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Development Plan — Interview Lab

Version: 1.0 | Status: Active Development | Last Updated: 2026-07-02

Architecture Overview

┌──────────────────────────────────────────────────────────┐
│                    Interview Lab                          │
├──────────────────────────────────────────────────────────┤
│  Next.js 15 (App Router) + TypeScript + Bun              │
│  Tailwind CSS 4 + Ethereal Glass Design System           │
│  Framer Motion (animations)                              │
├──────────────────────┬───────────────────────────────────┤
│   Client             │   Server                          │
│                      │                                   │
│  • Auth (JWT cache)  │  • Prisma + SQLite                │
│  • Glass UI          │  • Z AI SDK (coaching)            │
│  • Interview flows   │  • Export pipeline (docx/PDF/xlsx)│
│  • Resume upload     │  • JWT auth (jose)                │
└──────────────────────┴───────────────────────────────────┘

Phase 1: Core Platform — Auth, Database & Layout

Status: ✅ COMPLETE

Task Details
Next.js 15 App Router scaffold TypeScript, Tailwind v4, Bun runtime
Prisma schema Users, Subscriptions, Questions, Answers, Resumes, CoverLetters
JWT auth system jose + HttpOnly cookies + localStorage client cache
Role system Admin, user roles with tier gating
Ethereal Glass design system Theme tokens, glass components, dark mode
Landing page Marketing page with feature showcase

Phase 2: AI Mock Interviews

Status: ✅ COMPLETE

Task Details
Z AI SDK integration Streaming interview sessions
Role-specific prompts 6 VA roles with distinct interview frameworks
Scoring engine Real-time AI scoring with criteria breakdown
Answer recording Transcript + score persistence
Question bank 264+ questions across roles and difficulty levels

Phase 3: Resume Lab & Cover Letter Studio

Status: ✅ COMPLETE

Task Details
Resume upload (PDF/DOCX) File parsing, text extraction
AI resume analysis Extraction, truth flags, improvement suggestions
Cover letter generation 3 tones (Professional/Enthusiastic/Concise)
Export pipeline DOCX, PDF, Excel generation

Phase 4: Practice Tests & Learning Paths

Status: ✅ COMPLETE

Task Details
Timed assessments 15/30/45 min configurable tests
Auto-scoring Answer key + AI-assisted grading
Learning paths Beginner → Intermediate → Advanced per role
Progress tracking Per-role, per-path completion tracking

Phase 5: Subscription & Payments

Status: ✅ COMPLETE

Task Details
Tier system Free / Starter (₱499/mo) / Pro (₱999/mo)
Usage limits Per-tier quotas (interviews, resumes, etc.)
Download gating Tier-based content access
Admin tier management Override, trial, coupon support

Phase 6: Admin Panel

Status: ✅ COMPLETE

Task Details
Analytics dashboard Users, sessions, revenue, trends
User management CRUD, tier changes, activity view
Question management Add/edit/delete questions by role/difficulty
Content management Learning paths, download resources

Phase 7: Advanced Features (Planned)

Task Priority Notes
PostgreSQL migration High Production scale requirement
Video interview simulation High Record + AI analyze body language/tone
Multi-language (Taglish) Medium Localize interface + content
Peer review system Medium Community answer reviews
Company-specific tracks Medium Custom interviews for specific employers
Mobile app Low React Native for offline interviews
Job board integration Low OnlineJobs.ph, Upwork API

Open Questions

  1. Payments: GCash/PayMaya integration? Stripe for international?
  2. Content scaling: How to manage 264+ questions as roles evolve?
  3. AI costs: Z AI SDK usage-based pricing — cost per interview session?