# Dify.AI, Gemini Enterprise Agent Platform vs Okta Comparison

| | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Star Rating** | 4.1 out of 5 | 4.3 out of 5 | 4.5 out of 5 | 
| **Total Reviews** | 20 | 654 | 1,225 | 
| **Largest Market Segment** | Small-Business (40.0% of reviews) | Small-Business (42.3% of reviews) | Mid-Market (52.8% of reviews) | 
| **Entry Level Price** | Free | Pay As You Go Per Month | $6.00 1 User per month | 

---
## Top Pros & Cons

### Dify.AI

Pros:
- Ease of Use (4 reviews)
- Easy Integrations (3 reviews)

Cons:
- Complexity Issues (2 reviews)
- Poor UI (2 reviews)

### Gemini Enterprise Agent Platform

Pros:
- Ease of Use (162 reviews)
- Model Variety (114 reviews)

Cons:
- Expensive (75 reviews)
- Learning Curve (63 reviews)

### Okta

Pros:
- Ease of Use (207 reviews)
- Security (158 reviews)

Cons:
- Authentication Issues (77 reviews)
- Login Issues (64 reviews)

---
## Ratings Comparison
| Rating | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
  | **Meets Requirements** | 8.5 (20 reviews) | 8.6 (388 reviews) | 9.3 (905 reviews) | 
  | **Ease of Use** | 8.5 (20 reviews) | 8.1 (399 reviews) | 9.3 (930 reviews) | 
  | **Ease of Setup** | 8.8 (20 reviews) | 8.1 (321 reviews) | 8.9 (430 reviews) | 
  | **Ease of Admin** | Not enough data | 7.9 (150 reviews) | 9.0 (200 reviews) | 
  | **Quality of Support** | 8.2 (19 reviews) | 8.1 (364 reviews) | 8.9 (678 reviews) | 
  | **Has the product been a good partner in doing business?** | Not enough data | 8.3 (144 reviews) | 8.9 (194 reviews) | 
  | **Product Direction (% positive)** | 9.4 (20 reviews) | 9.2 (382 reviews) | 8.8 (876 reviews) | 

---
## Pricing

### Dify.AI

#### Entry-Level Pricing

Plan: Sandbox Plan

Price: Free

Description: 200 times GPT free trial.

Key Features:
- Message Credits :200 messages
- Model Providers: OpenAI/Anthropic/Llama2/Azure OpenAI/Hugging Face/Replicate
- Team Members : 1

[Browse all 4 editions](https://www.g2.com/products/dify-ai/pricing)

#### Free Trial

No

### Gemini Enterprise Agent Platform

#### Entry-Level Pricing

Plan: Try Vertex AI Free

Price: Pay As You Go Per Month

Description: New customers get $300 in free credits to spend on Vertex AI.

Key Features:
- A unified UI for the entire ML workflow
- Pre-trained APIs for vision, video, natural language, and more
- End-to-end integration for data and AI

[Learn more about Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews)

#### Free Trial

No

### Okta

#### Entry-Level Pricing

Plan: Starter

Price: $6.00 1 User per month

Description: Starting your Identity journey? Put a strong foundation in place.

Key Features:
- Universal Directory
- Workflows - 5 flows
- Single Sign-On

[Browse all 2 editions](https://www.g2.com/products/okta/pricing)

#### Free Trial

No

---
## Features Comparison By Category

### Single Sign-On (SSO)

| Product | Score | Reviews |
|---|---|---|
| **Dify.AI** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **Okta** | 9.1/10 | 509 |

#### Authentication Options

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Authentication User experience** | Not enough data | Not enough data | 9.3 (469 reviews) | 
| **Supports Required Authentication systems** | Not enough data | Not enough data | 9.3 (60 reviews) | 
| **Multi-Factor Authentication** | Not enough data | Not enough data | 9.3 (448 reviews) | 
| **Supports Required Authentication Methods/Protocols** | Not enough data | Not enough data | 9.3 (52 reviews) | 
| **Federation/SAML support (idp)** | Not enough data | Not enough data | 9.2 (298 reviews) | 
| **Federation/SAML support (sp)** | Not enough data | Not enough data | 9.2 (287 reviews) | 

#### Access Control Types

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Endpoint access** | Not enough data | Not enough data | 9.2 (321 reviews) | 
| **Local Access** | Not enough data | Not enough data | 9.2 (345 reviews) | 
| **Remote Access** | Not enough data | Not enough data | 9.2 (355 reviews) | 
| **Partner Access** | Not enough data | Not enough data | 9.0 (258 reviews) | 
| **Supports BYOD users** | Not enough data | Not enough data | 9.0 (271 reviews) | 

