ATS Forge — Proprietary Product
AI-Powered CV Builder — ATS-Optimised, JD-Tailored Resumes
ATS Forge is a production-grade AI-powered CV builder that generates ATS-optimised resumes tailored to specific job descriptions. Users can paste a JD or JD URL and either upload an existing CV or complete their profile using the AI-assisted “Enhance with AI” buttons. ATS Forge AI then analyses the role, plans a targeted CV strategy, and generates a professionally formatted, keyword-optimised resume with intelligent skills categorisation, rewritten experience bullets, and export options in PDF and DOCX formats.
The system is built on a dual-LLM architecture using Groq (Llama) as primary for speed and OpenAI GPT-4o as fallback for quality, with a multi-stage pipeline covering JD analysis, strategy planning, content generation, and document formatting — all deployed as a production Flask application.
Engineering Highlights
- Intelligent skills categorisation with exact-match taxonomy and parenthesised compound expansion for correct grouping
- Experience bullets grounded in real system-level engineering descriptions with action verb + tool + architecture + metric pattern
- Enhance/regenerate pipeline performing gap-analysis on existing CV content rather than regenerating from scratch
- Semantic deduplication and buzzword elimination across all generated sections
- Multi-tier spacing compression algorithm for single-page PDF fitting with font-fitting and right-aligned date tab stops
Product Impact
A flagship portfolio tool demonstrating end-to-end AI product engineering — from LLM orchestration and intelligent content generation to polished, user-facing document output. ATS Forge is live and free to use: try it here.