🔧 AI ProductivityOpen SourceFree

Trubrics

AI trust — user feedback, performance monitoring, governance

4.1/ 5⭐ 1,500 GitHub starsPythonMIT

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📋 Overview

Trubrics is an open-source platform for AI trust — collecting user feedback, monitoring performance, and governing AI applications. Unlike Langfuse (which focuses on technical observability), Trubrics emphasizes the human side of AI — collecting feedback from end users, monitoring for bias, and ensuring compliance. It provides a feedback collection widget, analytics dashboard, and governance framework.

✨ Key Features

•User feedback collection widget
•Bias detection and monitoring
•Governance framework
•Analytics dashboard
•Free tier available
•Compliance framework
•User feedback widget

🎯 The Problem It Solves

Teams need to collect user feedback on AI outputs, monitor for bias, and ensure compliance. Trubrics provides a unified platform for AI trust and governance.

🔧 How It Works

Trubrics integrates via SDK — add a feedback widget to your AI application to collect user ratings and comments. The analytics dashboard shows feedback trends, bias detection, and performance metrics. The governance framework helps ensure compliance with AI regulations.

🚀 Installation & Quick Start

Installation

See website

Quick Start

See documentation

✅ Pros

•Best user feedback collection
•Bias detection
•Governance framework
•Free tier
•Compliance framework
•User feedback widget

❌ Cons

•Smaller community
•Proprietary
•Free tier tight limits
•Limited free tier

💬 Practitioner Verdict

“Trubrics is the best tool for AI trust and governance — the user feedback collection is genuinely differentiated. The trade-off: smaller community, proprietary, and the free tier has tight limits. For teams that need to collect user feedback on AI outputs, Trubrics is the default.”