# Hex, Microsoft Power BI vs Plotly Dash Enterprise Comparison

| | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Star Rating** | 4.5 out of 5 | 4.5 out of 5 | 4.8 out of 5 | 
| **Total Reviews** | 390 | 1,620 | 36 | 
| **Largest Market Segment** | Mid-Market (60.5% of reviews) | Enterprise (42.3% of reviews) | Small-Business (47.2% of reviews) | 
| **Entry Level Price** | Free Per Month | Free 1 User | No pricing available | 

---
## Top Pros & Cons

### Hex

Pros:
- Ease of Use (130 reviews)
- SQL Queries (81 reviews)

Cons:
- Limited Features (45 reviews)
- Missing Features (41 reviews)

### Microsoft Power BI

Pros:
- Ease of Use (148 reviews)
- Data Visualization (143 reviews)

Cons:
- Learning Curve (83 reviews)
- Slow Performance (68 reviews)

### Plotly Dash Enterprise

Pros:
- Charting Features (1 reviews)
- Coding Ease (1 reviews)


---
## Ratings Comparison
| Rating | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
  | **Meets Requirements** | 8.5 (301 reviews) | 9.0 (1293 reviews) | 8.8 (30 reviews) | 
  | **Ease of Use** | 8.7 (309 reviews) | 8.5 (1318 reviews) | 8.4 (30 reviews) | 
  | **Ease of Setup** | 8.9 (181 reviews) | 8.8 (749 reviews) | 8.9 (16 reviews) | 
  | **Ease of Admin** | 9.0 (57 reviews) | 8.5 (420 reviews) | 8.3 (14 reviews) | 
  | **Quality of Support** | 8.5 (220 reviews) | 8.5 (1146 reviews) | 8.1 (27 reviews) | 
  | **Has the product been a good partner in doing business?** | 9.1 (59 reviews) | 8.8 (401 reviews) | 8.8 (12 reviews) | 
  | **Product Direction (% positive)** | 9.2 (303 reviews) | 9.3 (1257 reviews) | 8.8 (30 reviews) | 

---
## Pricing

### Hex

#### Entry-Level Pricing

Plan: Community

Price: Free Per Month

Description: The free version of Hex. Great for individuals.

Key Features:
- Up to 3 project authors
- 7-day project version history
- Project data connections & secrets

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

#### Free Trial

Yes

### Microsoft Power BI

#### Entry-Level Pricing

Plan: Power BI in Microsoft Fabric

Price: Free 1 User

Description: Power BI in Microsoft Fabric

Key Features:
- Sign Up for A Fabric Account

[Browse all 3 editions](https://www.g2.com/products/microsoft-microsoft-power-bi/pricing)

#### Free Trial

Yes

### Plotly Dash Enterprise

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Hex** | 7.6/10 | 257 |
| **Microsoft Power BI** | 8.9/10 | 1239 |
| **Plotly Dash Enterprise** | 9.1/10 | 20 |

#### Reports

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Reports Interface** | 8.3 (222 reviews) | 8.9 (1077 reviews) ✓ Verified | 8.5 (12 reviews) ✓ Verified | 
| **Steps to Answer** | 7.6 (208 reviews) | 8.4 (971 reviews) ✓ Verified | 7.9 (8 reviews) ✓ Verified | 
| **Graphs and Charts** | 7.4 (229 reviews) | 9.1 (1070 reviews) ✓ Verified | 9.4 (19 reviews) ✓ Verified | 
| **Score Cards** | 7.2 (192 reviews) | 8.8 (689 reviews) | 9.8 (8 reviews) ✓ Verified | 
| **Dashboards** | 8.2 (217 reviews) | 9.1 (1064 reviews) ✓ Verified | 8.8 (18 reviews) ✓ Verified | 

