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PDF Text Extraction to CSV with Vertex AI

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Extract text from PDFs and images using Vertex AI (Gemini) into CSV, automating data extraction and organization. This workflow efficiently converts document content into structured CSV files, streamlining data management and analysis. Ideal for users needing to process financial statements or similar documents without manual entry, enhancing productivity and accuracy.

Workflow Overview

Extract text from PDFs and images using Vertex AI (Gemini) into CSV, automating data extraction and organization. This workflow efficiently converts document content into structured CSV files, streamlining data management and analysis. Ideal for users needing to process financial statements or similar documents without manual entry, enhancing productivity and accuracy.

  • Finance Professionals: Those who need to extract transaction data from bank statements or invoices.
  • Data Analysts: Individuals looking to automate the extraction of data from various document formats.
  • Small Business Owners: Entrepreneurs who want to streamline their financial reporting and record-keeping processes.
  • Developers: Tech-savvy users who wish to integrate AI capabilities into their applications for document processing.
  • Students and Researchers: Anyone needing to analyze financial documents for projects or studies.

This workflow automates the extraction of text from PDFs and images, converting the data into a structured CSV format. It eliminates the need for manual data entry, saving time and reducing errors in financial documentation. Users can quickly categorize transactions, making data analysis more efficient.

  • Step 1: Trigger the Workflow - The workflow starts when a new PDF or image file is uploaded to a specified Google Drive folder.
  • Step 2: Identify File Type - The workflow determines whether the uploaded file is a PDF or an image using a routing node.
  • Step 3: Download File - Depending on the file type, the workflow downloads the relevant file from Google Drive.
  • Step 4: Extract Data - For PDFs, it extracts text data using a dedicated extraction node. For images, it sends the image to Vertex AI for text recognition.
  • Step 5: Process Data with AI - The extracted text data is sent to an AI model for processing, where it categorizes transactions and formats them into CSV data.
  • Step 6: Convert to CSV Format - The structured data is converted into CSV format for easy use in spreadsheets or databases.
  • Step 7: Upload CSV to Google Drive - Finally, the generated CSV file is uploaded back to a specified Google Drive folder for storage and access.

Statistics

16
Nodes
0
Downloads
68
Views
13973
File Size

Quick Info

Categories
Complex Workflow
Manual Triggered
+1
Complexity
complex

Tags

manual
googledrivetrigger
advanced
api
integration
logic
complex
sticky note
+7 more

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