Specialized Agent Layer:

Separate autonomous agents for ordering, freight tendering, reconciliation, and exception management, each optimized for its workflow.

Operator Console:

A real-time interface giving customers visibility into agent actions, exceptions, and order status across their wholesale operations.

First-Party Integrations:

Direct connectors to ERPs, 3PLs, retailers, and freight partners with a sync layer that handles state drift.

Proprietary Fine-Tuning:

Model training on customer order and fulfillment data as volume scales, positioning the data asset as the long-term differentiator over the underlying LLMs.