SCU Connect connects contributor networks to AI-generated content, enabling real-time semantic validation, consensus scoring, and quality refinement — across any website.
A three-phase loop that continuously improves AI output quality through human intelligence.
AI produces content at scale
Contributors like, flag & correct
Consensus score drives quality
A complete infrastructure layer for semantic validation across the web.
Drop a single script tag into any site. The widget floats non-intrusively, never conflicting with existing login systems.
Weighted voting by contributor trust score and reputation. Not raw vote counts — meaningful semantic agreement.
Novice → Contributor → Validator → Expert. Your history and accuracy build a verifiable trust score on-chain.
Earn Semantic Contribution Units for accepted validations and quality corrections. Spend on premium AI processing.
Device fingerprinting, rate limiting, and anomaly scoring identify bots, spam validators, and duplicate accounts automatically.
Site owners get detailed dashboards: validation rates, consensus trends, contributor quality, and content confidence scores.
Apply for API access, get approved, and embed the widget. Your users' validations feed the global semantic consensus layer — and your content quality improves automatically.
Apply for API Access →That's all. The widget handles identity, validation, and SCU distribution independently from your auth system.
Start validating content across partner sites, earn SCU, and help shape the quality of AI-generated knowledge.
Create Contributor Account