#### Self Service 

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Calculated Fields** | 7.7 (203 reviews) | 8.6 (905 reviews) | 9.0 (12 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.1 (206 reviews) | 8.9 (897 reviews) | 8.4 (17 reviews) ✓ Verified | 
| **Data Discovery** | 7.9 (209 reviews) | 8.7 (978 reviews) ✓ Verified | 9.0 (15 reviews) ✓ Verified | 
| **Search** | 7.2 (203 reviews) | 8.5 (854 reviews) | 8.5 (11 reviews) | 
| **Collaboration / Workflow** | 8.3 (221 reviews) | 8.4 (968 reviews) ✓ Verified | 8.5 (8 reviews) ✓ Verified | 
| **Automodeling** | 6.1 (184 reviews) | 8.2 (880 reviews) ✓ Verified | 7.7 (5 reviews) ✓ Verified | 

#### Advanced Analytics

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Predictive Analytics** | 6.5 (185 reviews) | 8.3 (739 reviews) ✓ Verified | 9.0 (8 reviews) ✓ Verified | 
| **Data Visualization** | 7.8 (210 reviews) | 9.2 (1063 reviews) ✓ Verified | 9.5 (14 reviews) ✓ Verified | 
| **Big Data Services** | 7.0 (190 reviews) | 8.4 (762 reviews) ✓ Verified | 8.7 (9 reviews) ✓ Verified | 

#### Building Reports

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Data Transformation** | 8.0 (185 reviews) | 8.8 (586 reviews) ✓ Verified | Feature Not Available | 
| **Data Modeling** | 7.8 (180 reviews) | 8.7 (590 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 7.5 (175 reviews) | 8.5 (514 reviews) ✓ Verified | Not enough data | 
| **Integration APIs** | 7.0 (166 reviews) | 8.5 (505 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 

#### Platform

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Hex** | 7.3/10 | 266 |
| **Microsoft Power BI** | 8.4/10 | 1251 |
| **Plotly Dash Enterprise** | 8.8/10 | 20 |

#### Reports

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Reports Interface** | 8.3 (222 reviews) | 8.9 (1077 reviews) ✓ Verified | 8.5 (12 reviews) ✓ Verified | 
| **Steps to Answer** | 7.6 (208 reviews) | 8.4 (971 reviews) ✓ Verified | 7.9 (8 reviews) ✓ Verified | 
| **Graphs and Charts** | 7.4 (229 reviews) | 9.1 (1070 reviews) ✓ Verified | 9.4 (19 reviews) ✓ Verified | 
| **Score Cards** | 7.2 (192 reviews) | 8.8 (689 reviews) | 9.8 (8 reviews) ✓ Verified | 
| **Dashboards** | 8.2 (217 reviews) | 9.1 (1064 reviews) ✓ Verified | 8.8 (18 reviews) ✓ Verified | 

#### Data Preparation

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Connectors** | 8.0 (165 reviews) | 9.0 (677 reviews) ✓ Verified | Not enough data | 
| **Data Governance** | Feature Not Available | 8.8 (625 reviews) ✓ Verified | Not enough data | 

#### Data Modeling and Blending

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Data Querying** | 8.7 (173 reviews) | 8.9 (656 reviews) ✓ Verified | Not enough data | 
| **Data Filtering** | 8.3 (170 reviews) | 9.1 (671 reviews) ✓ Verified | Not enough data | 
| **Data Blending** | 8.3 (164 reviews) | 8.8 (681 reviews) ✓ Verified | Not enough data | 

#### Generative AI

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **AI Text Generation** | 6.2 (98 reviews) | 7.6 (302 reviews) | Not enough data | 
| **AI Text Summarization** | 6.0 (93 reviews) | 7.7 (301 reviews) | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Autonomous Task Execution** | 6.5 (33 reviews) | 7.6 (144 reviews) | Not enough data | 
| **Multi-step Planning** | 6.3 (29 reviews) | 8.0 (147 reviews) | Not enough data | 
| **Cross-system Integration** | 6.9 (31 reviews) | 8.4 (149 reviews) | Not enough data | 
| **Adaptive Learning** | 6.4 (28 reviews) | 8.1 (147 reviews) | Not enough data | 
| **Natural Language Interaction** | 7.1 (36 reviews) | 7.8 (147 reviews) | Not enough data | 
| **Proactive Assistance** | 6.4 (29 reviews) | 8.1 (145 reviews) | Not enough data | 
| **Decision Making** | 7.2 (29 reviews) | 8.4 (152 reviews) | Not enough data | 

