The UiPath word mark, logos, and robots are registered trademarks owned by UiPath, Inc. and its affiliates. UiPath (R) is a registered trademark
in the United States and several countries across the globe. See TMEP 906. Š2025 UiPath. All rights reserved.
By UiPath Community
AI Associate Developer Series -
Session 3
AI Powered Automation through
specialized AI.
Speakers
2
Russel Alfeche
UiPath MVP, Technology
Leader, Automation @qBotica
Priyadarshini Estevez
UiPath MVP,
AI Strategy & Solutions Consultant
Naveen Chatlapalli
UiPath MVP,
Solutions Architect @ Ashling Partners
3
Agenda slide
01
02
03
04
Automation and AI in UiPath: Generative and Specialized AI
Specialized AI Platform Components
AI Center Overview & Deployment
Identifying AI Center Use Cases
4
Generative AI Vs Specialized AI
Generative AI Specialized AI
What is it? Type of AI that can create new
content, such as text, images, or
music, by learning patterns from
existing data.
Designed to excel at specific tasks or
domains, delivering highly accurate
results
How does UiPath leverage it? Large Language Models (LLMs), 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
Enterprise automation, enhancing the
automation of documents, screens,
tasks, and processes.
Example A popular example of LLM is Chat
GPT, helps in answering questions,
writing essays, translating languages,
and even chatting with us.
Invoice extraction, where UiPath has
created ML models specialized in
identifying and extracting data from
invoices from multiple countries.
5
AI-powered Automation in UiPath
Products
Generative AI Specialized AI
Open | Flexible | Responsible
Action
AI Trust Layer
UI
API
Human
in the Loop
Context
Documents
Data
Processes
People
Communications
6
Machine learning and natural language processing concepts
Source: https://www.educba.com/nlp-and-machine-learning/
7
AI-powered automation
Open | Flexible | Responsible
Supported by UiPath Built with UiPath or BYO
BYO
Docs Screens Tasks Processe
s
Solutions
AI Infrastructure
Integration Service – Validation Station – Active learning – Fine tuning – Guardrails – Auditing
AI-powered automation
Delivering enterprise automation with Specialized AI
Generative AI Specialized AI
Context
HITL
UI
API
Action
People
Comms
Docs
Data
Processe
s
8
Produce a digital
copy of any
document, classify it,
and extract the
relevant data,
involving humans
when needed and
learning from the
interactions.
Platform component
used for managing,
training, deploying
and retraining ML
models.
A powerful, no-code
NLP solution that
combines
unsupervised
learning with
employee-led active
learning to create
models that fully
understand the
context of our
customers'
businesses.
Intelligent Xtraction
and Processing, is a
multi-modal data
extraction capability.
IXP converts data
from unstructured
documents and
communications to
structured data for
automation and
analytics.
The UiPath Platform components with Specialized AI
9
Intelligent document processing with GPT
Read the email and identify intent
Process the Application Form
1
3
4
Business process: Loan application processing
Verify and extract data from the ID Card
Verify and extract data from the Employment Letter
5
Large language model (LLM)
Specialized AI model trained on documents pre-labelled with GPT
Specialized AI model for ID Cards
Question answering powered by GPT
Classify the attached documents
2
Classification powered by GPT
Generative AI
Generative AI
Generative AI
10
AI Center Overview &
Deployment
11
12
How AI Center work in your Solutions ?
13
AI Center Core Concepts
Roles
Create/Edit
Delete
Projects
ML Packages
Datasets
Data Labelling
Training
Evaluation
Full
Pipeline
ML Skills
ML Package Validation
Datasets
Pipeline
ML Skill deployment
ML Skill prediction
ML Logs
14
Automation
Cloud
Automation
Suite
On-premises
Air-gapped
On-premises
Online
Hybrid mode
(Cloud AI Center +
Orchestrator on-
premises)
Deployment and Installations
•Deploy, manage, and
improve ML models.
•Requires no
infrastructure and no
maintenance.
•Internet access is
required.
• Deploy the full UiPath
Automation Platform in the
environment of your choice,
including on-premises
Virtual Machine
infrastructure, or cloud
subscriptions
•Automation Suite contains
everything in one package
that you can deploy in multi-
node mode.
•Deploy, manage, and
improve ML models
locally.
•Customer-managed
infrastructure.
•Fully integrated with on-
premises Orchestrator.
•All resources must be
manually downloaded and
then loaded into the node.
•No internet access is
required
•Deploy, manage,
•and improve ML models
locally.
•Customer-managed
infrastructure.
•Fully integrated with on-
premises Orchestrator.