#### Administration

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Ease of installation on server** | Not enough data | Not enough data | 9.1 (284 reviews) | 
| **Password Policy Enforcement** | Not enough data | Not enough data | 9.2 (322 reviews) | 
| **Administration Console** | Not enough data | Not enough data | 9.1 (278 reviews) | 
| **Ease of connecting applications** | Not enough data | Not enough data | 9.1 (346 reviews) | 
| **Self Service Password Administration** | Not enough data | Not enough data | 9.2 (320 reviews) | 

#### Platform

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Multiple Operating system support** | Not enough data | Not enough data | 9.2 (323 reviews) | 
| **Multi-Domain Support** | Not enough data | Not enough data | 9.2 (287 reviews) | 
| **Cross Browser support** | Not enough data | Not enough data | 9.2 (321 reviews) | 
| **Fail over protection** | Not enough data | Not enough data | 9.0 (262 reviews) | 
| **Reporting** | Not enough data | Not enough data | 8.9 (255 reviews) | 
| **Auditing** | Not enough data | Not enough data | 8.9 (252 reviews) | 
| **Third Party Web Services support** | Not enough data | Not enough data | 9.0 (268 reviews) | 

### User Provisioning and Governance Tools

| Product | Score | Reviews |
|---|---|---|
| **Dify.AI** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **Okta** | 9.1/10 | 131 |

#### User on/off Boarding

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Self Service Access requests** | Not enough data | Not enough data | 9.1 (96 reviews) ✓ Verified | 
| **Smart/Automated Provisioning** | Not enough data | Not enough data | 9.1 (94 reviews) ✓ Verified | 
| **Role Management** | Not enough data | Not enough data | 9.3 (96 reviews) ✓ Verified | 
| **Policy Management** | Not enough data | Not enough data | 9.1 (98 reviews) ✓ Verified | 
| **Access Termination** | Not enough data | Not enough data | 9.4 (93 reviews) ✓ Verified | 
| **Approval Workflows** | Not enough data | Not enough data | 8.9 (86 reviews) ✓ Verified | 

#### User Maintenance

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Self Service Password Reset** | Not enough data | Not enough data | 9.3 (106 reviews) ✓ Verified | 
| **Bulk Changes** | Not enough data | Not enough data | 8.9 (88 reviews) ✓ Verified | 
| **Bi-directional Identity Synchronization** | Not enough data | Not enough data | 9.0 (80 reviews) ✓ Verified | 

#### Governance

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Identifies and Alerts for Threats** | Not enough data | Not enough data | 9.0 (83 reviews) ✓ Verified | 
| **Compliance Audits** | Not enough data | Not enough data | 9.2 (83 reviews) ✓ Verified | 

#### Administration

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Reporting** | Not enough data | Not enough data | 8.9 (87 reviews) ✓ Verified | 
| **Mobile App** | Not enough data | Not enough data | 8.9 (99 reviews) ✓ Verified | 
| **Ease of set up for target systems** | Not enough data | Not enough data | 9.0 (92 reviews) ✓ Verified | 
| **APIs** | Not enough data | Not enough data | 9.1 (87 reviews) ✓ Verified | 

### Zero Trust Networking

| Product | Score | Reviews |
|---|---|---|
| **Dify.AI** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **Okta** | 8.9/10 | 42 |

#### Network Management

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Network Segmentation** | Not enough data | Not enough data | Feature Not Available | 
| **Network Mapping** | Not enough data | Not enough data | Feature Not Available | 
| **Security Analytics** | Not enough data | Not enough data | 9.0 (35 reviews) | 
| **API/Integrations** | Not enough data | Not enough data | 9.1 (34 reviews) | 

#### Security

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Security Automation** | Not enough data | Not enough data | 9.3 (36 reviews) | 
| **Application Security** | Not enough data | Not enough data | 9.3 (38 reviews) | 
| **Workload Protection** | Not enough data | Not enough data | 9.1 (33 reviews) | 
| **Data Protection** | Not enough data | Not enough data | 9.2 (38 reviews) | 

#### Identity Management

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Adaptive Access Control** | Not enough data | Not enough data | 9.2 (33 reviews) | 
| **Identity Scoring** | Not enough data | Not enough data | 9.2 (32 reviews) | 
| **User Monitoring** | Not enough data | Not enough data | 9.2 (37 reviews) | 

#### Generative AI

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **AI Text Summarization** | Not enough data | Not enough data | 6.6 (15 reviews) | 
| **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | 

### Cloud Directory Services

| Product | Score | Reviews |
|---|---|---|
| **Dify.AI** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **Okta** | 9.5/10 | 87 |

