Offered By: IBMSkillsNetwork
Create an AI agent to fill forms from your private documents
Use retrieval-augmented generation (RAG) and large language models (LLM) to process your private documents and automate the completion of forms. This project extracts required information with prompt engineering and then completes HTML forms. Using LLAMA2 hosted by IBM watsonx.ai for text analysis and Flask as a back-end web app, this system significantly improves efficiency in handling form fields -- reducing the need for manual input and expediting the entire form-filling process.
Continue readingGuided Project
Artificial Intelligence
161 EnrolledAt a Glance
Use retrieval-augmented generation (RAG) and large language models (LLM) to process your private documents and automate the completion of forms. This project extracts required information with prompt engineering and then completes HTML forms. Using LLAMA2 hosted by IBM watsonx.ai for text analysis and Flask as a back-end web app, this system significantly improves efficiency in handling form fields -- reducing the need for manual input and expediting the entire form-filling process.
In this project, you use a simple tax form to showcase an AI process that completes the forms for you. The project provides a PDF file with information about an imaginary person. The project reads the form fields, and the AI agent completes the fields, accordingly.
Overview of the AI automated form filler
A look at the project ahead
The app:- Automates form filling: It streamlines the process of completing forms by automatically inserting relevant information into the appropriate fields.
- Processes and understands documents: It efficiently processes and analyzes a collection of documents, extracting and understanding the content to find information that is relevant to the forms being completed.
- Integrates AI models: It uses IBM watsonx-hosted LLMs to interpret form requirements and generate accurate, contextually relevant responses for each field.
- Creates an accessible interface: It uses Flask to provide a practical and accessible way for you to interact with the form-filling service, leveraging its capabilities to handle web requests, integrate with other Python tools, and offer a scalable and deployable solution.