#### Self Service 

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Calculated Fields** | 7.7 (203 reviews) | 8.6 (905 reviews) | 9.0 (12 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.1 (206 reviews) | 8.9 (897 reviews) | 8.4 (17 reviews) ✓ Verified | 
| **Data Discovery** | 7.9 (209 reviews) | 8.7 (978 reviews) ✓ Verified | 9.0 (15 reviews) ✓ Verified | 
| **Search** | 7.2 (203 reviews) | 8.5 (854 reviews) | 8.5 (11 reviews) | 
| **Collaboration / Workflow** | 8.3 (221 reviews) | 8.4 (968 reviews) ✓ Verified | 8.5 (8 reviews) ✓ Verified | 
| **Automodeling** | 6.1 (184 reviews) | 8.2 (880 reviews) ✓ Verified | 7.7 (5 reviews) ✓ Verified | 

#### Deployment & Integration - Analytics Platforms

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **No-code Dashboard Builder** | 6.9 (29 reviews) | 8.8 (123 reviews) | Not enough data | 
| **Report Scheduling and Automation** | 7.9 (37 reviews) | 8.7 (132 reviews) | Not enough data | 
| **Embedded Analytics and White-labeling** | 6.9 (26 reviews) | 8.4 (113 reviews) | Not enough data | 
| **Data Source Connectivity** | 8.1 (37 reviews) | 9.1 (157 reviews) | Not enough data | 

#### Advanced Analytics

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Predictive Analytics** | 6.5 (185 reviews) | 8.3 (739 reviews) ✓ Verified | 9.0 (8 reviews) ✓ Verified | 
| **Data Visualization** | 7.8 (210 reviews) | 9.2 (1063 reviews) ✓ Verified | 9.5 (14 reviews) ✓ Verified | 
| **Big Data Services** | 7.0 (190 reviews) | 8.4 (762 reviews) ✓ Verified | 8.7 (9 reviews) ✓ Verified | 

#### Performance & Scalability - Analytics Platforms

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Large data handling and Query Speed** | 6.5 (40 reviews) | 7.7 (159 reviews) | Not enough data | 
| **Concurrent User Support** | 7.1 (31 reviews) | 8.6 (112 reviews) | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Data Modeling and Governance** | 7.2 (30 reviews) | 8.7 (118 reviews) | Not enough data | 
| **Notebook and Script Integration** | 8.4 (50 reviews) | 8.6 (111 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | 6.3 (27 reviews) | 8.3 (108 reviews) | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Auto-generated Insights and Narratives** | 6.8 (28 reviews) | 8.0 (107 reviews) | Not enough data | 
| **Natural Language Queries** | 7.5 (34 reviews) | 8.1 (114 reviews) | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 6.7 (27 reviews) | 8.3 (108 reviews) | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 6.7 (28 reviews) | 7.8 (105 reviews) | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 6.5 (26 reviews) | 7.9 (108 reviews) | Not enough data | 
| **Role-based Insight Personalization** | 6.2 (26 reviews) | 8.2 (111 reviews) | Not enough data | 
| **Conversational and Prompt-based Analytics** | 7.2 (31 reviews) | 8.0 (109 reviews) | Not enough data | 

#### Building Reports

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Data Transformation** | 8.0 (185 reviews) | 8.8 (586 reviews) ✓ Verified | Feature Not Available | 
| **Data Modeling** | 7.8 (180 reviews) | 8.7 (590 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 7.5 (175 reviews) | 8.5 (514 reviews) ✓ Verified | Not enough data | 
| **Integration APIs** | 7.0 (166 reviews) | 8.5 (505 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Hex** | 7.7/10 | 257 |
| **Microsoft Power BI** | N/A | N/A |
| **Plotly Dash Enterprise** | 9.0/10 | 20 |