#### Access Control

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Role Management** | Not enough data | Not enough data | 9.3 (60 reviews) | 
| **Access Termination** | Not enough data | Not enough data | 9.4 (63 reviews) | 
| **Remote Access** | Not enough data | Not enough data | 9.4 (65 reviews) | 
| **Partner Access** | Not enough data | Not enough data | 9.3 (55 reviews) | 

#### Administration

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Smart/Automated Provisioning** | Not enough data | Not enough data | 9.5 (60 reviews) | 
| **Policy Management** | Not enough data | Not enough data | 9.5 (59 reviews) | 
| **On-premise identity repositories supported** | Not enough data | Not enough data | 9.4 (54 reviews) | 
| **Ease of Connecting Applications** | Not enough data | Not enough data | 9.4 (69 reviews) | 

#### Functionality

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **SSO** | Not enough data | Not enough data | 9.5 (76 reviews) | 
| **Multi-Factor Authentication** | Not enough data | Not enough data | 9.6 (77 reviews) | 
| **Supports Required Authentication systems** | Not enough data | Not enough data | 9.4 (66 reviews) | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Dify.AI** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | 8.4/10 | 87 |
| **Okta** | N/A | N/A |

#### Deployment

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Language Flexibility** | Not enough data | 8.4 (76 reviews) | Not enough data | 
| **Framework Flexibility** | Not enough data | 8.1 (78 reviews) | Not enough data | 
| **Versioning** | Not enough data | 8.3 (76 reviews) | Not enough data | 
| **Ease of Deployment** | Not enough data | 8.4 (76 reviews) | Not enough data | 
| **Scalability** | Not enough data | 8.8 (75 reviews) | Not enough data | 

#### Deployment

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Language Flexibility** | Not enough data | 8.5 (75 reviews) | Not enough data | 
| **Framework Flexibility** | Not enough data | 8.3 (73 reviews) | Not enough data | 
| **Versioning** | Not enough data | 8.4 (72 reviews) | Not enough data | 
| **Ease of Deployment** | Not enough data | 8.6 (74 reviews) | Not enough data | 
| **Scalability** | Not enough data | 8.7 (71 reviews) | Not enough data | 

#### Management

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Cataloging** | Not enough data | 8.2 (71 reviews) | Not enough data | 
| **Monitoring** | Not enough data | 8.5 (73 reviews) | Not enough data | 
| **Governing** | Not enough data | 8.0 (71 reviews) | Not enough data | 
| **Model Registry** | Not enough data | 8.1 (70 reviews) | Not enough data | 

#### Operations

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Metrics** | Not enough data | 8.2 (70 reviews) | Not enough data | 
| **Infrastructure management** | Not enough data | 8.5 (71 reviews) | Not enough data | 
| **Collaboration** | Not enough data | 8.3 (71 reviews) | Not enough data | 

#### Management

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Cataloging** | Not enough data | 8.1 (69 reviews) | Not enough data | 
| **Monitoring** | Not enough data | 8.4 (72 reviews) | Not enough data | 
| **Governing** | Not enough data | 8.3 (70 reviews) | Not enough data | 

#### Generative AI

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 8.4 (37 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | 8.6 (37 reviews) | Not enough data | 

### Customer Identity and Access Management (CIAM)

| Product | Score | Reviews |
|---|---|---|
| **Dify.AI** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **Okta** | 9.3/10 | 116 |

#### Functionality

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Self-registration and self-service** | Not enough data | Not enough data | 9.4 (100 reviews) ✓ Verified | 
| **Authentication** | Not enough data | Not enough data | 9.5 (108 reviews) ✓ Verified | 
| **Scalability** | Not enough data | Not enough data | 9.3 (104 reviews) ✓ Verified | 
| **Consent and preference management** | Not enough data | Not enough data | 9.5 (58 reviews) | 
| **Social login** | Not enough data | Not enough data | 9.1 (56 reviews) | 
| **Customer data linking** | Not enough data | Not enough data | 9.2 (99 reviews) ✓ Verified | 

#### AI Authentication Risk Management - Customer Identity and Access Management (CIAM)

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Adaptive MFA** | Not enough data | Not enough data | Not enough data | 
| **Anomaly Detection** | Not enough data | Not enough data | Not enough data | 
| **Fraudulent Login Detection** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Authentication Policies** | Not enough data | Not enough data | Not enough data | 
| **Risk-Based Authentication** | Not enough data | Not enough data | Not enough data | 

