https://github.com/coding-for-it/cognitive-insight-engine
Extracts insights from PDF annual reports using OCR, NLP, ML, and APIs, and visualizes them in a dashboard.
https://github.com/coding-for-it/cognitive-insight-engine
fastapi pandas pdfplumber regrex streamlit textblob
Last synced: 3 months ago
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Extracts insights from PDF annual reports using OCR, NLP, ML, and APIs, and visualizes them in a dashboard.
- Host: GitHub
- URL: https://github.com/coding-for-it/cognitive-insight-engine
- Owner: coding-for-it
- Created: 2025-07-11T18:43:10.000Z (3 months ago)
- Default Branch: main
- Last Pushed: 2025-07-11T19:50:06.000Z (3 months ago)
- Last Synced: 2025-07-11T21:29:31.375Z (3 months ago)
- Topics: fastapi, pandas, pdfplumber, regrex, streamlit, textblob
- Language: Python
- Homepage:
- Size: 6.8 MB
- Stars: 0
- Watchers: 0
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Financial Insight Analyzer
An AI-powered document analysis tool that extracts key performance indicators (KPIs) and sentiment from PDF or Excel-based annual reports. Designed to help analysts, consultants, and decision-makers quickly understand business documents.
## Features
- Upload support for **PDF** and **Excel (.xlsx)**
- Extracts **financial KPIs** like Revenue, Net Profit, and Profit Margin
- Performs **sentiment analysis** to detect overall tone (positive, neutral, negative)
- Detects important sections like "Financial Overview", "Management Discussion", etc.
- Built using **FastAPI (backend)** and **Streamlit (frontend)**