The product lets users describe an analytics or ML workflow goal in plain language, then automatically assembles candidate data pipelines, validates data access rules, evaluates output quality, and recommends optimizations. It integrates with enterprise data platforms, CRM/telephony systems, BI tools, and model-training environments to enforce tenant or retailer-specific isolation.

Companies are moving from manually authored data workflows toward autonomous pipeline construction as ML systems require more governed, scalable, and reusable data infrastructure.