Treasury Management Dashboard
CFOs were making $2M+ errors because the transaction view didn't surface discrepancies until after approval.
The Problem
Vaultline's treasury management platform processed $4B+ in daily transactions, but CFOs and treasurers were making costly errors because discrepancies weren't surfaced until after approval. The transaction detail view buried critical information in dense tables.
- • Average transaction error rate was 3.2%, costing clients $2M+ annually
- • Approval workflows took 8 minutes on average
- • Only 34% of treasury teams used the platform daily
- • CFOs reported "decision fatigue" from information overload
The Process
I embedded with 3 treasury teams for 2 weeks, observing how they reviewed transactions and where they hesitated. The pattern: they needed to see anomalies instantly, not hunt for them in rows of data.
Embedded research with treasury teams
Shadowed 3 treasury teams across 2 weeks. Mapped their decision-making process and identified the "scan and confirm" pattern — they needed to validate transactions in under 10 seconds.
Anomaly-first information architecture
Restructured the transaction view to surface discrepancies first: unusual amounts, new vendors, duplicate payments, and threshold breaches were promoted to the top with visual indicators.
Progressive disclosure for detail
Designed a card-based transaction view that showed summary data upfront, then expanded to show full details, history, and approval context only when needed.
A/B testing with real users
Ran a 4-week A/B test with 200 treasury users. The new design reduced errors by 62% and cut approval time from 8 minutes to 3 minutes.
The Solution
We redesigned the transaction view as an anomaly-first interface. Discrepancies were surfaced with amber highlights, unusual patterns were flagged with visual indicators, and approval workflows were simplified to a single glance-and-confirm action.
- ✓ Transaction errors decreased by 62%
- ✓ Average approval time reduced from 8 minutes to 3 minutes
- ✓ Daily active users increased by 89%
- ✓ CFO satisfaction score increased from 2.8/5 to 4.4/5
- ✓ The anomaly-first pattern was adopted across Vaultline's entire product suite