FlashApply

FlashApply

Inspiration

International students, young graduates, and expats constantly struggle with one thing:
their CV gets rejected simply because it doesn’t match the cultural rules of the target country.

A French CV won’t work in Germany.
A German CV won’t work in the US.
A Spanish CV won’t work in the UK.

Existing tools translate, rewrite, or optimize keywords but none adapt the CV to the country’s cultural norms and the job offer at the same time.

We wanted to fix that.

What it does

FlashApply automatically transforms any CV into a country‑correct, job‑offer‑aligned version in seconds.

Customize your CV according to the country and the job offer
Extracts key requirements and computes a matching score
Translates, rewrites, and culturally localizes the CV
Ensures strict fact‑preservation (no hallucinations)
Produces a clean, professional CV ready for the target market

It’s the fastest way to adapt your CV when applying abroad.

How we built it

We built FlashApply as a full pipeline:

FastAPI backend to orchestrate the workflow
Streamlit frontend for a simple, fast user experience
DeepSeek + LangChain for controlled rewriting and generation of the CV
PDFPlumber + JinaReader to extract CV and job offer content reliably
Country‑specific rule engine to adapt structure, tone, and conventions
Matching score module to evaluate alignment with the job offer

Everything is designed to be fast, robust, and hallucination‑free.

Challenges we ran into

Extracting clean text from PDFs with different layouts
Designing cultural standards for multiple countries
Ensuring translations remain faithful to the original CV content
Building a smooth end‑to‑end pipeline in a short hackathon timeframe

Accomplishments that we're proud of

A fully working prototype in less than 48 hours
A clean localization pipeline combining translation + rewriting + cultural rules
A matching score that genuinely to help candidates understand their fit
A simple UX that hides all the complexity behind one click