Product Design • Shipped 2025
Simplifying anti-money laundering compliance reporting workflows
- Timeframe
- 4 months
- Role
- UX/UI Designer
- Team
- 3 Software Engineers
- Skills
- Product Design, User Research, Prototyping, Vibe Coding
What if compliance reporting were automated, and building reports was as easy as drag and drop?
I was the sole designer on this project, where I led the research and design execution of the reporting tool, working with developers to bring it to life.
AML compliance processes are time-intensive, outdated, and not always accurate
Automating reporting to streamline a complex process
Impact
Automating a once manual process
Turned a complex 40+ page process into a fast, intuitive drag-and-drop experience.
Edit and resubmit with ease
Quickly fix FINTRAC-flagged errors and resubmit in just a few steps.
Clear visibility into report stages
Easily track pending, approved, and error states in one place.
Deepening my understanding of the AML industry and current compliant systems
It's a time consuming process!
Error-prone compliance reporting
Speaking with 20+ industry users to uncover pain points
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Pull quotes from the user interviews I conducted with AML compliance officers.How can we make filing a 43-page report feel as simple as uploading a file?
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User flow when user uploads and submits their report(s).Continuous user conversations guided feature prioritization and revealed friction points
Trying different ways to upload a report
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Initial button iteration from the report upload flowEnsuring details are accurate before submitting
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Navbar design to click throughout the report.Image
Breadcrumb design to navigate through the report.Image
Accordion component to display nested data.Simplifying a complex system and significantly reducing case completion time
Users can mass upload reports using our drag and drop feature
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Our drag and drop feature that makes uploading multiple reports at a time possible.Review suggestions and reports before submitting to FINTRAC
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Review reports before submitting.Users receive a receipt to confirm FINTRAC submission along with a link to view on the FINTRAC portal
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Submission validation receiptOnce reports are reviewed, FINTRAC errors appear in the system so users can correct and resubmit them
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Displaying errors from FINTRAC on our dashboardTurning a 10-hour weekly process into a task that takes minutes

Current systems
Manual Input: 50 minutes per submission on average copying and pasting data manually
Using our tool
Quantoflow Filing: Less than 2 minutes to upload and process the files for all 10 cases
Building the foundations of Quantoflow
It’s never too late to get more feedback
After each iteration, I made it a priority to return to usability test participants and users for feedback. Their feedback highlighted new usability issues, confusing interactions, and opportunities to simplify the experience.
Foster a collaborative workflow with developers
Especially in a startup environment, it was important to constantly communicate with developers to implement designs and understand the scope, direction, and constraints of each feature.
Progress over perfection
While there was always room to refine my designs, focusing on the highest-impact opportunities helped me stay aligned and keep making progress.

