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Deb — smart debt management

Debt management with cash-flow clarity, interest analysis, and payoff strategies.

LiveEngineering Manager / Tech LeadTBDTypeScriptReactFintech integrations

Summary

Deb is a debt management product focused on clarity: how debt affects cash flow, which interest rates matter, and what payoff strategies are optimal for a user’s situation.

The problem

Debt tooling often overwhelms users with raw balances. The core experience should answer:

  • “What can I safely spend?”
  • “Which debt should I pay first, and why?”
  • “How does this change month-to-month?”

Constraints

  • Financial data is sensitive and needs careful handling
  • Strategies must be explainable (trust matters)
  • Categorization and payoff logic should be testable and deterministic

What I shipped

  • Core primitives for debts, rates, and statement schedules
  • Cash-flow-aware views that align with when credit card expenses actually hit
  • Strategy scaffolding that supports multiple payoff methods with transparent rationale

Architecture (high level)

  • A normalized domain model for accounts + liabilities
  • Calculation layer separated from UI for correctness and testability
  • A recommendation layer that produces “explainable” outputs (reasons + tradeoffs)

Outcomes

  • A foundation for scaling strategy sophistication while keeping the user experience simple
  • Improved ability to iterate on payoff recommendations without rewriting product flows