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Crossplatform mobile app. Policy advisors and investors track 2,508 capability fields across all economies: complexity scores, growth trends, unrealized potential gaps. Compare countries, watch specific fields, get alerts on capability shifts. Two primary user types with fundamentally different needs from the same dataset.
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Asian manufacturers build world-class products but can't sell them to Western markets. CommScale takes raw factory specs (ISO certs, production capacities, chemical formulations) and turns them into market-ready brand packages. That means positioning, trademark checks, and matching with distributors. Three user types, AI handling the translation from technical language to commercial pitch.
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Redesign of a real estate brokerage platform (USA).
I implemented new features for scheduling both virtual and offline tours, streamlined navigation, and refined the filtering logic. The process was research-driven, involving interviews with stakeholders, staff, and end-users. Key deliverables included optimized user flows and a complete revamp of the site's information architecture, creating a dev-ready design and a handoff for developers.
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AI-scaffold engine
Turning Africa's locked research into working tools for local businesses.
Researchers can't afford to hire developers. Entrepreneurs can't read the papers. The gap between "I published a finding" and "Someone built a tool from it" is where most African innovation dies.
The bottleneck isn't talent or ambition. It's a missing tool: something that translates research into products without requiring a $100K data science hire.
The goal.
Build what I'm calling an "invisible IT bridge": a platform that lets local businesses use advanced analytics without data scientists or deep technical skills. It has to work on slow connections, cheap phones, and for people who've never used a SaaS product.
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