#### Reports

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Reports Interface** | 8.3 (222 reviews) | 8.9 (1077 reviews) ✓ Verified | 8.5 (12 reviews) ✓ Verified | 
| **Steps to Answer** | 7.6 (208 reviews) | 8.4 (971 reviews) ✓ Verified | 7.9 (8 reviews) ✓ Verified | 
| **Graphs and Charts** | 7.4 (229 reviews) | 9.1 (1070 reviews) ✓ Verified | 9.4 (19 reviews) ✓ Verified | 
| **Score Cards** | 7.2 (192 reviews) | 8.8 (689 reviews) | 9.8 (8 reviews) ✓ Verified | 
| **Dashboards** | 8.2 (217 reviews) | 9.1 (1064 reviews) ✓ Verified | 8.8 (18 reviews) ✓ Verified | 

#### Self Service 

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Calculated Fields** | 7.7 (203 reviews) | 8.6 (905 reviews) | 9.0 (12 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.1 (206 reviews) | 8.9 (897 reviews) | 8.4 (17 reviews) ✓ Verified | 
| **Data Discovery** | 7.9 (209 reviews) | 8.7 (978 reviews) ✓ Verified | 9.0 (15 reviews) ✓ Verified | 
| **Search** | 7.2 (203 reviews) | 8.5 (854 reviews) | 8.5 (11 reviews) | 
| **Collaboration / Workflow** | 8.3 (221 reviews) | 8.4 (968 reviews) ✓ Verified | 8.5 (8 reviews) ✓ Verified | 
| **Automodeling** | 6.1 (184 reviews) | 8.2 (880 reviews) ✓ Verified | 7.7 (5 reviews) ✓ Verified | 

#### Building Reports

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Data Transformation** | 8.0 (185 reviews) | 8.8 (586 reviews) ✓ Verified | Feature Not Available | 
| **Data Modeling** | 7.8 (180 reviews) | 8.7 (590 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 7.5 (175 reviews) | 8.5 (514 reviews) ✓ Verified | Not enough data | 
| **Integration APIs** | 7.0 (166 reviews) | 8.5 (505 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 

### Python Integrated Development Environments (IDE)

| Product | Score | Reviews |
|---|---|---|
| **Hex** | 7.8/10 | 63 |
| **Microsoft Power BI** | N/A | N/A |
| **Plotly Dash Enterprise** | N/A | N/A |

#### Functionality 

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Ease of Use** | 8.7 (63 reviews) | Not enough data | Not enough data | 
| **File Management** | 6.9 (56 reviews) | Not enough data | Not enough data | 
| **Multi-Language Support** | 7.5 (48 reviews) | Not enough data | Not enough data | 
| **Customization** | 7.4 (54 reviews) | Not enough data | Not enough data | 
| **Straight-Out-the-Box Functionality** | 8.8 (58 reviews) | Not enough data | Not enough data | 
| **Help Guides** | 7.5 (57 reviews) | Not enough data | Not enough data | 
| **Patching & Updates** | 7.9 (52 reviews) | Not enough data | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Hex** | 5.8/10 | 110 |
| **Microsoft Power BI** | N/A | N/A |
| **Plotly Dash Enterprise** | N/A | N/A |

#### System

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Data Ingestion & Wrangling** | 8.1 (92 reviews) | Not enough data | Not enough data | 

#### Model Development

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Language Support** | 7.4 (90 reviews) | Not enough data | Not enough data | 
| **Drag and Drop** | 7.0 (94 reviews) | Not enough data | Not enough data | 
| **Pre-Built Algorithms** | 5.5 (87 reviews) | Not enough data | Not enough data | 
| **Model Training** | 5.5 (89 reviews) | Not enough data | Not enough data | 

#### Model Development

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Feature Engineering** | 5.9 (79 reviews) | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Computer Vision** | 4.4 (81 reviews) | Not enough data | Not enough data | 
| **Natural Language Processing** | 5.1 (84 reviews) | Not enough data | Not enough data | 
| **Natural Language Generation** | 4.8 (82 reviews) | Not enough data | Not enough data | 
| **Artificial Neural Networks** | 4.5 (80 reviews) | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Natural Language Understanding** | 5.1 (69 reviews) | Not enough data | Not enough data | 
| **Deep Learning** | 5.0 (70 reviews) | Not enough data | Not enough data | 

