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# UiPath Agentic Automation vs pandas python Comparison - What are their main differences?

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UiPath Agentic Automationpandas python[+ Add Product](#)

Reviews

**UiPath Agentic Automation** [

4.6/5(7,734)

](https://www.g2.com/products/uipath-agentic-automation/reviews#reviews)

**pandas python** [

4.6/5(99)

](https://www.g2.com/products/pandas-python/reviews#reviews)

Pricing

**UiPath Agentic Automation**
Free Trial

No pricing available

**pandas python**
No pricing available

**Pricing Insights**
from reviews

Time to Implement

**UiPath Agentic Automation**
3 months

Based on 162 responses

**pandas python**
Not enough reviews yet

Return on Investment

**UiPath Agentic Automation**
11 months

Based on 143 responses

**pandas python**
Not enough reviews yet

Perceived Cost

**UiPath Agentic Automation**
$$$$$

**pandas python**
$$$$$

Average Discount

**UiPath Agentic Automation**
13%

**pandas python**
Not enough reviews yet

Pros & Cons

**UiPath Agentic Automation**
[
Automation (337)
](https://www.g2.com/products/uipath-agentic-automation/reviews?filters%5Bsentiment_snippet%5D=1346398&qs=pros-and-cons#reviews)[
Automation Focus (300)
](https://www.g2.com/products/uipath-agentic-automation/reviews?filters%5Bsentiment_snippet%5D=1346851&qs=pros-and-cons#reviews)[
Expensive (138)
](https://www.g2.com/products/uipath-agentic-automation/reviews?filters%5Bsentiment_snippet%5D=1355572&qs=pros-and-cons#reviews)[
Learning Curve (118)
](https://www.g2.com/products/uipath-agentic-automation/reviews?filters%5Bsentiment_snippet%5D=1346716&qs=pros-and-cons#reviews)

**pandas python**
[
Data Management (2)
](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=2425390&qs=pros-and-cons#reviews)[
Ease of Use (2)
](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=2425385&qs=pros-and-cons#reviews)[
Performance Issues (2)
](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=2425396&qs=pros-and-cons#reviews)[
Complex Installation (1)
](https://www.g2.com/products/pandas-python/reviews?filters%5Bsentiment_snippet%5D=2490621&qs=pros-and-cons#reviews)

Integrations

**UiPath Agentic Automation**
[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_898bef15d79b65ce781f705f68ac1ed6/microsoft-hands-on-labs.jpg "Product Avatar Image")

Azure DevOps Labs

](https://www.g2.com/products/azure-devops-labs/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_c62254fa1a39b26a9b7e7c351647bf39/azure-openai-service.jpg "Product Avatar Image")

Azure OpenAI Service

](https://www.g2.com/products/azure-openai-service/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_d08938b2bcd0f8cc93eb9321f26c74c4/claude-2025-12-11.jpeg "Product Avatar Image")

Claude

](https://www.g2.com/products/claude-2025-12-11/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_a20a3671d9afc2f66a2819ac945923fc/cmic-platform.png "Product Avatar Image")

CMiC Platform

](https://www.g2.com/products/cmic-platform/reviews)[
View all
](https://www.g2.com/products/uipath-agentic-automation/integrations)

**pandas python**
[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_57dd97ecbc77b248c077fd49ed91e856/machine-learning-in-python.png "Product Avatar Image")

machine-learning in Python

](https://www.g2.com/products/machine-learning-in-python/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_579a29f62e488adb338feedadc07ae70/python.png "Product Avatar Image")

Python

](https://www.g2.com/products/python/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_656e174b12c49be1cfb4723a938ea43e/pytorch.png "Product Avatar Image")

PyTorch

](https://www.g2.com/products/pytorch/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_80c57973e4c385303794b8c97958640b/visual-studio.jpg "Product Avatar Image")

Visual Studio

](https://www.g2.com/products/visual-studio/reviews)[
View all
](https://www.g2.com/products/pandas-python/integrations)

Screenshots

**UiPath Agentic Automation**
 ![UiPath Agentic Automation screenshot](https://images.g2crowd.com/cdn-cgi/image/width=600,height=600,fit=scale-down,format=auto,onerror=redirect,/https://images.g2crowd.com/uploads/attachment/file/1423203/UiPath-agent-builder-visual-1.PNG)

**pandas python**
No screenshot available

Ratings

Meets Requirements

**UiPath Agentic Automation**

9.1

9.14,625

**pandas python**

9.1

9.179

Ease of Use

**UiPath Agentic Automation**

9.1

9.15,360

**pandas python**

8.5

8.579

Ease of Setup

**UiPath Agentic Automation**

8.6

8.62,476

**pandas python**

8.9

8.920

Ease of Admin

**UiPath Agentic Automation**

8.5

8.51,587

**pandas python**

8.2

8.214

Quality of Support

**UiPath Agentic Automation**

8.8

8.84,417

**pandas python**

8.3

8.371

Has the product been a good partner in doing business?