#### AI Biometric & Behavioral Analysis - Customer Identity and Access Management (CIAM)

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Behavioral Biometric Analysis** | Not enough data | Not enough data | Feature Not Available | 
| **Liveness Detection** | Not enough data | Not enough data | Not enough data | 

#### AI Context-Aware Security Controls - Customer Identity and Access Management (CIAM)

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Account Recovery Assistants** | Not enough data | Not enough data | Feature Not Available | 
| **Constraint Enforcement** | Not enough data | Not enough data | Feature Not Available | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Dify.AI** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | 8.2/10 | 249 |
| **Okta** | N/A | N/A |

#### System

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | 8.2 (170 reviews) | Not enough data | 

#### Model Development

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Language Support** | Not enough data | 8.5 (206 reviews) | Not enough data | 
| **Drag and Drop** | Not enough data | 7.8 (179 reviews) | Not enough data | 
| **Pre-Built Algorithms** | Not enough data | 8.4 (204 reviews) | Not enough data | 
| **Model Training** | Not enough data | 8.5 (206 reviews) | Not enough data | 

#### Model Development

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Feature Engineering** | Not enough data | 8.2 (164 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Computer Vision** | Not enough data | 8.3 (201 reviews) | Not enough data | 
| **Natural Language Processing** | Not enough data | 8.5 (200 reviews) | Not enough data | 
| **Natural Language Generation** | Not enough data | 8.2 (197 reviews) | Not enough data | 
| **Artificial Neural Networks** | Not enough data | 8.2 (178 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Natural Language Understanding** | Not enough data | 8.5 (164 reviews) | Not enough data | 
| **Deep Learning** | Not enough data | 8.5 (163 reviews) | Not enough data | 

#### Deployment

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Managed Service** | Not enough data | 8.3 (210 reviews) | Not enough data | 
| **Application** | Not enough data | 8.3 (200 reviews) | Not enough data | 
| **Scalability** | Not enough data | 8.6 (205 reviews) | Not enough data | 

#### Generative AI

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 8.3 (106 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | 8.3 (103 reviews) | Not enough data | 
| **AI Text-to-Image** | Not enough data | 8.2 (103 reviews) | Not enough data | 

#### Agentic AI - Data Science and Machine Learning Platforms

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.0 (35 reviews) | Not enough data | 
| **Multi-step Planning** | Not enough data | 7.8 (34 reviews) | Not enough data | 
| **Cross-system Integration** | Not enough data | 7.6 (36 reviews) | Not enough data | 
| **Adaptive Learning** | Not enough data | 7.8 (32 reviews) | Not enough data | 
| **Natural Language Interaction** | Not enough data | 8.4 (34 reviews) | Not enough data | 
| **Proactive Assistance** | Not enough data | 7.4 (33 reviews) | Not enough data | 
| **Decision Making** | Not enough data | 7.6 (33 reviews) | Not enough data | 

### Identity and Access Management (IAM)

| Product | Score | Reviews |
|---|---|---|
| **Dify.AI** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **Okta** | 9.2/10 | 327 |

#### Functionality

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **User provisioning** | Not enough data | Not enough data | 9.4 (186 reviews) | 
| **Password manager** | Not enough data | Not enough data | 9.2 (190 reviews) | 
| **Single Sign-on** | Not enough data | Not enough data | 9.5 (274 reviews) | 
| **Enforces policies** | Not enough data | Not enough data | 9.4 (186 reviews) | 
| **Authentication** | Not enough data | Not enough data | 9.4 (259 reviews) | 
| **Multi-factor authentication** | Not enough data | Not enough data | 9.2 (231 reviews) | 

####  Type

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **On-premises solution** | Not enough data | Not enough data | 9.1 (142 reviews) | 
| **Cloud-solution** | Not enough data | Not enough data | 9.3 (174 reviews) | 

####  Reporting

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Tracking** | Not enough data | Not enough data | 9.1 (158 reviews) | 
| **Reporting** | Not enough data | Not enough data | 9.2 (155 reviews) | 
| **Access & Permission Change Reporting** | Not enough data | Not enough data | 9.0 (44 reviews) | 
| **Compliance & Audit Trail Export** | Not enough data | Not enough data | 9.2 (45 reviews) | 

#### Authentication & Authorization - Identity and Access Management (IAM)

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Adaptive & Contextual Access Control** | Not enough data | Not enough data | 9.1 (49 reviews) | 

#### Administration & Governance - Identity and Access Management (IAM)

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Identity Lifecycle Management** | Not enough data | Not enough data | 9.2 (57 reviews) | 
| **Self‑Service Account Management** | Not enough data | Not enough data | 9.1 (44 reviews) | 

