- Product Design
- Design System
- UX Research
Automating Commercial Debt Recovery:How I Architected an AI-Driven B2B SaaS Platform from 0 to 1
Eliminating 90+ day recovery cycles for finance teams through automated OCR document parsing and real-time claim transparency.
The Challenge
Commercial debt recovery was broken—slow, opaque, and trapped in offline email chains and expensive legal consultations.
My Solution
Partnering with CEO Paulo Gambit, I designed Invenium: an AI-powered SaaS platform that translates 111+ legal risk indicators into transparent, self-service recovery workflows.
- Role
- Lead Product Designer
- Scope
- 0-to-1 SaaS Architecture | 35+ Hi-Fi Screens
- Timeline
- 5 Weeks
- Deliverables
- Product Architecture, AI Conversational Wizard, Tokenized Figma UI Library
Eliminating Cold-Start Friction with a Conversational AI Entry Point

I replaced rigid, intimidating legal forms with a conversational AI entry point. Guided action cards and prompt shortcuts allow finance teams to test claim recovery odds with zero upfront financial risk.
Chunking 111+ Risk Indicators into a Progressive 9-Question Wizard


To eliminate form fatigue from dense legal paperwork, I chunked the intake flow into a single-topic progressive wizard. By using AI OCR to auto-extract invoice metadata, the system delivers instant risk evaluations before asking for an e-signature.