**UiPath Agentic Automation**

8.8

8.81,533

**pandas python**

7.7

7.713

Product Direction (% positive)

**UiPath Agentic Automation**

9.5

9.54,551

**pandas python**

8.8

8.878

Features

AI App Builder[Hide 20 FeaturesShow 20 Features](javascript:void(0);)

8.8

16

Not enough data

Third-Party Integration

Third-Party Integration

Not enough data

Not enough data

Scalability

Scalability

Not enough data

Not enough data

Iteration Management

Iteration Management

Not enough data

Not enough data

Backend Logic Creation

Backend Logic Creation

Not enough data

Not enough data

Prompt Understanding

Prompt Understanding

Not enough data

Not enough data

Application Development

Application Development

Not enough data

Not enough data

Full-Stack Output

Full-Stack Output

Not enough data

Not enough data

API Integration

API Integration

Not enough data

Not enough data

Contextual Guidance

Contextual Guidance

Not enough data

Not enough data

Customizable User Interface

Customizable User Interface

Not enough data

Not enough data

Design Customization

Design Customization

Not enough data

Not enough data

Out-of-the-Box Functionality

Out-of-the-Box Functionality

Not enough data

Not enough data

Generation and Interpretation - AI App Builder

Prompt Understanding

9.0(won by default)

8

Not enough data

Backend Logic Creation

9.0(won by default)

7

Not enough data

UI Generation

8.8(won by default)

7

Not enough data

Context Awareness

9.0(won by default)

7

Not enough data

Generated Application Quality - AI App Builder

Scalability

8.8(won by default)

7

Not enough data

Out-of-the-Box Functionality

8.3(won by default)

7

Not enough data

Design Customization

8.1(won by default)

7

Not enough data

Data & API Integration

9.3(won by default)

7

Not enough data

Robotic Process Automation (RPA)[Hide 68 FeaturesShow 68 Features](javascript:void(0);)

8.9

4,579

Not enough data

Automation Building

Visual Editor

9.1(won by default)

3337

|

Verified

Not enough data

Workflow Recording

8.9(won by default)

3334

|

Verified

Not enough data

Pre-Built Templates

8.8(won by default)

3233

|

Verified

Not enough data

Custom Automation

8.9(won by default)

3311

|

Verified

Not enough data

Collaboration

8.9(won by default)

3193

|

Verified

Not enough data

Ease of Bot Creation

9.2(won by default)

1593

|

Verified

Not enough data

Business Process Automation

10.0(won by default)

69

Not enough data

Configurable Workflow

7.1(won by default)

7

Not enough data

Document Automation

Not enough data

Not enough data

Rules-Based Workflow

Not enough data

Not enough data

Bot Management & Execution

Bot Scheduling

9.1(won by default)

3183

|

Verified

Not enough data

Attended Automation

9.0(won by default)

3220

|

Verified

Not enough data

Unattended Automation

9.0(won by default)

3200

|

Verified

Not enough data

Bot Performance Analytics

8.9(won by default)

3026

|

Verified

Not enough data

Data and Product Security

9.0(won by default)

1492

|

Verified

Not enough data

Scalability

9.2(won by default)

1493

|

Verified

Not enough data

Predictive Analytics

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Intelligent Automation

OCR

9.0(won by default)

1448

Not enough data

Machine Learning

9.0(won by default)

1405

|

Verified

Not enough data

NLP

8.9(won by default)

1330

Not enough data

Agentic AI - Robotic Process Automation (RPA)

Autonomous Task Execution

9.0(won by default)

154

Not enough data

Multi-step Planning

8.6(won by default)

95

Not enough data

Cross-system Integration

8.6(won by default)

137

Not enough data

Adaptive Learning

8.4(won by default)

94

Not enough data

Natural Language Interaction

8.5(won by default)

89

Not enough data

Proactive Assistance

8.2(won by default)

85

Not enough data

Decision Making

8.7(won by default)

129

Not enough data

Third-Party Integrations

8.9(won by default)

9

Not enough data

Multi-Language

Not enough data

Not enough data

Additional Functionality

Data Extraction

10.0(won by default)