•Robots can be connected
to the on-prem Orch.
•Allows customers to
benefit from ALL of the
advantages of AI Center in
the cloud, without having
to migrate their existing
on-premises Orchestrator.
•Frequent patches with
new features and bug
fixes, under the cloud
platform release cadence.
•Internet access is
required.
15
Identifying AI Center
Use Cases
16
AI Enables Automation of Processes That Include
Uncertainty
You cannot determine an
outcome with 100% certainty.
High Variability
There is too much variability for
rules based.
Unstructured Data
Information like articles,
documents, images, videos and
emails.
Property
Valuation
Loan Defaults Inventory
Forecasts
Resume
Matching
Purchase
Decisions
Language
Translation
Invoice
Extraction
Email Routing Speech to
Text
17
Pick a pre-built model best suited to your business needs.
No data science background required!
18
Specialized AI out-of-the-box models
to accelerate time to value
Human resources, know your
customer (KYC), employee
onboarding, tax
Supply chain, shipping,
manufacturing, retail
Finance, accounts
payable, accounts
receivable, procurement
Lending, banking
Insurance, healthcare, claims
processing
Passports Bill of Lading Invoices Generic Bank Statements
ACORD 25 Certificate of Liability
Insurance
Utility Bills
Certificate of Incorporation/Good
Standing
Invoices Japan
FM 1003 Uniform Residential Loan
Application Form
ACORD 125 Commercial Insurance
Application
W2 Wage and Tax Statement Certificate of Origin Invoices China Financial Statements
ACORD 126 Commercial General
Liability Insurance Section Form
990 Return of Organization Exempt from
Income Tax - Preview
Packing Lists Invoices India Checks
ACORD 131 Umbrella / Excess
Insurance Section Form
W9 Request for Taxpayer Identification
Number and Certification
Children Product Certificate Invoices Australia Vehicle Titles
ACORD 140 Property Insurance
Section Form
1040 US Income Tax Form EU Declaration of Conformity Purchase Orders
CMS 1500 Health Insurance Claim
Form
ID Cards and Driver’s Licenses Shipping Invoices Receipts UB04
4506-T Request for Transcript of Tax Return Remittance Advice
I9 Employment Eligibility Verification Form
Generic Document Understanding model to build a model from scratch for any document type, and more Specialized AI models:
The list is not exhaustive. All the models can be trained on your own data to improve their performance for your specific requirements.
Communications Mining large language model (LLM) to extract data and sentiment from emails and other types of messages
19
Closing message goes here.

Session 3 - Specialized AI Associate Series: AI Powered Automation through specialized AI

  • 1.
    The UiPath wordmark, logos, and robots are registered trademarks owned by UiPath, Inc. and its affiliates. UiPath (R) is a registered trademark in the United States and several countries across the globe. See TMEP 906. Š2025 UiPath. All rights reserved. By UiPath Community AI Associate Developer Series - Session 3 AI Powered Automation through specialized AI.
  • 2.
    Speakers 2 Russel Alfeche UiPath MVP,Technology Leader, Automation @qBotica Priyadarshini Estevez UiPath MVP, AI Strategy & Solutions Consultant Naveen Chatlapalli UiPath MVP, Solutions Architect @ Ashling Partners
  • 3.
    3 Agenda slide 01 02 03 04 Automation andAI in UiPath: Generative and Specialized AI Specialized AI Platform Components AI Center Overview & Deployment Identifying AI Center Use Cases
  • 4.
    4 Generative AI VsSpecialized AI Generative AI Specialized AI What is it? Type of AI that can create new content, such as text, images, or music, by learning patterns from existing data. Designed to excel at specific tasks or domains, delivering highly accurate results How does UiPath leverage it? Large Language Models (LLMs), 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 Enterprise automation, enhancing the automation of documents, screens, tasks, and processes. Example A popular example of LLM is Chat GPT, helps in answering questions, writing essays, translating languages, and even chatting with us. Invoice extraction, where UiPath has created ML models specialized in identifying and extracting data from invoices from multiple countries.
  • 5.
    5 AI-powered Automation inUiPath Products Generative AI Specialized AI Open | Flexible | Responsible Action AI Trust Layer UI API Human in the Loop Context Documents Data Processes People Communications
  • 6.
    6 Machine learning andnatural language processing concepts Source: https://www.educba.com/nlp-and-machine-learning/
  • 7.
    7 AI-powered automation Open |Flexible | Responsible Supported by UiPath Built with UiPath or BYO BYO Docs Screens Tasks Processe s Solutions AI Infrastructure Integration Service – Validation Station – Active learning – Fine tuning – Guardrails – Auditing AI-powered automation Delivering enterprise automation with Specialized AI Generative AI Specialized AI Context HITL UI API Action People Comms Docs Data Processe s
  • 8.
