Decentralized streams of authentic human insight from across the web. Real conversations processed for intelligent systems.
A decentralized network that mines, validates, and delivers human-generated content
Gather and structure authentic content from Google Maps reviews, X posts, and more.
Verify quality and authenticity through synthetic challenges and consensus.
Purchase validated datasets directly from validators. Pay with crypto, get data via email.
Every review, post, and conversation becomes part of a living dataset
{
"reviewerName": "Joel Caliphari",
"text": "They took great care of me!",
"stars": 5,
"title": "Kurin'",
"categories": ["Restaurant"],
"city": "Poltava Oblast",
"address": "Hazovykiv St, 7...",
"reviewContext": {
"Service": 5,
"Food": 5,
"Atmosphere": 5
},
"publishedAtDate": "2025-10-11T05:52:10Z"
}{
"username": "yoshi_haya",
"displayName": "yoshi",
"text": "JAMMIN' went there and...",
"createdAt": "Sun Feb 18 07:53:01 2024",
"hashtags": [],
"followersCount": 734,
"followingCount": 947,
"verified": false,
"userDescription": "I love music and cat"
}{
...originalData,
"sentiment": "positive",
"sentiment_score": 0.94,
"emotion": "joy",
"intent": "recommendation",
"topics": ["food", "service", "atmosphere"],
"language": "en",
"authenticity_score": 0.91
}Browse available datasets, select what you need, and pay with crypto.