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PROJECT / Earnings call intelligence with CrewAI

Multi Agent Financial Analysis

A CrewAI multi agent pipeline that ingests earnings call transcripts and financial PDFs, delegates summarization and structuring across specialized agents, and outputs client ready report documents.

CrewAILangChainStreamlitPDF Extraction
Illustrative architecture
RECORDED PROJECT NOTES
Agents
Specialized
Input
Transcripts
Output
Reports

Selected engineering work by Muhammad Mubashir, showcased by Retrieva Labs. Figures and scope reflect the existing project notes. The evidence section explains what is available to review.

THE PROBLEM

A useful outcome starts here.

A CrewAI multi agent pipeline that ingests earnings call transcripts and financial PDFs, delegates summarization and structuring across specialized agents, and outputs client ready report documents.

AVAILABLE EVIDENCE

Project notes, with context.

This project overview is drawn from the existing portfolio notes. Client source code, demonstrations and evaluation artifacts are not published here.