#### Deployment

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Managed Service** | 6.9 (85 reviews) | Not enough data | Not enough data | 
| **Application** | 7.0 (84 reviews) | Not enough data | Not enough data | 
| **Scalability** | 6.7 (85 reviews) | Not enough data | Not enough data | 

#### Generative AI

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **AI Text Generation** | 5.7 (40 reviews) | Not enough data | Not enough data | 
| **AI Text Summarization** | 5.7 (40 reviews) | Not enough data | Not enough data | 
| **AI Text-to-Image** | 4.3 (40 reviews) | Not enough data | Not enough data | 

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

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Autonomous Task Execution** | 5.3 (10 reviews) | Not enough data | Not enough data | 
| **Multi-step Planning** | 5.7 (10 reviews) | Not enough data | Not enough data | 
| **Cross-system Integration** | 7.0 (10 reviews) | Not enough data | Not enough data | 
| **Adaptive Learning** | 4.7 (10 reviews) | Not enough data | Not enough data | 
| **Natural Language Interaction** | 6.1 (11 reviews) | Not enough data | Not enough data | 
| **Proactive Assistance** | 5.8 (10 reviews) | Not enough data | Not enough data | 
| **Decision Making** | 5.7 (10 reviews) | Not enough data | Not enough data | 

### Semantic Layer Tools

| Product | Score | Reviews |
|---|---|---|
| **Hex** | N/A | N/A |
| **Microsoft Power BI** | 7.8/10 | 5 |
| **Plotly Dash Enterprise** | N/A | N/A |

#### Deployment & Integration - Semantic Layer Tools

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Multi-Environment & Multi-Cloud Support** | Not enough data | Not enough data | Not enough data | 
| **Open API & SDK Integration** | Not enough data | Not enough data | Not enough data | 

#### Data Connectivity & Federation - Semantic Layer Tools

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Cross-Source Query Federation** | Not enough data | 9.0 (5 reviews) | Not enough data | 
| **Dynamic Schema & Metadata Adaptation** | Not enough data | Not enough data | Not enough data | 

#### Data Modeling & Metrics - Semantic Layer Tools

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Derived & Calculated Metrics** | Not enough data | 9.0 (5 reviews) | Not enough data | 
| **Time Intelligence Functions** | Not enough data | 9.0 (5 reviews) | Not enough data | 

#### Performance Optimization - Semantic Layer Tools

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Query Caching & Acceleration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Query Optimization** | Not enough data | 7.7 (5 reviews) | Not enough data | 

#### Governance - Semantic Layer Tools

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **AI Governance & Observability** | Not enough data | 6.7 (5 reviews) | Not enough data | 
| **Metric Lineage for AI Training Data** | Not enough data | Not enough data | Not enough data | 
| **Version Control & Change Impact Analysis** | Not enough data | 6.7 (5 reviews) | Not enough data | 

#### Advanced Intelligence - Semantic Layer Tools

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Natural Language Query Interface** | Not enough data | 7.3 (5 reviews) | Not enough data | 
| **Semantic Layer for AI/ML Models** | Not enough data | Not enough data | Not enough data | 
| **Recommendation Engine** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI Enablement - Semantic Layer Tools

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Agentic Query Orchestration** | Not enough data | Not enough data | Not enough data | 
| **Contextual Reasoning Layer** | Not enough data | Not enough data | Not enough data | 
| **Workflow Automation via Semantic Agents** | Not enough data | 7.0 (5 reviews) | Not enough data | 

### Agentic Analytics

| Product | Score | Reviews |
|---|---|---|
| **Hex** | N/A | N/A |
| **Microsoft Power BI** | N/A | N/A |
| **Plotly Dash Enterprise** | N/A | N/A |

#### Data Connectivity and Prep - Agentic Analytics

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Data Source Connectivity** | Not enough data | Not enough data | Not enough data | 
| **Automated Data Preparation** | Not enough data | Not enough data | Not enough data | 