6

Not enough data

Workflow Management

10.0(won by default)

6

Not enough data

Document Management

Not enough data

Not enough data

Audit Trail

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Real-Time Updates

Not enough data

Not enough data

Real-Time Monitoring

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Email Address Extraction

Not enough data

Not enough data

Forms Management

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

API

Not enough data

Not enough data

Optical Character Recognition

Not enough data

Not enough data

Role-Based Permissions

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Process Builder

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Customer Experience Management

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

Compliance Management

Not enough data

Not enough data

Approval Process Control

Not enough data

Not enough data

Secure Data Storage

Not enough data

Not enough data

Process Control

Not enough data

Not enough data

Code-free Development

Not enough data

Not enough data

Ad hoc Analysis

Not enough data

Not enough data

Image Recognition

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Task Management

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Version Control

Not enough data

Not enough data

Integration into Third Party Applications

Not enough data

Not enough data

Component Libraries[Hide 6 FeaturesShow 6 Features](javascript:void(0);)

Not enough data

8.4

48

Functionality

Language Contingency

Not enough data

8.3(won by default)

38

Component Library

Not enough data

8.7(won by default)

42

Unlocked Components

Not enough data

8.2(won by default)

35

Management

Framework Integration

Not enough data

8.4(won by default)

38

Repository Management

Not enough data

8.5(won by default)

34

Support

Not enough data

8.0(won by default)

33

iPaaS[Hide 90 FeaturesShow 90 Features](javascript:void(0);)

8.4

67

Not enough data

Development 

Real-Time Integration

8.3(won by default)

60

Not enough data

API Designer

8.2(won by default)

15

Not enough data

Flow Designer

8.4(won by default)

15

Not enough data

Pre-Built Connectors

8.9(won by default)

16

Not enough data

Custom Connectors

8.3(won by default)

15

Not enough data

Reusable connectors

8.7(won by default)

15

Not enough data

Multi - tenant architecture

8.3(won by default)

16

Not enough data

Data Connectors

Not enough data

Not enough data

QuickBooks Integration

Not enough data

Not enough data

Active Directory Integration

Not enough data

Not enough data

Cloud Data Integration

Not enough data

Not enough data

ERP integration

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Social Media Integration

Not enough data

Not enough data

Accounting Integration

Not enough data

Not enough data

Website Integration

Not enough data

Not enough data

Management 

Monitoring & Notification

8.6(won by default)

16

Not enough data

Routing And Orchestration

8.8(won by default)

14

Not enough data

Data Mapping

8.6(won by default)

15

Not enough data

Data Transformation

8.5(won by default)

16

Not enough data

API Management

8.7(won by default)

15

Not enough data

Data Management

Not enough data

Not enough data

Document Management

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Application Management

Not enough data

Not enough data

Transaction Management

Not enough data

Not enough data

Metadata Management

Not enough data

Not enough data

Integrations Management

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

User Management

Not enough data

Not enough data

Payroll Management

Not enough data

Not enough data

Email Management

Not enough data

Not enough data

Integration Management

Not enough data

Not enough data

Help Desk Management

Not enough data

Not enough data

HR Management

Not enough data

Not enough data

eCommerce Management

Not enough data

Not enough data

Sales Management

Not enough data

Not enough data

Real-Time Monitoring

Not enough data

Not enough data

Real-Time Notifications

Not enough data

Not enough data

Security

Data Encryption

8.9(won by default)

16

Not enough data

Security Standards

8.8(won by default)

16

Not enough data

Communication Protocol

9.0(won by default)

16

Not enough data

SSL Security

Not enough data

Not enough data

Integration Options

Data Virtualization

8.6(won by default)

15

Not enough data

Managed File Transfers

8.3(won by default)

15

Not enough data

Big Data Processing

7.4(won by default)

14

Not enough data

EDI

7.3(won by default)

13

Not enough data

Real-Time Data

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

Deployment 

Hybrid

8.8(won by default)

14

Not enough data

Cloud to Cloud

9.0(won by default)

13

Not enough data

Additional Functionality

Real-Time Updates

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Data Warehouse

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

ETL

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Database Support

Not enough data

Not enough data

Alerts/Escalation

Not enough data

Not enough data

Event Logs

Not enough data

Not enough data

Dashboard

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Widgets

Not enough data

Not enough data

Real-Time Reporting

Not enough data

Not enough data

API

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Activity Tracking

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Automated Scheduling

Not enough data

Not enough data

Configurable Workflow

Not enough data

Not enough data

Data Aggregation and Publishing

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Mobile Access

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Web Services

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

SMS Messaging

Not enough data

Not enough data

Point of Sale (POS)

