Action confidence
The missing layer behind business actions.
Typical tools judge individual outputs, approvals or transactions. Provenex connects the evidence behind the final business action.
AI operations
What typical tools miss
Model checks and logs can show an answer and tool call. They do not prove that the action used current, authorized knowledge.
What happened
An agent produced a normal-looking business action from superseded knowledge.
How Provenex caught it
Provenex reconstructed source → decision → action, flagged the stale-source chain and did not turn incomplete coverage into a pass.
Overall value
Test a narrower cohort beside existing review, then measure whether queues and investigation time fall.
Fintech operations
What typical tools miss
Invoice, approval and payment records can all look valid. They do not prove which payee record supplied the destination passed to the payment action.
What happened
A valid-looking bill selected a destination from an external payee-change instruction instead of the approved vendor record.
How Provenex caught it
Provenex traced the exact payment destination to its origin, classified external, duplicate and over-limit commitments for review, and exposed missing provenance as an instrumentation gap.
Overall value
Test a narrow cohort beside existing review, then measure approval time, exception rates and confirmed payment errors.