AI Resume Builder Platform
AI-First Career Tools
We’re building the future of career documents using generative AI and open standards.
┌────────────────────────────────────────────────────────────────────┐
│ AI RESUME BUILDER │
│ Generative AI + Open Standards │
└────────────────────────────────────────────────────────────────────┘
│
┌──────────────────────┼──────────────────────┐
│ │ │
┌──────▼──────┐ ┌──────▼──────┐ ┌──────▼──────┐
│ INPUT │ │ AI ENGINE │ │ OUTPUT │
│ │ │ │ │ │
│ JSON Resume │──────▶│ LLM APIs │──────▶│ Resume PDF │
│ Job Posting │ │ (GPT/Claude │ │ Cover Letter│
│ Company URL │ │ /Gemini) │ │ JSON Export │
└─────────────┘ └─────────────┘ └─────────────┘
The Problem We’re Solving
Creating effective resumes is broken. Professionals spend hours formatting documents, rewriting content for each application, and guessing what ATS systems want.
The cost is real:
- Average job seeker spends 11 hours per week on applications
- 75% of resumes never reach human reviewers (rejected by ATS)
- Professionals maintain 3-5 different resume versions manually
Our Solution: AI Resume Builder
A complete career document platform that uses generative AI to create tailored, ATS-optimized resumes and cover letters from a single source of truth.
One JSON file. Unlimited AI-generated outputs.
Current Platform (v1.0 — Public Beta)
Status: Production-ready, actively maintained, open-source
Live Demo
👉 Try it now: ismail.kattakath.com/resume/builder
Core Features
AI-Powered Generation
- Connect any OpenAI-compatible API (OpenAI, Anthropic Claude, local LLMs)
- Generate professional summaries tailored to specific job descriptions
- AI suggests content improvements and keyword optimization
- BYOK (Bring Your Own Key) — we never store your API credentials
Interactive Resume Editor
- Real-time preview with live formatting
- Drag-and-drop section reordering
- Dual mode: Resume ↔ Cover Letter with one click
- 12-step onboarding tour for new users
- Print-ready output optimized for PDF
JSON Resume Standard
- Industry-standard format used by 50+ tools
- Import/export seamless data portability
- Public API endpoint for integration
- Schema validation ensures data integrity
Privacy-First Architecture
- All data stored locally in your browser
- Zero server-side storage — your resume never leaves your device
- Optional password protection for edit pages
- Open source — audit the code yourself
Technical Stack
| Layer | Technology |
|---|---|
| Framework | Next.js 16 (App Router, Static Export) |
| Language | TypeScript 5.9 |
| Styling | Tailwind CSS 4.1 |
| AI Integration | OpenAI-compatible REST APIs |
| Testing | Jest + React Testing Library (125+ tests) |
| Deployment | GitHub Pages, Vercel, any static host |
Metrics
- 400+ commits with comprehensive documentation
- 125+ automated tests with 89.6% pass rate
- 99.9% uptime via GitHub Pages
- MIT licensed — free for personal and commercial use
Product Roadmap: Enterprise AI Platform
We’re building the next generation on Google Cloud Platform to enable AI-at-scale features that require persistent state, user accounts, and enterprise-grade infrastructure.
