Over a two-year period, a $35M+ ARR Instructure product was transformed into an AI-native solution and deployed at scale for more than 2 million users worldwide — introducing explainable and compliant AI into the learning ecosystem without compromising trust, accessibility, or operational stability.
Research and Development
Depot
I partnered with the founders, PM, and platform engineers to redesign Depot’s CI/CD experience end-to-end from pipeline authoring and secrets management to run diagnostics, logs, artifacts, and governance.T
Research and Development
Raiffeisen
Over 2 years the full mobile banking ecosystem was rebuilt and deployed across 16 countries, resulting in a +670% increase in app downloads and more than €300M in additional annual digital transaction volume — driven by restored trust, a new design system, and a redesigned end-to-end experience.
Research and Development
Bitpanda
Bitpanda is the trading platform that Raiffeisen Bank customers use when they buy and sell digital assets through the bank’s app. During the 2 redesign I worked on both the direct Bitpanda product and the bank-ready variant used inside Raiffeisen. The same system that later contributed to 53% user growth (3.4M → 5.2M) and more than €140M+ annual digital revenue across the period.
Research and Development
Benker
Benker is a digital banking platform built on blockchain and tailored for secure, multi-currency account management across Europe. As design lead and hands-on designer, I redefined onboarding and transaction flows, which increased digital transaction volume by 150%, improved KYC success rates by 30%, and reduced time to first successful transaction by 50%.
Research and Development
OnRobot
Built a tablet-first HMI in 12 weeks to eliminate teach-pendant scripting and spreadsheet math. In pilots it cut first-time setup by 42%, reduced input errors by 63%, slashed training time by 75%, and drove a +36 NPS among operators.
Research and Development
SportsGambit
SportsGambit is a decentralized prediction market leveraging advanced AI to give you an edge. The platform's core feature is the ability where a user can build, train, and deploy custom prediction agents. These autonomous agents continuously learn and improve, analyzing specific sports or events to deliver a curated feed of high-probability outcomes directly to your dashboard. This eliminates manual research and allows for swift, one-tap wagering, combining AI-driven insights with the security and transparency of the blockchain.
My role & mandate
I served as the design lead and hands-on product designer for Benker’s core retail banking experience across mobile and web. I owned the end-to-end deposit journey including onboarding, KYC verification, card tokenization, and 3DS card validation ensuring banking grade compliance while keeping friction low for everyday customers.
Challenges
Benker was scaling into regulated distribution channels while inheriting legacy flows that weren’t designed for PSD2/SCA rigor or low-confidence first-time banking customers. High-stakes actions (deposit, execution, withdrawal) lacked robust confirmation patterns, risk cues, and reversibility. State and risk communication were inconsistent across surfaces, auditability and localization fell short of partner and regulatory expectations, and accessibility and edgecase handling needed enterprise grade guardrails without splitting the codebase.
The process
I rebuilt the end-to-end financial journey: onboarding → deposit (KYC/card) → discovery → execution → portfolio → history around three principles: trust, reversibility, and clarity.
I introduced standardized risk and state communication, unifying error, pending, success, and escalation states across flows for predictable behavior and faster recovery.
I redesigned confirmations and high-stakes moments to increase credibility and cognitive safety, adding progressive disclosure, explicit risk summaries, and defensible defaults.
I implemented a visual and verbal system calibrated for bank-grade tone, contrast, and density, optimizing legibility without adding friction.
I partnered weekly with Compliance, Legal, and Security to ensure localization, accessibility, and high-risk edge cases met enterprise thresholds, including audit trails that survive regulatory scrutiny.
I instrumented all critical decisions and ran quant + qual tests to confirm gains in comprehension, pass rates, and perceived trust not just cosmetic UI changes.
I established a reusable component and pattern library that supports multi-market rollout and white-label distribution without forking the product.
Outcome
KYC and card validation pass rates improved through clearer guidance, real-time feedback, and resilient 3DS fallbacks.
Deposit success rates increased while maintaining strong fraud and chargeback controls via strengthened confirmation patterns and risk signaling.
White-label readiness unlocked distribution without building a separate product, meeting enterprise standards for auditability, localization, and accessibility.
Component/system reuse reduced time-to-new-market, lowering delivery cost and risk for
Main account dashboard showcasing real-time balances for euro and forint. Includes pending card delivery status and core navigation to account details, deposit, and currency conversion
Account creation and daily card usage intent selector, plus wallet seed phrase onboarding. Delivers guidance and risk notifications for secure setup.
Detailed transaction history view displaying incoming and outgoing transfers, SEPA payments, and gold trades. Highlights split and grouped transaction components for improved clarity.