AI + RPA¶
Specialized AI¶
Specialized AI is designed to excel at specific tasks or domains, delivering highly accurate results. However, it doesn't carry the broad cognitive abilities of humans and can't easily adapt to tasks outside its training without further adjustments.
UiPath leverages Specialized AI for enterprise automation, enhancing the automation of documents, screens, tasks, and processes.
A good example is invoice extraction, where UiPath has created ML models specialized in identifying and extracting data from invoices from multiple countries, having been meticulously refined for this purpose over the years.
Generative AI¶
Generative AI is a type of artificial intelligence that can create new content, such as text, images, or music, by learning patterns from existing data.
It has various business applications, including content creation (e.g., marketing campaign ideas, interview questions, email responses), content understanding (e.g., deciphering communication intent), and code comprehension, among others.
UiPath leverages Large Language Models (LLM) a type of Generative AI that has been trained on huge amounts of text, like books, articles, and websites, to understand and generate human-like text. LLMs can help us with tasks like answering questions, writing essays, translating languages, and even chatting with us. A popular example of LLM is Chat GPT.
Use cases¶
- Extracting structured data from unstructured data: In this scenario, there is an email from a customer requesting a bank transfer. Even though the data in the email is unstructured, AI interprets the message, extracts the necessary information for the request and maps it to the SAP fields.
- Extracting structured data to enter them into an ERP system: In this example, artificial intelligence is leveraged to map the spreadsheet data to the form fields. As a user, you have control over the mapping, you can correct the data and modify it. Remember how training and fine-tuning are part of the process of creating an AI? Any corrections you make will be included in the training so next time, your preferences are remembered.
- Filling out a complex form with data from different documents:
ClipboardAI¶
Clipboard AI is a tool designed to help you with your data entry tasks, acting as a clever copy-paste buddy.