Not enough data

Not enough data

CRM

Not enough data

Not enough data

Dashboard Creation

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Event Tracking

Not enough data

Not enough data

AI/Machine Learning

Not enough data

Not enough data

Data Quality Control

Not enough data

Not enough data

Accounting

Not enough data

Not enough data

Ad hoc Reporting

Not enough data

Not enough data

Process Mining[Hide 17 FeaturesShow 17 Features](javascript:void(0);)

8.7

213

Not enough data

Process Management

Process Library

9.4(won by default)

201

Not enough data

Collaboration

9.4(won by default)

202

Not enough data

Integrations

9.5(won by default)

199

Not enough data

Execution Management

9.4(won by default)

203

Not enough data

Process Analysis

Real-Time Process Analysis

9.4(won by default)

200

Not enough data

Process Notation

9.4(won by default)

199

Not enough data

Process Mapping

9.4(won by default)

199

Not enough data

Automation

RPA Integration

9.7(won by default)

200

Not enough data

Application Development

9.6(won by default)

198

Not enough data

Generative AI

AI Text Summarization

8.8(won by default)

24

Not enough data

Agentic AI - Process Mining

Autonomous Task Execution

7.7(won by default)

10

Not enough data

Multi-step Planning

7.8(won by default)

13

Not enough data

Cross-system Integration

7.5(won by default)

10

Not enough data

Adaptive Learning

7.1(won by default)

11

Not enough data

Natural Language Interaction

7.7(won by default)

11

Not enough data

Proactive Assistance

7.9(won by default)

11

Not enough data

Decision Making

7.7(won by default)

11

Not enough data

Automation Testing[Hide 52 FeaturesShow 52 Features](javascript:void(0);)

9.0

141

Not enough data

Functionality 

Test Feedback

9.1(won by default)

122

Not enough data

Test History

9.2(won by default)

117

Not enough data

Customization

9.2(won by default)

119

Not enough data

Test Variety

9.2(won by default)

119

Not enough data

Automation

Organization

9.3(won by default)

120

Not enough data

Reliability

9.2(won by default)

117

Not enough data

Thoroughness

9.2(won by default)

117

Not enough data

Agentic AI - Automation Testing

Autonomous Task Execution

8.8(won by default)

20

Not enough data

Natural Language Interaction

8.4(won by default)

20

Not enough data

Proactive Assistance

8.3(won by default)

20

Not enough data

Supports Parallel Execution

Not enough data

Not enough data

Additional Functionality

Assessment Management

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Security Testing

Not enough data

Not enough data

Parameterized Testing

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

API

Not enough data

Not enough data

Unicode Compliance

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Performance Management

Not enough data

Not enough data

Real-Time Reporting

Not enough data

Not enough data

Issue Tracking

Not enough data

Not enough data

Performance Testing

Not enough data

Not enough data

Bug Tracking

Not enough data

Not enough data

Compliance Management

Not enough data

Not enough data

Move & Copy

Not enough data

Not enough data

Requirements Management

Not enough data

Not enough data

Hierarchical View

Not enough data

Not enough data

User Management

Not enough data

Not enough data

Software Testing Management

Not enough data

Not enough data

Model-Based Testing

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Issue Management

Not enough data

Not enough data

Quality Assurance

Not enough data

Not enough data

Version Control

Not enough data

Not enough data

Activity Tracking

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Static Analysis

Not enough data

Not enough data

Requirements-Based Testing

Not enough data

Not enough data

Real-Time Monitoring

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

A/B Testing

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Action-Word Testing

Not enough data

Not enough data

Test Script Reviews

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Intelligent Document Processing (IDP)[Hide 93 FeaturesShow 93 Features](javascript:void(0);)

8.7

116

Not enough data

Data Capture

Multi-format Support

8.7(won by default)

86

Not enough data

OCR Capabilities

8.6(won by default)

86

Not enough data

Data Extraction

Pattern Detection and Recognition

8.7(won by default)

84

Not enough data

Text Classification

8.7(won by default)

85

Not enough data

Data Classification

Not enough data

Not enough data

Voice Recognition

Not enough data

Not enough data

Optical Character Recognition

Not enough data

Not enough data

Data Validation

Accuracy Checking

8.5(won by default)

85

Not enough data

Workflow Automation

Natural Language Processing

8.8(won by default)

82

Not enough data

Process Integration

9.0(won by default)

91

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Document Management

Search Functionality

8.7(won by default)

83

Not enough data

Version Control

8.6(won by default)

