Etiq Ai — Bias Detection and AI Fairness Tools

Etiq Ai is a bias detection and mitigation platform for data science teams and compliance officers

Etiq Ai provides automated bias detection and mitigation software for companies running machine learning models in production. This platform is specifically built for data science teams and compliance officers who need to ensure their algorithms are fair, ethical, and meeting regulatory requirements in 2026. By integrating directly into the ML lifecycle, the tool identifies discriminatory patterns across various protected groups and offers suggestions to fix them before they cause reputational damage. The software offers a comprehensive testing suite that checks datasets and models for unintended prejudice in real-time. Business owners can use Etiq Ai to gain visibility into how their AI systems make decisions, which is critical for maintaining customer trust in sectors like finance, insurance, and recruitment. The platform includes full-featured reporting modules that simplify the process of documenting fairness for internal audits or government regulators. Teams can implement Etiq Ai to monitor performance drift and fairness metrics simultaneously, ensuring that models remain accurate and ethical over time. By centralizing these checks on surfai.app, businesses can reduce the manual effort required for data validation. The interface allows non-technical stakeholders to understand risk levels via a clear dashboard. The tool operates on a freemium model where users can test initial datasets for free, with professional and enterprise tiers available for high-volume production environments and sophisticated compliance reporting.

• Pricing: freemium

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