Top 10 Crypto Exchange · Neo-Banking · AI Design Ops · 2025
Built a four-layer AI workflow, Claude, Cursor, Figma MCP, that reduced design-to-production handoff by 70%, shipped 40+ micro-interactions that would never have made the backlog, and maintained 98% design system consistency while launching a neobank MVP to $7M+ in transactions.
The Approach
I architected an AI-augmented design workflow where multiple AI systems worked together to eliminate friction at every stage of the design-to-delivery pipeline.
Layer 1: Figma MCP + Cursor, Design System as Code, Connected Cursor to our Figma design system via MCP, creating a live bridge between tokens, components, and code. Design-to-code handoff time reduced by 70%. Zero interpretation gaps between design and engineering.
Layer 2: Claude Code, Interaction and Animation Refinement, Used Claude to prototype and perfect micro-interactions in code: card activation sequences, balance transitions, navigation choreography. Shipped 40+ refinements that would have been deprioritised in traditional workflows.
Layer 3: Claude + Jira/Slack, Operational Automation, Configured AI integrations to auto-generate status updates from Jira, draft stakeholder comms, and synthesise design review notes. Reclaimed 8+ hours per week. Reduced meeting cadence by 40%.
Layer 4: AI-Monitored Design System Governance, Cursor, via Figma MCP, flags component deviations in real-time before code review. Proactive quality gate, not reactive cleanup. Design system adoption: 72% → 98%.
MVP launch execution, All four layers operating in parallel while shipping the full neobank: onboarding, payments architecture, debit card lifecycle. $7M+ in transactions within 8 weeks.
"Every tool in this stack, Claude, Cursor, Figma MCP, is available to anyone. The competitive advantage isn't the tools. It's knowing where to point them."
The Outcomes
The AI-augmented workflow proved that pace and craft aren't trade-offs, they're multipliers when AI eliminates the friction between intent and execution.
70% reduction in design-to-production handoff time across the entire product.
40+ refined micro-interactions shipped, details that delight customers and would never have made a traditional backlog.
98% design system adoption (up from 72%) with zero regressions shipped to production.
$7M+ in transactions within 8 weeks of MVP launch. 30K+ debit cards ordered.
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