Calls the OpenAI GPT-4 model with the provided prompt and returns the response text. Parameters: prompt (str): The prompt to send to

Second LLM call: Extract structured information from job posting

First LLM call: Extract structured information from resume

Third LLM call: Generate the cover letter using the results from previous async calls

Generates custom email templates using an LLM for each candidate. Parameters: ranked_candidates (list): List of candidate score dicti

Ingests the job description and resume files. Parameters: job_description (str): The job description text or URL. resume_fil

Parses the job description to extract key requirements in a structured format. This function takes the ingested job description (which might

Parses resume files to extract candidate information. This function reads each uploaded resume file and uses an LLM (via the call_llm helper

Main async function that chains all the processing steps together

Ranks candidates based on the average of their overall scores. For each candidate, this function calculates the average score from the keys:

Scores candidates based on the parsed job description and resume data. Parameters: parsed_requirements (dict): Parsed job description