Latenode

Automate text extraction and summarization across sources

This automation suite extracts text from URLs, PDFs, or raw text inputs, and generates concise summaries using OpenAI's GPT-4.1-mini language model. The system handles different input types seamlessly, with smart PDF processing that attempts direct extraction before falling back to OCR.Space.

The summaries are customizable in length and focus area, and are returned in a clean markdown format that can be easily integrated into various platforms. This AI-powered content summarization tool is designed to help users quickly synthesize large amounts of information from diverse sources, saving time and improving productivity.

Updated Apr 2, 2026Est. run: 19sEst. cost: $0.0012
How Latenode estimates time and cost

Latenode bills workflow runs in credits: 1 credit = 30 seconds of processing. Minimum charge per run depends on your plan. Plug-and-Play (PnP) AI nodes are billed separately—each PnP token is $1 USD, charged pay-as-you-go at vendor cost plus a small processing fee, with no API keys required.

Full pricing — how credits work →
AI agents & chatbots

Workflow preview

What this template does

  • Extracts text from URLs, PDFs, and raw text inputs
  • Generates concise summaries using OpenAI's GPT-4.1-mini model
  • Handles different input types with smart PDF processing and OCR fallback
  • Customizes summary length and focus area, returning markdown-formatted results
  • Saves summarized content to designated storage or database

How it works

1
Trigger

Fetch Content

The system fetches content from URLs, PDFs, or raw text inputs.

2
Logic

Process PDFs

For PDF inputs, the system attempts direct text extraction before falling back to OCR.Space to ensure robust handling of PDFs.

3
AI

Summarize Text

The system uses OpenAI's GPT-4.1-mini language model to generate concise summaries of the extracted text, customizable in length and focus area.

4
Action

Format Output

The summaries are formatted in clean markdown that can be easily integrated into various platforms.

Setup guide

1

Add OpenAI Credentials

1. In the Latenode Credentials panel, add a new credential for 'OpenAI'. 2. Enter your OpenAI API key in the credential settings.

2

Configure OCR.Space Integration

1. In the Latenode Credentials panel, add a new credential for 'OCR.Space'. 2. Enter your OCR.Space API key in the credential settings.

3

Set up the Content Summarizer Workflow

1. Add a 'Webhook' node to the workflow as the trigger. 2. Configure the 'Webhook' node to accept parameters for input type (URL, text, file), summary length, focus area, and language. 3. Add the appropriate nodes for web scraping, PDF processing, and OpenAI summarization based on the input type. 4. Map the input parameters to the corresponding nodes. 5. Configure the output to return the markdown-formatted summary.

4

Handle PDF Processing

1. Add a 'PDF Extract' node to the workflow. 2. Configure the 'PDF Extract' node to attempt direct text extraction first, and fall back to OCR.Space if needed. 3. Connect the 'PDF Extract' node to the OpenAI summarization node.

5

Customize Summary Settings

1. Configure the OpenAI summarization node to generate summaries with the desired length (brief, standard, detailed) and focus areas (key points, numbers, conclusions, action items). 2. Adjust the output formatting to produce clean markdown-formatted summaries.

Requirements

OpenAI API key with access to GPT-4.1-mini language model
OCR.Space API key for PDF text extraction fallback
Headless browser integration (e.g. Playwright) with permissions to access target websites
Storage or database integration to save the generated summaries

FAQ

Common questions about this template

Each run uses credits on your Latenode plan. We charge for processing time (1 credit = 30 seconds). Your actual cost depends on your plan and how long the run takes. See pricing plans for plans and how credits work.

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