared ratings, reviews & identity proof
This page presents a snapshot of public data from Streamlit, captured on May 25, 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 Streamlit: 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://streamlit.io to view the most current version of its content and see directly what this company is about and what it offers.