Slide 1

Slide 1 text

IT-Summit München 18.11.-19.11.24 Wertstiftende Generative AI Use-Cases für Unternehmen Marco Frodl [email protected] Principal Consultant for Generative AI @marcofrodl

Slide 2

Slide 2 text

Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen About Me Marco Frodl Principal Consultant for Generative AI Thinktecture AG X: @marcofrodl E-Mail: [email protected] LinkedIn: https://www.linkedin.com/in/marcofrodl/ https://www.thinktecture.com/thinktects/marco-frodl/

Slide 3

Slide 3 text

Why is it important? Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen Generative AI AI understands and generates natural language AI can access knowledge from the training phase

Slide 4

Slide 4 text

GenAI can do more! Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen ChatGPT

Slide 5

Slide 5 text

Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen Use-Cases Smarte Web-Apps AI Data Extraction AI Workflows

Slide 6

Slide 6 text

Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen Use-Cases Smarte Web-Apps AI Data Extraction AI Workflows

Slide 7

Slide 7 text

Your Forms can do more Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen Smart Web-Apps https://github.com/thinktecture-labs/smart-form-filler/

Slide 8

Slide 8 text

Your Forms can do more Challenges • Training: Users need to understand what information to enter where • Special Cases: Input of unstructured or missing data takes longer • Hands free: Using a keyboard does’nt fit the working environment GenAI Solution • Creates a link between input data and form details • Knowledge of many languages available • Can use voice input as source Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen Smart Web-Apps

Slide 9

Slide 9 text

Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen Demo: Smart Web-Apps & Forms https://github.com/thinktecture-labs/smart-form-filler/

Slide 10

Slide 10 text

Your Forms can do more Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen Smart Web-Apps

Slide 11

Slide 11 text

Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen Use-Cases Smarte Web-Apps AI Data Extraction AI Workflows

Slide 12

Slide 12 text

Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen AI Data Extraction

Slide 13

Slide 13 text

Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen AI Data Extraction

Slide 14

Slide 14 text

Extract relevant data at lightning speed Challenges • Finding correct data in large documents is exhausting and error-prone • Data can only be extracted from documents with known languages • Different presentation of data is a cost driver GenAI Solution • AI always reads even complex documents with full concentration • Knowledge of many languages available • Mapping of found data to own categories possible Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen AI Data Extraction

Slide 15

Slide 15 text

Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen Demo: AI Data Extraction

Slide 16

Slide 16 text

Extracted results Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen AI Data Extraction Results

Slide 17

Slide 17 text

Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen Use-Cases Smarte Web-Apps AI Data Extraction AI Workflows

Slide 18

Slide 18 text

What is RAG? Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen Generative AI AI understands and generates natural language AI can access knowledge from the training phase

Slide 19

Slide 19 text

Business RAG - Simple Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen AI Workflows Question Retriever Generate Answer LLM Vector DB Embedding Model Vector

Slide 20

Slide 20 text

Business RAG - Simple Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen AI Workflows Question Retriever Generate Answer

Slide 21

Slide 21 text

AI-powered business workflows Challenges • Business processes are complex • Users expect more than just a single feature from AI assistants • Workflows should be easily expandable and customizable GenAI Solution • AI Workflow Frameworks helping to create complex workflows • The integration of generative AI is the main feature • Workflows can be easily changed or enhanced Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen AI Workflows

Slide 22

Slide 22 text

Business RAG - Complex Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen AI Workflows Question Retriever Generate Answer AI Topic Router Full Websearch Limited Websearch AI Content Grader

Slide 23

Slide 23 text

Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen Demo: Complex AI Business Workflow

Slide 24

Slide 24 text

AI-powered business workflows Generative AI Wertstiftende Generative AI Use-Cases für Unternehmen AI Workflows

Slide 25

Slide 25 text

Thank you! Any questions? Marco Frodl @marcofrodl Principal Consultant for Generative AI