84

Not enough data

Full Text Search

Not enough data

Not enough data

Semantic Search

Not enough data

Not enough data

Contextual Search

Not enough data

Not enough data

Boolean Search

Not enough data

Not enough data

Machine Learning

Custom Model Training

8.3(won by default)

83

Not enough data

Natural Language Processing

Sentiment Analysis

8.4(won by default)

82

Not enough data

Text Analysis

Not enough data

Not enough data

Entity Analysis

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Semantic Analysis

Contextual Understanding

8.5(won by default)

82

Not enough data

Data Integration

API Support

8.8(won by default)

85

Not enough data

Security

Compliance Standards

8.9(won by default)

84

Not enough data

Data Encryption

8.9(won by default)

83

Not enough data

Additional Functionality

Generative AI

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Calendar Management

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Customizable Forms

Not enough data

Not enough data

Forms Management

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Role-Based Permissions

Not enough data

Not enough data

Phonetic Variation Detection

Not enough data

Not enough data

CRM

Not enough data

Not enough data

Email Management

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Electronic Forms

Not enough data

Not enough data

Abbreviation Detection

Not enough data

Not enough data

Web Forms

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Mis-Keyed Variation Detection

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Data Replication

Not enough data

Not enough data

Document Management

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Customizable Branding

Not enough data

Not enough data

Offline Access

Not enough data

Not enough data

Electronic Signature

Not enough data

Not enough data

Data Retrieval

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Barcode/Ticket Scanning

Not enough data

Not enough data

Email Address Extraction

Not enough data

Not enough data

Customizable Fields

Not enough data

Not enough data

Task Management

Not enough data

Not enough data

Audit Management

Not enough data

Not enough data

Image Capture

Not enough data

Not enough data

Configurable Workflow

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Customizable Templates

Not enough data

Not enough data

Conditional Logic

Not enough data

Not enough data

Audit Trail

Not enough data

Not enough data

Activity Tracking

Not enough data

Not enough data

Real-Time Updates

Not enough data

Not enough data

Summarization

Not enough data

Not enough data

Customer Experience Management

Not enough data

Not enough data

Tagging

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Predictive Modeling

Not enough data

Not enough data

Data Analysis Tools

Not enough data

Not enough data

Filtering

Not enough data

Not enough data

Commenting/Notes

Not enough data

Not enough data

Categorization/Grouping

Not enough data

Not enough data

Data Verification

Not enough data

Not enough data

AI/Machine Learning

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Customer Segmentation

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Data Cleansing

Not enough data

Not enough data

Topic Clustering

Not enough data

Not enough data

Multi-Language

Not enough data

Not enough data

Language Detection

Not enough data

Not enough data

Spam Detection

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Customer Profiles

Not enough data

Not enough data

Metadata Management

Not enough data

Not enough data

AI Agent Builders[Hide 43 FeaturesShow 43 Features](javascript:void(0);)

8.5

85

Not enough data

Customization - AI Agent Builders

Natural Language Configuration

8.6(won by default)

55

Not enough data

Tone Customization

8.3(won by default)

50

Not enough data

Security Guardrails

8.6(won by default)

51

Not enough data

API Security

Not enough data

Not enough data

Data Security

Not enough data

Not enough data

Authentication

Not enough data

Not enough data

Functionality - AI Agent Builders

Omni-channel Support

7.9(won by default)

49

Not enough data

Agent Branding

8.5(won by default)

52

Not enough data

Proactive Response Capabilities

8.3(won by default)

50

Not enough data

Seamless Human Escalation

8.4(won by default)

53

Not enough data

Multimedia Support

Not enough data

Not enough data

Multi-Modal Input Support

Not enough data

Not enough data

Data and Analytics - AI Agent Builders

Analytics & Reporting

8.6(won by default)

51

Not enough data

Contextual Awareness

8.6(won by default)

53

Not enough data

Data Privacy Compliance

8.5(won by default)

52

Not enough data

Integration - AI Agent Builders

Workflow Automation

9.0(won by default)

59

Not enough data

API Usage

8.6(won by default)

53

Not enough data

Platform Interoperability

8.5(won by default)

54

Not enough data

CRM Data Integration

8.4(won by default)

