This project demonstrates the development of an intelligent document processing agent using Crew AI framework, designed to showcase advanced AI capabilities beyond simple summarisation. The agent can understand user intent, process multiple document formats, and perform intelligent analysis based on natural language queries.
Smart Complexity Detection & Multi-Agent Collaboration
Unlike traditional summarization tools that only provide summaries, this system:
Automatic Complexity Detection: Analyzes query complexity and document length to choose optimal processing
Specialized Agent Teams: Uses expert agents for specific tasks (summarization, entity extraction, Q&A, etc.)
Intelligent Workflow Orchestration: Coordinates multiple agents for comprehensive analysis
Natural Language Understanding: Processes queries like "Who are the key people mentioned?" or "What are the main findings?"
Multi-Capability Framework
Most document tools are single-purpose. This system provides:
10+ Different Capabilities in one unified interface
Seamless Switching between different analysis types
Comprehensive Document Intelligence beyond just text processing
Specialized Agent Expertise for each capability
Advanced Document Processing
OCR Integration: Can extract text from images and scanned documents
Multi-Format Support: Handles PDFs, Word docs, Excel files, images, etc.
Structured Data Extraction: Can extract tables, charts, and formatted data
Highlights
Intelligent Document Formatting
Action-Specific Responses: Different response formats for different actions
Structured Output: Organized, readable responses with clear sections
Multi-Agent Insights: Shows which agents participated and their contributions
Complexity Analysis: Displays processing approach and optimisation details
AWS Marketplace now accepts line of credit payments through the PNC Vendor Finance program. This program is available to select AWS customers in the US, excluding NV, NC, ND, TN, & VT.
This listing bills on one dimension: the number of API calls you make. Each request you send counts against your subscription plan. Pricing scales with usage, so your cost tracks how many calls you run. There are no separate tiers or instance sizes to choose from here. You simply pay based on request volume under your current plan.
Top-of-mind questions for buyers
What counts as one API call for billing purposes?
A single request you send through the platform counts as one API call. This includes calls to data integrations, agent tooling, and model routing. Each request tracked against your plan counts as one unit, regardless of the connector or model it touches.
What happens to my usage if I reach the API call limit on my plan?
Your plan sets a number of API calls you can make. The pricing table meters requests against that plan allowance. For behavior once you reach the limit, or options for higher-volume needs, contact the vendor, since the specific overage handling is not stated in the available data.
Do all types of requests count the same, or do integrations and model calls meter differently?
The listing bills on a single unified metric: the number of API calls. Requests across data integrations, agent tools, and model routing all count against the same API call allowance. There is no separate meter for each capability. Every request adds one to your total call count.
Request a private offer to receive a custom quote.
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API-Based Agents and Tools integrate through standard web protocols. Your applications can make API calls to access agent capabilities and receive responses.
Additional details
Usage instructions
API
API Overview
This API lets you upload a file (such as PDF or any other document as a form data) along with a query, and receive a JSON response with the processed result.
Authentication
All requests require an API key.
Include it in the header:
x-api-key: <YOUR_API_KEY>
Endpoint: Upload File
POST /upload
Headers
x-api-key: <YOUR_API_KEY>
Content-Type: multipart/form-data
Form Data Parameters
file (file, required): File to upload (PDF, image, text, etc.)
query (string, required): Instruction for processing the uploaded file
Example Request
curl -X POST "https://isgr9dnykg.execute-api.us-east-1.amazonaws.com/prod/upload" \
-H "x-api-key: <YOUR_API_KEY>" \
-F "file=@/path/to/document.pdf" \
-F "query=Summarize this document"
Example Success Response:
{
"success": true,
"summary": "This document describes..."
}
Example Error Response:
{
"success": false,
"message": "Invalid file format",
"code": 1002
}
Usage Plan
Free Tier
Throttle: 1 request per second (burst up to 2)
Quota: 5 requests per week
If limits are exceeded, the API will return:
429 Too Many Requests
Notes
Maximum file size: 10 MB
Responses are always returned as application/json
API key must be included in every request
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