I set out to build a financial management dashboard designed for professionals who oversee client accounts, such as operations teams at financial institutions or independent advisors.
Objectives
- Leverage our infrastructure to streamline workflows
- Help teams work faster while delivering excellent client service
Audience
Our users are finance and engineering pros who want:
- Clear visibility into client data
- The ability to take quick, effective actions
Problem
People were juggling multiple tools: Retool, NetX, Fullstory, and even manual coding to manage client accounts. Even worse, Atomic’s own API lacked key capabilities, forcing teams to rely on manual workarounds to fill in the gaps.
Design process
Research & Discovery
We started with feedback from early partners using the existing internal dashboard. To go deeper, we ran:
- 5 user interviews with external partners
- Team sessions with our internal Ops group
Key insights:
- Users constantly switch between tools to complete a single task
- Many workflows are still manual, tracked in Excel
- Low visibility into user actions makes troubleshooting slow and frustrating

Brainstorm & Feature Planning
We used the Opportunity Solution Tree method to map outcomes → obstacles → solutions. This helped us:
- Define must-have features for the MVP
- Prioritize by feasibility and impact
- Structure the dashboard into clear, actionable sections

Collaboration with Engineering
Once we had a direction, I presented the vision to stakeholders and engineers. Some of the features users needed weren’t yet supported by Atomic’s internal API.
To move forward, we:
- Focused on high-impact, low-lift features first
- Postponed complex capabilities (e.g., session replays)
- Integrated external tools like Fullstory, Sentry, and Datadog as interim solutions
- Added deferred features to the API team’s roadmap

Testing & Iteration
We started testing internally to surface usability issues early. Then, we soft-launched to a group of existing users from the old dashboard.
- Observed real-world usage
- Collected feedback via Slack + analytics
- Iterated quickly to improve clarity and performance
Results
Priority tasks and overview on homepage
- Critical alerts + priority tasks front and center
- Persistent, high-contrast search bar for quick access by ID
- Favorites in the sidebar for faster task switching
- Navigation built for speed and repeat use

Comprehensive transactions view
- Unified view of all transactions across accounts and sub-accounts
- Filters by type, status, date
- Linked metadata (bank, asset, vendor) for faster investigation
- Same-day transactions grouped to reduce noise

Quickly navigate your clients
- Optimized for fast search and filtering
- Clear visual distinction between individuals vs. corporate entities
- Highlights clients needing attention

Drill down to a specific client situation
- End-to-end visibility into each client’s activity
- Easy access to onboarding, compliance, and financial insights
- Smooth transitions from summary → account → sleeve

Outcomes
Reduced tool overload
- Consolidated workflows into a single dashboard
- Decreased external tool usage by ~20%
- Partner support inquiries dropped from 10/day to 6/day
Embrace the limitations
- 1 month for design → 2 months for development
- Delivered a foundation that can scale with feedback + product evolution
Solve problems holistically
- Time to locate a problematic transaction dropped from ~8 mins → under 1 min
- Better alignment between UI, data, and backend capabilities
On a personal level, this project deepened my empathy for the people who work behind the scenes of complex financial operations. While sending money seems like a 30-second task for a regular bank user, there’s a huge amount of effort going on in the background. Designing this dashboard allowed me to ease the burden on those day-to-day tasks, making someone’s work life a bit simpler.
Ultimately, the purpose of designers, developers, and software builders is to create solutions that tackle real-world problems. I’m grateful for the opportunity to do work that has a meaningful impact on someone else’s daily life.