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Case Study
18 days
Solo Built

Kanbi Board

Professionals waste 15-30 min daily converting scattered notes into actionable tasks. Manual task extraction is repetitive, error prone, and kills momentum.

1. The Founder's Problem

Professionals waste 15-30 min daily converting scattered notes into actionable tasks. Manual task extraction is repetitive, error prone, and kills momentum.

2. Why Traditional Solutions Failed

  • Existing tools force you to switch between note taking and task management
  • Manual copy paste loses context and formatting
  • No AI tools handle unstructured text reliably

3. What We Built

  • AI task extraction with dual providers (Gemini + Groq) for 95%+ accuracy
  • Drag and drop Kanban with optimistic UI updates
  • Supabase RLS for secure multi tenant data isolation
  • Stripe subscriptions (test mode to prove payment integration skills)
  • JSON export with proper data serialization

5. Results & Metrics

Users

23 signups

Revenue

$0 (test mode only)

GitHub

8 stars

Performance

<3s task extraction, <500ms AI failover

Code

95.4% TypeScript, 19 commits

7. What We Cut to Ship Fast

  • Real time collaboration (would add 5+ days)
  • Comments on tasks (not core to MVP)
  • Task templates (nice to have, not must have)
  • Spent 40% of time on AI prompt engineering. Consistency > speed.
  • RLS policies are hard. Test with multiple users from day 1.
  • Stripe webhooks need idempotency keys. Learned this the hard way.

What This Actually Proves

  • I ship fast: 6 MVPs in 14-21 days each. Not prototypes — actual working products with auth, payments, databases.
  • I'm honest about metrics: 10-50 users, $0 revenue (test mode), 7-10 GitHub stars. No fake numbers.
  • I know what to cut: Real-time features, team collaboration, mobile apps. Ship core value first.
  • I learn from mistakes: RLS policies are hard. Prompt engineering takes 15+ iterations. Financial calculations need edge case testing.
  • I justify tech choices: Supabase over Firebase (cheaper, better for relational data). Groq over OpenAI (10x cheaper, 800 tokens/s).
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