#### Generative AI - Identity and Access Management (IAM)

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **AI‑Driven Access Anomaly Detection** | Not enough data | Not enough data | 8.7 (45 reviews) | 
| **Automated Policy Tuning** | Not enough data | Not enough data | 8.9 (44 reviews) | 
| **Predictive Role Recommendations** | Not enough data | Not enough data | Feature Not Available | 

### Identity Threat Detection and Response (ITDR)

| Product | Score | Reviews |
|---|---|---|
| **Dify.AI** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **Okta** | N/A | N/A |

#### Monitoring

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Investigate** | Not enough data | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Misconfigurations** | Not enough data | Not enough data | Not enough data | 
| **Integrate** | Not enough data | Not enough data | Not enough data | 
| **Visability** | Not enough data | Not enough data | Not enough data | 

#### Remediation

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Remediation** | Not enough data | Not enough data | Not enough data | 
| **Audit** | Not enough data | Not enough data | Not enough data | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Dify.AI** | 8.5/10 | 13 |
| **Gemini Enterprise Agent Platform** | 8.4/10 | 36 |
| **Okta** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **AI High Availability** | 8.8 (13 reviews) | 9.0 (31 reviews) | Not enough data | 
| **AI Model Training Scalability** | 8.8 (13 reviews) | 8.7 (32 reviews) | Not enough data | 
| **AI Inference Speed** | 9.0 (13 reviews) | 8.6 (31 reviews) | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **AI Cost per API Call** | 7.8 (12 reviews) | 8.0 (34 reviews) | Not enough data | 
| **AI Resource Allocation Flexibility** | 8.7 (13 reviews) | 7.7 (31 reviews) | Not enough data | 
| **AI Energy Efficiency** | 8.6 (13 reviews) | 8.1 (30 reviews) | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **AI Multi-cloud Support** | 8.5 (12 reviews) | 8.5 (30 reviews) | Not enough data | 
| **AI Data Pipeline Integration** | 8.5 (12 reviews) | 8.3 (32 reviews) | Not enough data | 
| **AI API Support and Flexibility** | 8.6 (13 reviews) | 8.5 (31 reviews) | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **AI GDPR and Regulatory Compliance** | 8.6 (11 reviews) | 8.7 (30 reviews) | Not enough data | 
| **AI Role-based Access Control** | 8.6 (12 reviews) | 8.3 (32 reviews) | Not enough data | 
| **AI Data Encryption** | 8.8 (12 reviews) | 8.9 (30 reviews) | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **AI Documentation Quality** | 8.8 (13 reviews) | 8.2 (31 reviews) | Not enough data | 
| **AI Community Activity** | 8.6 (13 reviews) | 8.5 (31 reviews) | Not enough data | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Dify.AI** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | 8.5/10 | 71 |
| **Okta** | N/A | N/A |

#### Integration - Machine Learning

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Integration** | Not enough data | 8.5 (66 reviews) | Not enough data | 

#### Learning - Machine Learning

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Training Data** | Not enough data | 8.5 (64 reviews) | Not enough data | 
| **Actionable Insights** | Not enough data | 8.3 (63 reviews) | Not enough data | 
| **Algorithm** | Not enough data | 8.8 (64 reviews) | Not enough data | 

### Large Language Model Operationalization (LLMOps)

| Product | Score | Reviews |
|---|---|---|
| **Dify.AI** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | 9.0/10 | 26 |
| **Okta** | N/A | N/A |

#### Prompt Engineering - Large Language Model Operationalization (LLMOps) 

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Prompt Optimization Tools** | Not enough data | 8.8 (24 reviews) | Not enough data | 
| **Template Library** | Not enough data | 9.0 (24 reviews) | Not enough data | 

#### Inference Optimization - Large Language Model Operationalization (LLMOps)

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Batch Processing Support** | Not enough data | 8.8 (22 reviews) | Not enough data | 

#### Model Garden - Large Language Model Operationalization (LLMOps)

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Model Comparison Dashboard** | Not enough data | 9.3 (25 reviews) | Not enough data | 

#### Custom Training - Large Language Model Operationalization (LLMOps)

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Fine-Tuning Interface** | Not enough data | 9.1 (24 reviews) | Not enough data | 

#### Application Development - Large Language Model Operationalization (LLMOps) 

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **SDK & API Integrations** | Not enough data | 9.2 (23 reviews) | Not enough data | 

#### Model Deployment - Large Language Model Operationalization (LLMOps) 

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **One-Click Deployment** | Not enough data | 9.0 (23 reviews) | Not enough data | 
| **Scalability Management** | Not enough data | 8.7 (22 reviews) | Not enough data | 