51

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Additional Functionality

Version Control

Not enough data

Not enough data

Scalability

Not enough data

Not enough data

Personalization

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Webhooks

Not enough data

Not enough data

API

Not enough data

Not enough data

Natural Language Processing

Not enough data

Not enough data

Fallback Handling

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Multiple LLM Models

Not enough data

Not enough data

Built-in AI Assistant

Not enough data

Not enough data

Automated Testing

Not enough data

Not enough data

Data Governance

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Pre-built Templates

Not enough data

Not enough data

Agent Design Tools

Not enough data

Not enough data

Deep Learning

Not enough data

Not enough data

Model Training

Not enough data

Not enough data

Analytics

Not enough data

Not enough data

Single Sign On

Not enough data

Not enough data

Debugging

Not enough data

Not enough data

Deployment Management

Not enough data

Not enough data

Proactive Error Detection

Not enough data

Not enough data

Business Automation Platforms (BAPs)[Hide 18 FeaturesShow 18 Features](javascript:void(0);)

8.5

38

Not enough data

Workflow Design & Orchestration

Task Logic and Sequencing

8.7(won by default)

22

Not enough data

Visual Workflow Builder

8.4(won by default)

24

Not enough data

Integrations & Connectivity

Pre-Built Integrations

8.3(won by default)

21

Not enough data

Custom Integration Capabilities

8.4(won by default)

23

Not enough data

Automation Execution & Intelligence

AI-Powered Optimization

8.6(won by default)

22

Not enough data

Trigger-Based Automation

8.6(won by default)

22

Not enough data

Development & Customization

Low-Code/No-Code Tools

8.6(won by default)

22

Not enough data

Reusable Components

8.6(won by default)

22

Not enough data

Governance & Security

Audit Logging

8.6(won by default)

23

Not enough data

Role-Based Access Control

8.6(won by default)

22

Not enough data

Reporting & Analytics

Real-Time Dashboards

8.6(won by default)

22

Not enough data

Workflow Analytics

8.2(won by default)

22

Not enough data

Agentic AI - Business Automation Platforms (BAPs)

Autonomous Task Execution

8.7(won by default)

20

Not enough data

Multi-step Planning

8.5(won by default)

18

Not enough data

Cross-system Integration

8.7(won by default)

18

Not enough data

Natural Language Interaction

8.6(won by default)

17

Not enough data

Proactive Assistance

8.2(won by default)

16

Not enough data

Decision Making

8.5(won by default)

19

Not enough data

AI Orchestration[Hide 17 FeaturesShow 17 Features](javascript:void(0);)

8.8

55

Not enough data

Workflow Design & Integration - AI Orchestration

Dependency Management

9.1(won by default)

32

Not enough data

Workflow Coordination

8.8(won by default)

40

Not enough data

Multi-Provider API Connectivity

8.7(won by default)

35

Not enough data

Multi-Step Workflow Creation

8.6(won by default)

35

Not enough data

Enterprise System Integration

8.6(won by default)

34

Not enough data

Real-Time Data Pipelines

8.4(won by default)

32

Not enough data

Performance Optimization & Analytics - AI Orchestration

Workflow Performance Dashboards

8.6(won by default)

34

Not enough data

Workflow Reporting

8.8(won by default)

33

Not enough data

Resource Utilization Monitoring

8.7(won by default)

35

Not enough data

Computational Resource Management

8.4(won by default)

32

Not enough data

Dynamic Scaling

8.4(won by default)

34

Not enough data

Component Monitoring

8.6(won by default)

34

Not enough data

Governance & Compliance Controls - AI Orchestration

Regulatory Compliance

8.9(won by default)

29

Not enough data

Governance Policy Enforcement

9.0(won by default)

34

Not enough data

Role-Based Access Control

9.4(won by default)

31

Not enough data

Audit Trail Management

8.9(won by default)

34

Not enough data

Security Protocols

9.0(won by default)

30

Not enough data

AI Software Testing Tools[Hide 9 FeaturesShow 9 Features](javascript:void(0);)

9.7

5

Not enough data

AI Test Generation & Authoring

UI-Based Test Generation

Not enough data

Not enough data

Natural Language Test Creation

Not enough data

Not enough data

Test Coverage Suggestions

Not enough data

Not enough data

Test Maintenance & Resilience 

Self-healing

Not enough data

Not enough data

Dynamic Element Locators

Not enough data

Not enough data

AI-Powered Test Maintenance

Not enough data

Not enough data

Execution & Analytics

Visual Anomaly Detection

9.7(won by default)

5

Not enough data

Intelligent Reporting

Not enough data

Not enough data

Root Cause Analysis

Not enough data

Not enough data

Low-Code Development Platforms[Hide 62 FeaturesShow 62 Features](javascript:void(0);)

9.1

763

Not enough data

Application Design

UI Code Extending

9.3(won by default)

652

Not enough data

Programming Code Extending

9.2(won by default)