┌─────────────────────────────────────────────────────────────────────────────┐
│ PHASE 2-4 ARCHITECTURE (2026) │
│ Google Cloud Platform │
└─────────────────────────────────────────────────────────────────────────────┘
Users CDN Load Balancer Services AI Layer
┌─────┐ ┌───────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐
│ Web │───▶│ Cloud │──────▶│ Cloud LB │─────▶│Cloud Run │─────▶│Vertex AI │
│ App │ │ CDN │ │ │ │ API │ │ Gemini │
└─────┘ └───────┘ └──────────┘ └────┬─────┘ │ Agents │
│ └──────────┘
┌─────┐ ┌─────▼─────┐ ┌──────────┐
│ API │────────────────────────────────────▶│ GKE │─────▶│ Custom │
│Users│ │ AI Workers│ │ Models │
└─────┘ └─────┬─────┘ └──────────┘
│
┌──────────────────────┼──────────────────────┐
│ │ │
┌──────▼──────┐ ┌──────▼──────┐ ┌──────▼──────┐
│ Firestore │ │ Cloud │ │ Identity │
│ (Resumes) │ │ Storage │ │ Platform │
└─────────────┘ └─────────────┘ └─────────────┘
Phase 2: Cloud-Native Platform (Q1 2026)
User Authentication & Accounts
- Google Identity Platform integration (OAuth 2.0)
- Persistent user profiles with resume version history
- Team accounts for recruitment agencies
Cloud Storage & Sync
- Firestore for real-time document storage
- Cross-device synchronization
- Collaborative editing for teams
- Automatic backup and version control
Infrastructure
- Google Kubernetes Engine (GKE) for scalable API services
- Cloud Run for serverless AI inference
- Cloud CDN for global performance
Phase 3: Multi-Agent AI Workflows (Q2 2026)
AI-Native Features — Core to Our Product
┌─────────────────────────────────────────────────────────────────────────┐
│ MULTI-AGENT ORCHESTRATION │
│ Vertex AI Agent Builder │
└─────────────────────────────────────────────────────────────────────────┘
Resume Job Company
Input Posting Intel
│ │ │
▼ ▼ ▼
┌──────────┐ ┌──────────┐ ┌──────────┐
│ Writing │ │ Research │ │ Matching │
│ Agent │ │ Agent │ │ Agent │
│ ──────── │ │ ──────── │ │ ──────── │
│ Gemini │ │ Gemini │ │ Gemini │
│ Pro │ │ Pro │ │ Ultra │
└────┬─────┘ └────┬─────┘ └────┬─────┘
│ │ │
└───────────────────────┼────────────────────────┘
│
▼
┌──────────────┐
│ Orchestrator │
│ Agent │
└──────┬───────┘
│
┌────────────────┼────────────────┐
│ │ │
▼ ▼ ▼
┌──────────┐ ┌──────────┐ ┌──────────┐
│ Tailored │ │ Tailored │ │ Interview│
│ Resume │ │ Cover │ │ Prep │
│ │ │ Letter │ │ Guide │
└──────────┘ └──────────┘ └──────────┘
Specialized AI Agents
- Writing Agent: Generates accomplishment statements with metrics
- Formatting Agent: Optimizes layout for ATS parsing
- Research Agent: Analyzes job descriptions and company culture
- Review Agent: Provides feedback and improvement suggestions
Agentic Architecture
- Multi-agent orchestration with human-in-the-loop approval
- Context-aware suggestions based on career history
- Long-term memory for personalized recommendations
Google Cloud AI Integration
- Vertex AI for custom fine-tuned models
- Document AI for resume parsing and extraction
- Natural Language API for semantic analysis
Phase 4: Enterprise & API (Q3 2026)
B2B API Platform
- REST API for ATS and HR platform integration
- Webhook events for application tracking
- White-label deployment options
- Enterprise SSO (SAML 2.0, OIDC)
MediaPipe Integration
- AI-powered headshot enhancement
- Video resume recording and editing
- Background removal and professional lighting correction
Analytics Dashboard
- Application tracking and success rates
- Resume performance metrics
- A/B testing for resume variants
Target Market
Primary: Job seekers and career changers
- Software engineers, product managers, designers
- Professionals creating 10+ applications per job search
- Users who value privacy and data ownership
Secondary: HR Technology
- Recruitment agencies managing candidate pipelines
- Career coaching services
- University career centers
Enterprise: Workforce platforms
- ATS vendors seeking AI-powered resume enhancement
- HR platforms needing document generation APIs
- Staffing agencies with high-volume processing needs
Why Google Cloud?
Our roadmap specifically targets GCP services:
| Requirement | GCP Service |
|---|---|
| User Authentication | Identity Platform |
| Document Storage | Firestore |
| File Storage | Cloud Storage |
| AI/ML Models | Vertex AI |
| Container Orchestration | GKE |
| Serverless Functions | Cloud Run |
| Media Processing | MediaPipe |
| Global CDN | Cloud CDN |
We’re building a reference implementation for AI-powered SaaS on Google Cloud infrastructure.
Get Started
Try the demo: ismail.kattakath.com/resume/builder
View the code: github.com/ismail-kattakath/jsonresume-to-everything
Contact us: ismail@kattakath.com