#### Guardrails - Large Language Model Operationalization (LLMOps)

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Content Moderation Rules** | Not enough data | 8.7 (23 reviews) | Not enough data | 
| **Policy Compliance Checker** | Not enough data | 8.9 (22 reviews) | Not enough data | 

#### Model Monitoring - Large Language Model Operationalization (LLMOps)

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Drift Detection Alerts** | Not enough data | 8.7 (21 reviews) | Not enough data | 
| **Real-Time Performance Metrics** | Not enough data | 9.1 (22 reviews) | Not enough data | 

#### Security - Large Language Model Operationalization (LLMOps)

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Data Encryption Tools** | Not enough data | 9.1 (22 reviews) | Not enough data | 
| **Access Control Management** | Not enough data | 9.0 (23 reviews) | Not enough data | 

#### Gateways & Routers - Large Language Model Operationalization (LLMOps)

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Request Routing Optimization** | Not enough data | 8.9 (22 reviews) | Not enough data | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Dify.AI** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | 8.0/10 | 30 |
| **Okta** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Natural Language Configuration** | Not enough data | 8.6 (28 reviews) | Not enough data | 
| **Tone Customization** | Not enough data | 7.6 (27 reviews) | Not enough data | 
| **Security Guardrails** | Not enough data | 8.3 (26 reviews) | Not enough data | 

#### Functionality - AI Agent Builders

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Omni-channel Support** | Not enough data | 8.1 (27 reviews) | Not enough data | 
| **Agent Branding** | Not enough data | 7.3 (27 reviews) | Not enough data | 
| **Proactive Response Capabilities** | Not enough data | 8.2 (26 reviews) | Not enough data | 
| **Seamless Human Escalation** | Not enough data | 7.2 (27 reviews) | Not enough data | 

#### Data and Analytics - AI Agent Builders

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Analytics & Reporting** | Not enough data | 7.8 (26 reviews) | Not enough data | 
| **Contextual Awareness** | Not enough data | 7.9 (27 reviews) | Not enough data | 
| **Data Privacy Compliance** | Not enough data | 8.1 (28 reviews) | Not enough data | 

#### Integration - AI Agent Builders

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Workflow Automation** | Not enough data | 8.8 (28 reviews) | Not enough data | 
| **API Usage** | Not enough data | 8.2 (30 reviews) | Not enough data | 
| **Platform Interoperability** | Not enough data | 8.1 (28 reviews) | Not enough data | 
| **CRM Data Integration** | Not enough data | 7.5 (27 reviews) | Not enough data | 

### AWS Marketplace

| Product | Score | Reviews |
|---|---|---|
| **Dify.AI** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **Okta** | N/A | N/A |

#### Agentic AI - AWS Marketplace

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Feature Not Available | 
| **Multi-step Planning** | Not enough data | Not enough data | Feature Not Available | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 

### Low-Code Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Dify.AI** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **Okta** | N/A | N/A |

#### Data Ingestion & Preparation - Low-Code Machine Learning Platforms

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Automatic Data Profiling & Quality Assessment** | Not enough data | Not enough data | Not enough data | 
| **Multi‑Source Connector Support** | Not enough data | Not enough data | Not enough data | 
| **Schema Drift / Change Detection** | Not enough data | Not enough data | Not enough data | 

#### Model Construction & Automation - Low-Code Machine Learning Platforms

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | Not enough data | Not enough data | 
| **Code Extensibility** | Not enough data | Not enough data | Not enough data | 
| **Automated Feature Engineering** | Not enough data | Not enough data | Not enough data | 

### Non-Human Identity Management (NHIM) Solutions

| Product | Score | Reviews |
|---|---|---|
| **Dify.AI** | N/A | N/A |
| **Gemini Enterprise Agent Platform** | N/A | N/A |
| **Okta** | N/A | N/A |

#### Lifecycle & Provisioning - Non-Human Identity Management (NHIM) Solutions

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Credential Rotation & Revocation** | Not enough data | Not enough data | Not enough data | 
| **Automated Registration & Provisioning** | Not enough data | Not enough data | Not enough data | 
| **De-Provisioning & Retirement** | Not enough data | Not enough data | Not enough data | 

#### Access, Authentication & Authorization - Non-Human Identity Management (NHIM) Solutions

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Fine-Grained Access Control** | Not enough data | Not enough data | Not enough data | 
| **Machine-Native Authentication Methods** | Not enough data | Not enough data | Not enough data | 
| **Contextual / Just-In-Time Access** | Not enough data | Not enough data | Not enough data | 