656

Not enough data

Customized Branding

9.2(won by default)

628

Not enough data

Application Templates

9.3(won by default)

649

Not enough data

Configurable Workflow

9.5(won by default)

673

Not enough data

Rules-Based Workflow

Not enough data

Not enough data

Project Workflow

Not enough data

Not enough data

Customizable Templates

Not enough data

Not enough data

Data Control

Data Migration

9.3(won by default)

642

Not enough data

Data Synchronization

9.3(won by default)

643

Not enough data

Data Security

9.3(won by default)

644

Not enough data

Real-Time Data

Not enough data

Not enough data

Data Aggregation and Publishing

Not enough data

Not enough data

Publishing

Application Deployment

9.4(won by default)

654

Not enough data

Platform Compatability

9.3(won by default)

658

Not enough data

Lifecycle Management

9.5(won by default)

650

Not enough data

Mobile Access

Not enough data

Not enough data

Deployment Management

Not enough data

Not enough data

Project Management

Not enough data

Not enough data

Integrations Management

Not enough data

Not enough data

Template Management

Not enough data

Not enough data

Application Management

Not enough data

Not enough data

Document Management

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Iteration Management

Not enough data

Not enough data

Requirements Management

Not enough data

Not enough data

Calendar Management

Not enough data

Not enough data

Task Management

Not enough data

Not enough data

Forms Management

Not enough data

Not enough data

Agentic AI - Low-Code Development Platforms

Adaptive Learning

8.4(won by default)

26

Not enough data

Natural Language Interaction

8.3(won by default)

23

Not enough data

Proactive Assistance

8.3(won by default)

23

Not enough data

Additional Functionality

Custom Development

Not enough data

Not enough data

Audit Trail

Not enough data

Not enough data

AI-assisted Development

Not enough data

Not enough data

Collaborative Development

Not enough data

Not enough data

Document Storage

Not enough data

Not enough data

Approval Process Control

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

CRM

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Real-Time Reporting

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Performance Monitoring

Not enough data

Not enough data

Version Control

Not enough data

Not enough data

Database Support

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Graphical Workflow Editor

Not enough data

Not enough data

Visual Modeling

Not enough data

Not enough data

Business Process Automation

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Customizable Forms

Not enough data

Not enough data

Customizable Fields

Not enough data

Not enough data

Web/Mobile App Development

Not enough data

Not enough data

Show 3 feature categories with incomplete data

Artificial Intelligence[Hide 37 FeaturesShow 37 Features](javascript:void(0);)

Not enough data

Not enough data

Additional Functionality

Tagging

Not enough data

Not enough data

Natural Language Processing

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Multi-Language

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Speech Recognition

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Virtual Personal Assistant (VPA)

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Customer Segmentation

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

For eCommerce

Not enough data

Not enough data

Role-Based Permissions

Not enough data

Not enough data

Customizable Branding

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Document Management

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Machine Learning

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Alerts/Escalation

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Mobile App

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

For Sales Teams/Organizations

Not enough data

Not enough data

Sentiment Analysis

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Chatbot

Not enough data

Not enough data

Workflow Automation

Not enough data

Not enough data

Generative AI[Hide 22 FeaturesShow 22 Features](javascript:void(0);)

Not enough data

Not enough data

Additional Functionality

Code Generation

Not enough data

Not enough data

Text to Image

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

API

Not enough data

Not enough data

Natural Language Processing

Not enough data

Not enough data

Virtual Characters and Avatars

Not enough data

Not enough data

Content Generation

Not enough data

Not enough data

Personalization and Recommendation

Not enough data

Not enough data

Conditional Generation

Not enough data

Not enough data

Transformer Model

Not enough data

Not enough data

Automated Image & Video Editing

Not enough data

Not enough data

Interactive and Co-Creative Systems

Not enough data

Not enough data

Text Summarization

Not enough data

Not enough data

Data Augmentation

Not enough data

Not enough data

Variation Autoencoder Models

Not enough data

Not enough data

Adversarial Training

Not enough data

Not enough data

Transfer Learning and Fine-tuning

Not enough data

Not enough data

Simulation and Scenario Generation

Not enough data

Not enough data

Creative Design

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Prompt Engineering

Not enough data

Not enough data

Foundation Model

Not enough data

Not enough data

SAP Store[Hide 7 FeaturesShow 7 Features](javascript:void(0);)

Not enough data

Not enough data

Agentic AI - SAP Store

Autonomous Task Execution

Not enough data

Not enough data

Multi-step Planning

Not enough data

Not enough data

Cross-system Integration

Not enough data

Not enough data

Adaptive Learning

Not enough data

Not enough data

Natural Language Interaction

Not enough data

Not enough data

Proactive Assistance

Not enough data

Not enough data

Decision Making

Not enough data

Not enough data

User Insights

Reviewers' Company Size

[![UiPath Agentic Automation](https://images.g2crowd.com/uploads/product/hd_favicon/52d1ee45d138a2ab66b69bb703ed76ce/uipath-agentic-automation.svg "UiPath Agentic Automation")](https://www.g2.com/products/uipath-agentic-automation/reviews)

UiPath Agentic Automation

Small-Business(50 or fewer emp.)