#### Autonomous Insight Generation - Agentic Analytics

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Continuous Pattern Detection** | Not enough data | Not enough data | Not enough data | 
| **Multi‑Step Reasoning** | Not enough data | Not enough data | Not enough data | 
| **Predictive & Prescriptive Analytics** | Not enough data | Not enough data | Not enough data | 

#### Interaction and Workflow - Agentic Analytics

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Natural Language Query and Conversational Analytics** | Not enough data | Not enough data | Not enough data | 
| **Action Triggering & Workflow Orchestration** | Not enough data | Not enough data | Not enough data | 
| **Explainability & Audit Trails** | Not enough data | Not enough data | Not enough data | 

#### AI Agent Management - Agentic Analytics

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Agent Configuration & Goals** | Not enough data | Not enough data | Not enough data | 
| **Continuous Learning & Feedback** | Not enough data | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Hex** | N/A | N/A |
| **Microsoft Power BI** | N/A | N/A |
| **Plotly Dash Enterprise** | 9.2/10 | 13 |

#### Statistical Tool

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Scripting** | Not enough data | Not enough data | 9.1 (11 reviews) | 
| **Data Mining** | Not enough data | Not enough data | 8.8 (8 reviews) | 
| **Algorithms** | Not enough data | Not enough data | 9.2 (6 reviews) | 

#### Data Analysis

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Analysis** | Not enough data | Not enough data | 9.5 (11 reviews) | 
| **Data Interaction** | Not enough data | Not enough data | 9.5 (11 reviews) | 

#### Decision Making

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Modeling** | Not enough data | Not enough data | 9.4 (8 reviews) | 
| **Data Visualizations** | Not enough data | Not enough data | 9.8 (9 reviews) | 
| **Report Generation** | Not enough data | Not enough data | 9.0 (10 reviews) | 
| **Data Unification** | Not enough data | Not enough data | 8.3 (9 reviews) | 

#### Generative AI

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Hex** | N/A | N/A |
| **Microsoft Power BI** | N/A | N/A |
| **Plotly Dash Enterprise** | N/A | N/A |

#### Data Transformation

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Real-Time Analytics** | Not enough data | Not enough data | Not enough data | 
| **Data Querying** | Not enough data | Not enough data | Not enough data | 

#### Connectivity

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Hadoop Integration** | Not enough data | Not enough data | Not enough data | 
| **Spark Integration** | Not enough data | Not enough data | Not enough data | 
| **Multi-Source Analysis** | Not enough data | Not enough data | Not enough data | 
| **Data Lake** | Not enough data | Not enough data | Not enough data | 

#### Operations

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | Not enough data | 
| **Data Workflow** | Not enough data | Not enough data | Not enough data | 
| **Governed Discovery** | Not enough data | Not enough data | Not enough data | 
| **Embedded Analytics** | Not enough data | Not enough data | Not enough data | 
| **Notebooks** | Not enough data | Not enough data | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Hex** | N/A | N/A |
| **Microsoft Power BI** | N/A | N/A |
| **Plotly Dash Enterprise** | N/A | N/A |

#### Building Reports

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Data Transformation** | 8.0 (185 reviews) | 8.8 (586 reviews) ✓ Verified | Feature Not Available | 
| **Data Modeling** | 7.8 (180 reviews) | 8.7 (590 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 7.5 (175 reviews) | 8.5 (514 reviews) ✓ Verified | Not enough data | 
| **Integration APIs** | 7.0 (166 reviews) | 8.5 (505 reviews) ✓ Verified | 8.3 (6 reviews) ✓ Verified | 

#### Platform

| Feature | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (1):** [Analytics Platforms](https://www.g2.com/categories/analytics-platforms)

**Unique to Hex (4):** [Agentic Analytics Software](https://www.g2.com/categories/agentic-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [Python Integrated Development Environments (IDE)](https://www.g2.com/categories/python-integrated-development-environments-ide)

