AI-Driven D2C Returns Intelligence & Prediction

Commerce events:Orders, customer history, product attributes and return events enter the workflow.
AI Workflows & Prototypes
Practical systems designed around traceability, human review and measurable operational outcomes, not AI for its own sake.

Commerce events:Orders, customer history, product attributes and return events enter the workflow.

Feedback intake:Reviews, tickets, surveys and app-store feedback enter a unified stream.

Daily intake:A scheduled trigger retrieves recent Gmail messages and prepares the sender, subject, timestamp and content.

Sprint intake:Structured issue data is collected from a shared delivery source, including progress, priority, ownership and blockers.
Operating principles
Each workflow preserves source evidence, exposes uncertainty and measures both model quality and the operational outcome it is meant to improve.