#### Visibility, Governance & Compliance - Non-Human Identity Management (NHIM) Solutions

| Feature | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Policy Enforcement & Governance** | Not enough data | Not enough data | Not enough data | 
| **Audit Logging & Activity Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Integration with IAM/Cloud/DevOps Ecosystem** | Not enough data | Not enough data | Not enough data | 
| **Discovery & Inventory of Non-Human Ids** | Not enough data | Not enough data | Not enough data | 

---
## Categories

**Unique to Dify.AI (3):** [Other Development Software](https://www.g2.com/categories/other-development), [Large Language Model Operationalization (LLMOps) Software](https://www.g2.com/categories/large-language-model-operationalization-llmops), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure)

**Unique to Gemini Enterprise Agent Platform (7):** [Large Language Model Operationalization (LLMOps) Software](https://www.g2.com/categories/large-language-model-operationalization-llmops), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Machine Learning Software](https://www.g2.com/categories/machine-learning), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms)

**Unique to Okta (10):** [Non-Human Identity Management (NHIM) Solutions](https://www.g2.com/categories/non-human-identity-management-nhim-solutions), [AWS Marketplace Software](https://www.g2.com/categories/aws-marketplace), [Identity and Access Management (IAM) Software](https://www.g2.com/categories/identity-and-access-management-iam), [Identity Threat Detection and Response (ITDR)  Software](https://www.g2.com/categories/identity-threat-detection-and-response-itdr), [Customer Identity and Access Management (CIAM) Software](https://www.g2.com/categories/customer-identity-and-access-management-ciam), [User Provisioning and Governance Tools](https://www.g2.com/categories/user-provisioning-and-governance-tools), [Zero Trust Networking Software](https://www.g2.com/categories/zero-trust-networking), [Single Sign-On (SSO) Solutions](https://www.g2.com/categories/single-sign-on-sso), [Cloud Directory Services](https://www.g2.com/categories/cloud-directory-services), [Other Development Software](https://www.g2.com/categories/other-development)


---
## Reviewer Demographics

### By Company Size

| Segment | Dify.AI | Gemini Enterprise Agent Platform | Okta | 
|---|---|---|---|
| **Small-Business** | 40.0% | 42.3% | 7.4% | 
| **Mid-Market** | 40.0% | 25.7% | 52.8% | 
| **Enterprise** | 20.0% | 32.0% | 39.9% | 

### By Industry

#### Dify.AI

- **Information Technology and Services:** 20.0%
- **Information Services:** 20.0%
- **Computer Software:** 15.0%
- **Marketing and Advertising:** 10.0%
- **Outsourcing/Offshoring:** 5.0%
- **Mining & Metals:** 5.0%
- **Human Resources:** 5.0%
- **Higher Education:** 5.0%
- **Financial Services:** 5.0%
- **Consumer Services:** 5.0%
- **Other:** 5.0%

#### Gemini Enterprise Agent Platform

- **Computer Software:** 17.6%
- **Information Technology and Services:** 14.2%
- **Financial Services:** 6.9%
- **Retail:** 3.6%
- **Hospital & Health Care:** 3.4%
- **Consulting:** 3.1%
- **Computer & Network Security:** 3.1%
- **Automotive:** 2.8%
- **Telecommunications:** 2.8%
- **Marketing and Advertising:** 2.4%
- **Other:** 40.1%

#### Okta

- **Computer Software:** 18.5%
- **Information Technology and Services:** 15.5%
- **Financial Services:** 6.4%
- **Internet:** 4.5%
- **Marketing and Advertising:** 4.1%
- **Computer & Network Security:** 3.1%
- **Consumer Services:** 3.0%
- **Hospital & Health Care:** 2.6%
- **Retail:** 2.1%
- **Telecommunications:** 1.8%
- **Other:** 38.5%

---
## Alternatives

### Alternatives to Dify.AI

- [Botpress](https://www.g2.com/products/botpress/reviews) — 4.5/5 stars (492 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [Fullstory](https://www.g2.com/products/fullstory/reviews) — 4.5/5 stars (1048 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (771 reviews)
- [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (755 reviews)
- [LaunchDarkly](https://www.g2.com/products/launchdarkly/reviews) — 4.5/5 stars (718 reviews)
- [IBM watsonx Orchestrate](https://www.g2.com/products/ibm-watsonx-orchestrate/reviews) — 4.4/5 stars (391 reviews)
- [Saturn Cloud](https://www.g2.com/products/saturn-cloud-saturn-cloud/reviews) — 4.8/5 stars (320 reviews)
- [Kong Gateway](https://www.g2.com/products/kong-gateway/reviews) — 4.4/5 stars (308 reviews)
- [Elasticsearch](https://www.g2.com/products/elastic-elasticsearch/reviews) — 4.5/5 stars (291 reviews)

