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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

LayerTechnology
FrameworkNext.js 16 (App Router, Static Export)
LanguageTypeScript 5.9
StylingTailwind CSS 4.1
AI IntegrationOpenAI-compatible REST APIs
TestingJest + React Testing Library (125+ tests)
DeploymentGitHub 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:

RequirementGCP Service
User AuthenticationIdentity Platform
Document StorageFirestore
File StorageCloud Storage
AI/ML ModelsVertex AI
Container OrchestrationGKE
Serverless FunctionsCloud Run
Media ProcessingMediaPipe
Global CDNCloud 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