
Decagon closes the conversation; Upware closes the loop — writing the refund, case update, or stage advance into Salesforce with a full audit trail and no manual handoff.
Decagon resolves conversations, but the action that closes the loop — refund, update, fulfillment — lives in systems of record it must reach safely.
A customer contacts support about a duplicate charge. Decagon identifies the issue, confirms eligibility, and reaches the resolution — but the actual refund credit and case closure must land in Salesforce. Upware's on-prem bridge takes over: it replays the exact sequence it learned from a recorded agent workflow, updates the case status, logs the resolution note, and marks the opportunity record with a policy-approved activity. The action is attributable to the session, bounded by RBAC, and written to the audit trail before the customer's chat window even closes. No engineer touched a custom integration; Upware learned the Salesforce workflow from a recorded desktop session.
Upware learns the process once and encodes it as a mostly-deterministic workflow: system interactions replay exactly, and any LLM steps are wrapped in policy, verification, and audit — so execution stays governed and drift-proof.
See a governed action go from recorded workflow to live in days.
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