25.6%

Mid-Market(51-1000 emp.)

27.5%

Enterprise(\> 1000 emp.)

46.8%

[![pandas python](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_5c72e16f997cb546f315700ced88767f/pandas-python.png "pandas python")](https://www.g2.com/products/pandas-python/reviews)

pandas python

Small-Business(50 or fewer emp.)

28.7%

Mid-Market(51-1000 emp.)

31.9%

Enterprise(\> 1000 emp.)

39.4%

Small-Business

(50 or fewer emp.)

25.6%

28.7%

Mid-Market

(51-1000 emp.)

27.5%

31.9%

Enterprise

(\> 1000 emp.)

46.8%

39.4%

Reviewers' Industry

[![UiPath Agentic Automation](https://images.g2crowd.com/uploads/product/hd_favicon/52d1ee45d138a2ab66b69bb703ed76ce/uipath-agentic-automation.svg "UiPath Agentic Automation")](https://www.g2.com/products/uipath-agentic-automation/reviews)
UiPath Agentic Automation

Information Technology and Services

25.6%

Computer Software

9.3%

Financial Services

6.7%

Pharmaceuticals

3.5%

Telecommunications

3.5%

Other

51.4%

[![pandas python](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_5c72e16f997cb546f315700ced88767f/pandas-python.png "pandas python")](https://www.g2.com/products/pandas-python/reviews)
pandas python

Computer Software

19.1%

Information Technology and Services

12.8%

Telecommunications

7.4%

Internet

7.4%

Higher Education

6.4%

Other

46.8%

Alternatives

**UiPath Agentic Automation Alternatives**

 ![Automation Anywhere Agentic Process Automation](https://images.g2crowd.com/uploads/product/hd_favicon/053673f927a7e9eaba122ebe77b4349a/automation-anywhere-agentic-process-automation.svg "Automation Anywhere Agentic Process Automation")

[
Automation Anywhere Agentic...
](/products/automation-anywhere-agentic-process-automation/reviews)

 ![Appian](https://images.g2crowd.com/uploads/product/hd_favicon/bd72b36193132a308f5957cf548d1fd7/appian.svg "Appian")

[
Appian
](/products/appian/reviews)

 ![WorkHQ Platform](https://images.g2crowd.com/uploads/product/hd_favicon/f024e454926518ba8c6284bb2223ffc6/workhq-platform.svg "WorkHQ Platform")

[
WorkHQ Platform
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 ![Zapier](https://images.g2crowd.com/uploads/product/hd_favicon/09b983be128970316413d9f835f337b5/zapier.svg "Zapier")

[
Zapier
](/products/zapier/reviews)

**pandas python Alternatives**

 ![python xlrd](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_625cff01357c880e03781181b202629b/python-xlrd.jpg "python xlrd")

[
python xlrd
](/products/python-xlrd/reviews)

 ![Flutter](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_c23124a2abf71984926a5b237255c74f/flutter.png "Flutter")

[
Flutter
](/products/flutter/reviews)

 ![DevExpress](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_a57b152e38712ef08473c51e9cce49c8/devexpress.png "DevExpress")

[
DevExpress
](/products/devexpress/reviews)

 ![Selenium WebDriver](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_8c39a15be7feccc4c67a581759c31f3c/selenium-webdriver.png "Selenium WebDriver")

[
Selenium WebDriver
](/products/selenium-webdriver/reviews)

## UiPath Agentic Automation vs pandas python

When assessing the two solutions, reviewers found UiPath Agentic Automation easier to use and do business with overall. However, reviewers preferred the ease of set up with pandas python, along with administration.

- UiPath Agentic Automation and pandas python both meet the requirements of our reviewers at a comparable rate.
- When comparing quality of ongoing product support, reviewers felt that UiPath Agentic Automation is the preferred option.
- For feature updates and roadmaps, our reviewers preferred the direction of UiPath Agentic Automation over pandas python.