Etiq Ai

Etiq AI is a data science copilot designed to help teams build more reliable, robust, and transparent machine learning systems. It focuses on automating debugging and quality checks across the full ML pipeline, from data ingestion and feature engineering to model training, evaluation, and deployment. By integrating directly into existing workflows, Etiq AI enables data scientists and ML engineers to identify issues earlier and iterate faster with greater confidence in model behavior.

The platform provides real-time testing as you code, surfacing data quality problems, distribution shifts, leakage risks, and spurious correlations before they reach production. It supports automated test generation for models and datasets, configurable monitoring rules, and root-cause analysis to pinpoint where performance or fairness issues originate. Etiq AI also learns from how individual users and teams work, adapting its suggestions and checks to project-specific standards and constraints. Its dashboards and reports make it easier to communicate model risks and validation results to stakeholders across technical and non-technical roles.