About PathFinder

PathFinder is an AI-powered job recommendation system that analyzes your professional profile to match you with relevant job opportunities using advanced natural language processing techniques.

Overview

PathFinder leverages machine learning and semantic similarity algorithms to understand your professional background and preferences. By analyzing your uploaded profile (such as LinkedIn exports), the system extracts key information about your skills, experience, and career trajectory to provide personalized job recommendations.

How It Works

The recommendation process follows these steps:

1

Profile Upload & Parsing

Upload your professional profile in PDF format. The system extracts text content and parses relevant information such as work experience, skills, education, and career objectives.

2

Text Embedding Generation

Using pre-trained sentence transformer models, your profile text is converted into high-dimensional numerical representations (embeddings) that capture semantic meaning.

3

Similarity Computation

Your profile embeddings are compared against a database of job descriptions using cosine similarity. This identifies jobs that best match your background and preferences.

4

Results & Live Listings

The top 5 most similar job matches are returned. For the best match, real-time job listings are fetched from Indeed using the Apify API for immediate application opportunities.

Data Privacy & Security

🔒 Privacy Protection

  • • Uploaded files are processed in memory and not permanently stored
  • • No personal information is retained after processing
  • • All data processing occurs server-side with secure connections
  • • No tracking or analytics on uploaded content
  • • Temporary files are automatically cleaned up after processing

Supported File Formats

Accepted Input Formats

  • PDF files: LinkedIn profile exports, resumes, CVs
  • File size limit: Maximum 10MB per file
  • Content requirements: Text-based PDFs (not image-only)
  • Language support: English language profiles recommended

Current Limitations

⚠️ Known Limitations

  • • Job database is pre-loaded and may not include the most recent postings
  • • Matching accuracy depends on profile completeness and clarity
  • • Real-time job listings are limited to Indeed search results
  • • Processing time varies based on profile length and complexity
  • • Best results achieved with detailed, well-structured profiles