Brown Industries Treasury
operator luxury
Household Finance OS
ModeJun 7, 2026
Flagship shelllive preview
Operator session

household finance os · review flow

Decision room for messy money.

This is the human judgment layer: resolve uncertainty, dismiss noise, or assign the right category with intent. Every action writes back through the live transaction patch endpoint.

Module

Queue lens

Needs reviewUncategorizedLow confidenceRecurring candidates
Queue size
3
3 waiting on decisions
Queue context
needs review
Filtered from the live household queue.
Low-confidence pressure
3
Needs human confirmation.
PAYROLLNeeds review
PAYROLL
Suggested: Income
Reason: Imported category hint
Matched merchant: PAYROLL
Similar left: No similar backlog
Confidence
Low · 58%
+$2,800.00
3/3/2026
STARBUCKS 1234Needs review
STARBUCKS #1234
Suggested: Coffee
Reason: Imported category hint
Matched merchant: STARBUCKS 1234
Similar left: No similar backlog
Confidence
Low · 58%
-$6.75
3/2/2026
NETFLIXNeeds review
NETFLIX
Suggested: Streaming
Reason: Imported category hint
Matched merchant: NETFLIX
Similar left: No similar backlog
Confidence
Low · 58%
-$14.99
3/1/2026