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PRD — Interview Lab

Version: 1.0 | Status: Approved | Last Updated: 2026-07-02

Product Overview

Interview Lab is an AI-powered interview preparation platform purpose-built for Filipino virtual assistants seeking Amazon-related roles. It provides role-specific mock interviews, resume coaching, cover letter generation, practice tests, and learning paths — all designed to bridge the gap between general VA work and specialized Amazon roles (PPC, Account Management, Listing Optimization, Reporting, Agency VA).

Core Value Proposition: From VA to Amazon specialist — AI-powered preparation that turns uncertain candidates into confident, interview-ready professionals.

Target Audience

Primary: Filipino VA Candidates

  • Current VAs aiming for Amazon specialization roles
  • Career shifters entering the VA industry
  • New graduates seeking VA roles
  • Device: Mobile-first, desktop-secondary

Secondary: VA Agencies & Coaches

  • Agencies screening candidates for Amazon roles
  • Coaches preparing students for VA placement
  • HR teams standardizing interview assessments

Role Coverage (6 VA Roles)

Role Focus Areas Questions
PPC VA Amazon advertising, campaign management, bid optimization, keyword research 44+
Account VA Seller Central, account health, inventory management, case logs 44+
Listing VA Product listings, SEO optimization, A+ Content, image requirements 44+
Reporting VA Data analysis, Excel/Sheets, KPI tracking, dashboard creation 44+
Agency VA Multi-client management, communication, reporting cadence 44+
General VA Email management, calendar, research, data entry, basic tools 44+

User Stories

Candidate

  • US-01: I can practice with AI mock interviews for my target role
  • US-02: I can upload my resume and get AI-powered review with truth flags
  • US-03: I can generate role-targeted cover letters in multiple tones
  • US-04: I can take timed practice tests with AI scoring
  • US-05: I can follow structured learning paths (Beginner → Intermediate → Advanced)
  • US-06: I can download premium resources (templates, checklists, worksheets)
  • US-07: I can track my progress, scores, and improvement over time
  • US-08: I can choose from Free / Starter / Pro tiers based on my needs

Coach / Admin

  • US-09: I can review candidate performance and identify weak areas
  • US-10: I can manage question banks and interview configurations
  • US-11: I can view platform analytics and usage metrics

Feature List

MVP (v1.0 — Current)

Feature Description Status
AI Mock Interviews Role-specific interviews with real-time AI feedback, scoring, and improvement suggestions ✅ Live
Question Bank 264+ questions across 6 roles, 3 difficulty levels, with ideal answer guides ✅ Live
Resume Lab Upload resume (PDF/DOCX), AI extracts + reviews with truth flags (Missing/Could be stronger/Verified) ✅ Live
Cover Letter Studio Generate role-targeted cover letters in Professional/Enthusiastic/Concise tones ✅ Live
Practice Tests Timed assessments (15/30/45 min) with auto-scoring and answer review ✅ Live
Learning Paths Beginner → Intermediate → Advanced progression per role with curated content ✅ Live
Download Center Templates, checklists, worksheets (tier-gated: Free/Starter/Pro) ✅ Live
Subscription Tiers Free (limited), Starter (₱499/mo), Pro (₱999/mo) with usage-based limits ✅ Live
Admin Panel Analytics dashboard, user management, question management ✅ Live

V2 (Planned)

Feature Priority
Video interview simulation (record + analyze) High
Peer review system Medium
Company-specific interview tracks Medium
Multi-language support (Taglish interface) Medium
Mobile app (React Native) Low
Integration with job boards (OnlineJobs.ph, Upwork) Low

Design System — Ethereal Glass

Element Specification
Background OLED black (#050505) with radial gradient orbs
Cards Glass-morphism with backdrop-blur-xl, double-bezel borders
Accent Colors Indigo/violet primary, emerald success, amber warning, rose danger
Typography Space Grotesk (headings) + Plus Jakarta Sans (body)
Icons Phosphor Icons, weight="light" — no Inter/Roboto
Motion Framer Motion scroll reveals, stagger animations, custom cubic-bezier curves

Success Metrics

Metric Target
Monthly active users >1,000
Interview sessions per user >5/month
Resume upload completion >60%
Free → Paid conversion >8%
NPS >50
Avg session duration >15 min

Technical Stack

Layer Technology
Framework Next.js 15 (App Router, standalone output)
Runtime Bun
Database Prisma + SQLite (PostgreSQL planned)
Auth Custom JWT (jose + HttpOnly cookies) + localStorage client cache
UI Tailwind CSS 4 + Ethereal Glass design system
Animation Framer Motion
AI Z AI Web Dev SDK (coaching, scoring, content generation)
Export docx, PDF (pdfkit), Excel (exceljs)
Fonts Space Grotesk + Plus Jakarta Sans
Deploy Vercel

Pricing Tiers

Feature Free Starter (₱499/mo) Pro (₱999/mo)
Mock Interviews 2/month 10/month Unlimited
Resume Reviews 1/month 5/month 15/month
Cover Letters 1/month 5/month Unlimited
Practice Tests 1/month 5/month Unlimited
Download Center Basic Premium All
Learning Paths Limited Full Full + Priority
Priority Support — — ✅