### Alternatives to Gemini Enterprise Agent Platform

- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (196 reviews)
- [Azure Machine Learning](https://www.g2.com/products/microsoft-azure-machine-learning/reviews) — 4.3/5 stars (88 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (771 reviews)
- [Amazon SageMaker](https://www.g2.com/products/amazon-sagemaker/reviews) — 4.2/5 stars (48 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (677 reviews)
- [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) — 4.2/5 stars (167 reviews)
- [AWS Bedrock](https://www.g2.com/products/aws-bedrock/reviews) — 4.3/5 stars (49 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)

### Alternatives to Okta

- [CyberArk Workforce Identity](https://www.g2.com/products/cyberark-workforce-identity/reviews) — 4.5/5 stars (130 reviews)
- [JumpCloud](https://www.g2.com/products/jumpcloud/reviews) — 4.5/5 stars (3968 reviews)
- [OneLogin](https://www.g2.com/products/onelogin/reviews) — 4.4/5 stars (290 reviews)
- [Microsoft Entra ID](https://www.g2.com/products/microsoft-entra-id/reviews) — 4.5/5 stars (908 reviews)
- [1Password](https://www.g2.com/products/1password/reviews) — 4.6/5 stars (1788 reviews)
- [Cisco Duo](https://www.g2.com/products/cisco-duo/reviews) — 4.5/5 stars (514 reviews)
- [IBM Verify CIAM](https://www.g2.com/products/ibm-verify-ciam/reviews) — 4.3/5 stars (180 reviews)
- [SailPoint](https://www.g2.com/products/sailpoint/reviews) — 4.5/5 stars (174 reviews)
- [WSO2 Identity Platform](https://www.g2.com/products/wso2-identity-platform/reviews) — 4.5/5 stars (107 reviews)
- [BetterCloud](https://www.g2.com/products/bettercloud/reviews) — 4.4/5 stars (482 reviews)

---
## Top Discussions

### Dify.AI

No discussions available for this product.

### Gemini Enterprise Agent Platform

- Title: [What is Google Cloud AI Platform used for?](https://www.g2.com/discussions/what-is-google-cloud-ai-platform-used-for) — 3 comments, 4 upvotes
  > **Top comment:** "Google cloud AI Platform enables us to build Machine learning models, that works on any type and any size of data. "
- Title: [What software libraries does cloud ML engine support?](https://www.g2.com/discussions/what-software-libraries-does-cloud-ml-engine-support) — 3 comments, 4 upvotes
  > **Top comment:** "Google Cloud ML Engine supports many software libraries, including TensorFlow, scikit-learn, XGBoost, Keras, etc...."
- Title: [What is Google AI platform?](https://www.g2.com/discussions/what-is-google-ai-platform) — 2 comments, 2 upvotes
  > **Top comment:** "The Google AI Platform is a comprehensive set of tools and services provided by Google Cloud to develop, deploy, and manage artificial intelligence. It..."

### Okta

- Title: [Is there a way to access your applications on a mobile device?](https://www.g2.com/discussions/is-there-a-way-to-access-your-applications-on-a-mobile-device) — 5 comments, 2 upvotes
  > **Top comment:** "Not that I am aware of. From my knowledge the mobile app is used to verify you are the person signing in online from your desktop computer. It’s send you a..."
- Title: [How good is Okta?](https://www.g2.com/discussions/how-good-is-okta) — 2 comments
  > **Top comment:** "Okta is a very powerful cloud-based directory system that is infinitely extensible via the Okta Expression Language, Custom Attributes, and Okta Workflows. "
- Title: [Does Okta have a plugin for integration with Spring Boot and Spring Security?](https://www.g2.com/discussions/does-okta-have-a-plugin-for-integration-with-spring-boot-and-spring-security) — 2 comments, 1 upvote
  > **Top comment:** "Spring security plugin is available to do user management, take a look at it https://bintray.com/grails/plugins/spring-security-core/view"
- Title: [How many applications?](https://www.g2.com/discussions/304-how-many-applications) — 2 comments, 1 upvote
  > **Top comment:** "Doesn’t it always, though? ;-)

Key factors to consider aside from number of applications you’d want to streamline access to via SSO for would be:

-How..."
- Title: [What database does Just Eat use?](https://www.g2.com/discussions/what-database-does-just-eat-use) — 1 comment
  > **Top comment:** "Google cloud"

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/dify-ai-vs-gemini-enterprise-agent-platform-vs-okta)