Research Note 01
ATS Resume AI
An applied RAG system for resume analysis, ATS scoring, and job-fit feedback using local model components and retrieval.
Research question: How can an AI resume analyzer provide useful ATS feedback while keeping recommendations grounded in the user's actual resume and target role?
PythonFastAPIRAGChromaDBSentence TransformersLocal Models
Method
Parse resume content into section-level units before scoring.
System
Resume Upload -> Parser -> Rule Checks
Impact
Turns resume analysis into a structured optimization workflow.
PythonSystem View
ParserATS RulesEmbeddingsFeedback
AI Resume IntelligenceATS Resume AI
Architecture
Resume Upload
Parser
Rule Checks
Embedding Index
Retrieved Guidance