    8 Produce a digital copyof any document, classify it, and extract the relevant data, involving humans when needed and learning from the interactions. Platform component used for managing, training, deploying and retraining ML models. A powerful, no-code NLP solution that combines unsupervised learning with employee-led active learning to create models that fully understand the context of our customers' businesses. Intelligent Xtraction and Processing, is a multi-modal data extraction capability. IXP converts data from unstructured documents and communications to structured data for automation and analytics. The UiPath Platform components with Specialized AI
  • 9.
    9 Intelligent document processingwith GPT Read the email and identify intent Process the Application Form 1 3 4 Business process: Loan application processing Verify and extract data from the ID Card Verify and extract data from the Employment Letter 5 Large language model (LLM) Specialized AI model trained on documents pre-labelled with GPT Specialized AI model for ID Cards Question answering powered by GPT Classify the attached documents 2 Classification powered by GPT Generative AI Generative AI Generative AI
  • 10.
  • 11.
  • 12.
    12 How AI Centerwork in your Solutions ?
  • 13.
    13 AI Center CoreConcepts Roles Create/Edit Delete Projects ML Packages Datasets Data Labelling Training Evaluation Full Pipeline ML Skills ML Package Validation Datasets Pipeline ML Skill deployment ML Skill prediction ML Logs
  • 14.
    14 Automation Cloud Automation Suite On-premises Air-gapped On-premises Online Hybrid mode (Cloud AICenter + Orchestrator on- premises) Deployment and Installations •Deploy, manage, and improve ML models. •Requires no infrastructure and no maintenance. •Internet access is required. • Deploy the full UiPath Automation Platform in the environment of your choice, including on-premises Virtual Machine infrastructure, or cloud subscriptions •Automation Suite contains everything in one package that you can deploy in multi- node mode. •Deploy, manage, and improve ML models locally. •Customer-managed infrastructure. •Fully integrated with on- premises Orchestrator. •All resources must be manually downloaded and then loaded into the node. •No internet access is required •Deploy, manage, •and improve ML models locally. •Customer-managed infrastructure. •Fully integrated with on- premises Orchestrator. •Robots can be connected to the on-prem Orch. •Allows customers to benefit from ALL of the advantages of AI Center in the cloud, without having to migrate their existing on-premises Orchestrator. •Frequent patches with new features and bug fixes, under the cloud platform release cadence. •Internet access is required.
  • 15.
  • 16.
    16 AI Enables Automationof Processes That Include Uncertainty You cannot determine an outcome with 100% certainty. High Variability There is too much variability for rules based. Unstructured Data Information like articles, documents, images, videos and emails. Property Valuation Loan Defaults Inventory Forecasts Resume Matching Purchase Decisions Language Translation Invoice Extraction Email Routing Speech to Text
  • 17.
    17 Pick a pre-builtmodel best suited to your business needs. No data science background required!
  • 18.
    18 Specialized AI out-of-the-boxmodels to accelerate time to value Human resources, know your customer (KYC), employee onboarding, tax Supply chain, shipping, manufacturing, retail Finance, accounts payable, accounts receivable, procurement Lending, banking Insurance, healthcare, claims processing Passports Bill of Lading Invoices Generic Bank Statements ACORD 25 Certificate of Liability Insurance Utility Bills Certificate of Incorporation/Good Standing Invoices Japan FM 1003 Uniform Residential Loan Application Form ACORD 125 Commercial Insurance Application W2 Wage and Tax Statement Certificate of Origin Invoices China Financial Statements ACORD 126 Commercial General Liability Insurance Section Form 990 Return of Organization Exempt from Income Tax - Preview Packing Lists Invoices India Checks ACORD 131 Umbrella / Excess Insurance Section Form W9 Request for Taxpayer Identification Number and Certification Children Product Certificate Invoices Australia Vehicle Titles ACORD 140 Property Insurance Section Form 1040 US Income Tax Form EU Declaration of Conformity Purchase Orders CMS 1500 Health Insurance Claim Form ID Cards and Driver’s Licenses Shipping Invoices Receipts UB04 4506-T Request for Transcript of Tax Return Remittance Advice I9 Employment Eligibility Verification Form Generic Document Understanding model to build a model from scratch for any document type, and more Specialized AI models: The list is not exhaustive. All the models can be trained on your own data to improve their performance for your specific requirements. Communications Mining large language model (LLM) to extract data and sentiment from emails and other types of messages
  • 19.
  • 20.