
Decagon resolves the conversation; Upware carries out the Stripe action — refund issued, adjustment posted, audit trail closed — without a human in the loop for every case.
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: they were double-charged on an annual subscription renewal. Decagon identifies the error, confirms the customer's identity, and determines the refund falls within the $500 auto-approval threshold. It calls Upware's governed Stripe skill, which replays the exact refund action deterministically — no free-form LLM touching Stripe at runtime. The refund posts in Stripe, the matching credit entry queues for the finance system, and every step lands in the audit trail with the policy rule that authorized it. The customer gets an email confirmation before the ticket is closed.
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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