WarmAnswers

Personal AI knowledge management platform

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Your memory, searchable.

One simple place that remembers everything you tell it

Store what matters. Ask questions. Get instant answers from your own knowledge. No folders, no setup, just a search bar.

WarmAnswers is personal AI with memory. Tell it anything - passwords, preferences, facts you want to remember. Later, ask questions and it retrieves answers from what you've stored. Your knowledge, always accessible.

Built on WarmContext agents via Tetto marketplace. Demonstrates complete vertical integration: infrastructure (Tetto) → agents (WarmContext) → consumer product (WarmAnswers).

Product Restraint

While Tetto, DarkOps, and DIOS2 showcase technical complexity, WarmAnswers shows product discipline. Consumer applications need clarity, not features. Sometimes the hardest thing to build is simple.

Product Features

Complete SaaS application with subscription billing

  • Supabase Authentication: Email/password authentication with session management, password reset flows, and secure user management.
  • Stripe Billing Integration: Subscription plans ($3/month individual, $5/month couples) with automated billing, payment method management, and subscription lifecycle.
  • Personalized Dashboards: User-specific interfaces with "{FirstName}'s Memory" branding, custom memory organization, and personalized Q&A history.
  • WarmContext Agent Backend: Powered by WarmMemory and WarmAnswers agents via Tetto marketplace. Demonstrates infrastructure → consumer product integration.
  • Email Templates: Branded transactional emails for auth, billing, and notifications. Complete user communication system.
  • 40+ React Components: Complete UI component library with forms, dashboards, navigation, modals, and responsive layouts.

Technical Implementation

Smart architecture beyond generic SaaS tutorials

  • Intent Analyzer: Uses Claude Haiku with temperature=0 for deterministic intent classification (teach, update, ask, forget). Offloads classification to LLM instead of brittle regex patterns. ~200ms classification speed, ~$0.001 per analysis.
  • Undo Manager: Complete undo system with 1-hour expiry tokens stored in Supabase. Preserves full memory state (question, answer, tags) for restoration. Simpler than Redis for v1.0 while maintaining production capability.
  • Pattern Cache: Intelligent response caching with invalidation on memory updates. Reduces repeated LLM calls for similar questions while ensuring fresh data.
  • Tag Generator: Auto-generates semantic tags from memory content for organization and retrieval. Uses LLM to extract meaningful categorization.
  • Trial System: Complete trial management with countdown display, paywall enforcement, and subscription conversion flows. Fixed critical revenue bug where frontend ignored backend paywall.

Complete custom implementation - not a tutorial clone. Intent classification, undo system, pattern caching, auto-tagging, trial management, and personalized UX built from scratch.

Technical Stack

Modern full-stack SaaS architecture

Next.js React TypeScript Tailwind CSS Supabase PostgreSQL Stripe Claude API Vercel

What WarmAnswers Demonstrates

Consumer product capabilities beyond infrastructure

  • B2C Product Development: Built complete consumer application with authentication, billing, and personalized UX - not just APIs or infrastructure.
  • Subscription Business Model: Implemented Stripe integration with multiple pricing tiers, payment flows, and subscription management.
  • Full-Stack Capability: Frontend (React/Next.js), backend (Supabase/PostgreSQL), payments (Stripe), deployment (Vercel) - complete ownership.
  • Vertical Integration: Built infrastructure (Tetto), agents (WarmContext), and consumer product (WarmAnswers) - proving the entire stack works together.
  • Production SaaS: Not a demo - real authentication, real payments, real users. Shows ability to ship consumer-facing products.
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