Integrate GenAI capabilities within UiPath: Demos and Use Cases

This is a comprehensive session designed for professionals seeking to explore the potential of integrating Generative AI (GenAI) with UiPath's automation platform. This event delves into how GenAI can enhance the capabilities of UiPath, offering attendees a deep dive into its practical applications and transformative potential in automating complex tasks.
We will illustrate four examples on how GenAI integration with UiPath can be applied to real use cases, in a simple yet effective way.

📕 Agenda:
14:30 Welcome & introduction to theme
14:45 Demo & use cases
15:10 Live Q&A

Speakers:
👨‍🏫 Stefano Negro, UiPath MVP, Senior Automation Developer @Boundaryless Group
👨‍💻 Flavio Martinelli, Technical Account Manager @UiPath

1. 1
Integrate GenAIcapabilities within
UiPath: Demos and Use Cases

2. 2
Safe Harbor​
This presentation may include forward-looking statements. Forward looking statements include all statements that are not
historical facts, and in some cases, can be identified by terms such as “anticipate,” “believe,” “estimate,” “expect,”
“intend,” “may,” “might,” “plan,” “project,” “will,” “would,” “should,” “could,” “can,” “predict,” “potential,” “continue,” or the
negative of these terms, and similar expressions that concern our expectations, strategy, plans or intentions. By their
nature, these statements are subject to numerous risks and uncertainties, including factors beyond our control, that
could cause actual results, performance or achievement to differ materially and adversely from those anticipated or
implied in the statements. Although our management believes that the expectations reflected in our statements are
reasonable, we cannot guarantee that the future results, levels of activity, performance or events and circumstances
described in the forward-looking statements will be achieved or occur. Recipients are cautioned not to place undue
reliance on these forward-looking statements, which speak only as of the date such statements are made and should not
be construed as statements of fact. ​
This meeting is strictly confidential. By participating in this meeting, you agree to keep any information we provide
confidential and not to disclose any of the information to any other parties without our prior express written permission.
Neither the information contained in this presentation, nor any further information made available by us or any of our
affiliates or employees, directors, representatives, officers, agents or advisers in connection with this presentation will
form the basis of or be construed as a contract or any other legal obligation. ​

3. 3
Senior Automation Developer
Boundaryless Group
Stefano Negro
Hosts
Technical Account Manager
UiPath
Flavio Martinelli

4. 4
•Introduction
•UiPathGenAIActivities
•GenAIActivities Package
•Live Demos
•Q/A
Agenda

5. 5
DON’T BE SHY!

6. 6
Our Journey to AI-powered Automation
RPA
UI Automation
Computer Vision
API Automation
Low-code Apps
Orchestration
Governance
Cloud
Discovery
Analytics
Continuous Testing
Intelligent Document &
Communication
Processing
20232018
Generative AI
Powered
Automation
“
UiPath
Autopilot
TM
Robotic Process
Automation application
Enterprise automation
suite
End-to-end platform for
AI at work
2020
UiPath innovates at an incredible pace, prioritizing
our most important needs for success, from security
to scalability.
Chief Automation Officer
Global Media and Digital Communications Leader
UiPath LLMs
UiPath GenAIActivities

7. 7
AI is surpassing human performance
2000 2002 2004 2006 2008 2010 2012 2014 2020
100% (Human performance)
80%
60%
40%
20%
Source:
1998
HANDWRITING RECOGNITION
IMAGE RECOGNITION
SPEECH RECOGNITION
2016
READING COMPREHENSION
2018
LANGUAGE UNDERSTANDING
COMMON SENSE COMPLETION
CONTENT GENERATION
2022
CODE GENERATION

8. 8
AI-powered Automation
Products
Generative AI Specialized AI
Open | Flexible | Responsible
Action
AI Trust Layer
UI
API
Human
in the Loop
Context
Documents
Data
Processes
People
Communications

9. 9
Our approach to Generative AI
Supercharge
Productivity
1
Enhance Quality
& Accuracy
2
Automate More
3
GenAIunlocks new
Automation use cases.
Upskill talent and
supercharge productivity.
Reduce friction with increased
accuracy, performance and
reliability.

10. 10
Enhance Quality & Accuracy
Generative
Extraction & Validation
Zero-Shot
Experiences
Specialized
Models
70+ pre-builtmodels to analyze and
process documents and communications
across industries and domains.
Active
Learning
Active learning employs an iterative process between
annotators and model greatly reducing the time and
effort required for both annotating and training.
Zero-shot training automatically suggests label
names for message groups, creates those
labels and trains a first model.
Identify multiple requests, extract the relevant
data and, crucially, understand the
relationships between them.
Reduce friction with increased
accuracy, performance and
reliability.
Enhance Quality
& Accuracy

11. 11
What is Context Grounding?
Joe has questions around
GenAIat UiPath
What are the topics in the
GenAISecurity
Handbook?
•Data Security and Compliance
•Risk Mitigation
•Human-in-the-Loop Systems
•Specialized LLMs
LLM Response
3
rd
Party LLM
Joe has questions around
GenAIat UiPath
What are the topics in the
GenAISecurity
Handbook?
•UiPath AI Trust Layer
•End-User and Server Security
•Integration Service
•Comm Mining and Document
Understanding
GenAISecurity Handbook
3
rd
Party LLM
LLM Response
Context Grounding: A process that ensures generatedresponsesare relevantand
tailoredto your specific situation

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Context for
UiPath GenAI
Query
ContextResponse
Embed queries
and get relevant
semantic context
Parse and reason
contextual
information to
construct responses
Iterative feedback
loops in Action
Center, Assistant
and Autopilots
Retrieval Augmented Generation:
•Overcomes (existing) LLM context window
limitations and optimizes interactions with
large context windows
•Reduces risks of hallucination through
reference to ground truth data stores
•Gives Generative apps access to
specialized and proprietary knowledge
sources
•Gives Generative apps access to up to
datesources of information
•Enables positive feedback loops between
data stores and user-queries

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Unreliable Predictions
Stagnant Insights
Timely, Costly Adjustments
Without
Context
Grounding
Bring business context to your automations
Accurate, Consistent Predictions
Dynamic, Flexible Knowledgebases
Relevant AI On-Demand
With
Context
Grounding
Business
Data
Context Grounding
Automation
Developer
UiPath GenAI Experiences
LLM-Ready Business Context
UiPath-Managed LLMs
No data retention or training
Human Validation
UiPath Trust Layer

14. 14
GenAIActivities Package

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Major Benefits
Ready-to-use activities
for common GenAI
tasks that leverage
industry-leading vendor
models
Pre-tested, quality controlled
prompts, that are monitored
according to internal
relevancy benchmarks
Pre-tested, quality
controlled prompts, that
are monitored
according to internal
relevancy benchmarks
Empowers users to
build custom dynamic
prompts that can pull
any application data as
needed
Injects proprietary
context without
requringthe
management of
complex architecture
Works without requiring
any third-party LLM
subscriptions

16. 16
DEMO TIME!
Checks
Verification
HR Assistant
Chatbot
HealtcareCheck

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•https://community.uipath.com/Torino
•https://community.uipath.com/Rome
•[email protected]
•[email protected]
Questions?