**Unique to Microsoft Power BI (1):** [Semantic Layer Tools](https://www.g2.com/categories/semantic-layer-tools)

**Unique to Plotly Dash Enterprise (4):** [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms)


---
## Reviewer Demographics

### By Company Size

| Segment | Hex | Microsoft Power BI | Plotly Dash Enterprise | 
|---|---|---|---|
| **Small-Business** | 25.0% | 20.9% | 47.2% | 
| **Mid-Market** | 60.5% | 36.8% | 22.2% | 
| **Enterprise** | 14.5% | 42.3% | 30.6% | 

### By Industry

#### Hex

- **Computer Software:** 22.3%
- **Information Technology and Services:** 19.1%
- **Financial Services:** 12.4%
- **Hospital & Health Care:** 4.1%
- **Marketing and Advertising:** 3.2%
- **Internet:** 2.9%
- **Retail:** 1.9%
- **Consumer Goods:** 1.6%
- **Health, Wellness and Fitness:** 1.6%
- **Real Estate:** 1.6%
- **Other:** 29.3%

#### Microsoft Power BI

- **Information Technology and Services:** 16.2%
- **Computer Software:** 6.7%
- **Financial Services:** 4.8%
- **Telecommunications:** 3.2%
- **Hospital & Health Care:** 3.2%
- **Marketing and Advertising:** 2.9%
- **Education Management:** 2.5%
- **Retail:** 2.5%
- **Automotive:** 2.4%
- **Construction:** 2.4%
- **Other:** 53.3%

#### Plotly Dash Enterprise

- **Computer Software:** 16.7%
- **Consumer Electronics:** 5.6%
- **Retail:** 5.6%
- **Research:** 5.6%
- **Oil & Energy:** 5.6%
- **Information Technology and Services:** 5.6%
- **Accounting:** 2.8%
- **Automotive:** 2.8%
- **Biotechnology:** 2.8%
- **Education Management:** 2.8%
- **Other:** 44.4%

---
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- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1050 reviews)

---
## Top Discussions

### Hex

No discussions available for this product.

### Microsoft Power BI

- Title: [Is Power BI a Microsoft tool?](https://www.g2.com/discussions/is-power-bi-a-microsoft-tool) — 5 comments, 3 upvotes
  > **Top comment:** "Yes it is"
- Title: [What is Microsoft Power BI Desktop used for?](https://www.g2.com/discussions/what-is-microsoft-power-bi-desktop-used-for) — 4 comments, 1 upvote
  > **Top comment:** "Microsoft Power BI Desktop is a data visualization tool, creating interactive reports and dashboards. It connects to diverse data sources, facilitating..."
- Title: [What are some of the top features of Microsoft BI?](https://www.g2.com/discussions/what-are-some-of-the-top-features-of-microsoft-bi) — 3 comments
  > **Top comment:** "Data Visualization: Microsoft Power BI excels in creating interactive and visually compelling data dashboards and reports, making ramified data easy to..."
- Title: [HOW DO I START MY CAREER IN IT?](https://www.g2.com/discussions/how-do-i-start-my-career-in-it) — 2 comments, 1 upvote
  > **Top comment:** "-Research roles and positions. The IT field is a diverse industry with many specialties.
-Create a short list.
-Learn to code.
-Work on an open-source..."
- Title: [What can Microsoft Power BI do?](https://www.g2.com/discussions/what-can-microsoft-power-bi-do) — 2 comments, 2 upvotes
  > **Top comment:** "Power BI has an excellent query engine with Power Query that provides a great way to transform, mine, aggregate, and perform analyses that would typically be..."

### Plotly Dash Enterprise

- Title: [is dash being used as an official application by a big company?](https://www.g2.com/discussions/is-dash-being-used-as-an-official-application-by-a-big-company) — 1 comment, 1 upvote
  > **Top comment:** "Hi Nir, thanks for your question! Dash is used by Fortune 500 companies in numerous industries like pharma, finance, energy, manufacturing, HR, and retail...."
- Title: [So Dash is open-source?](https://www.g2.com/discussions/product-f91d256c-b6f1-4773-ae9e-c2202822070a) — 1 comment, 1 upvote
  > **Top comment:** "Dash is an open-core library, but Plotly also offers Dash Enterprise, which extends that core capability to make web apps more functional and easier to..."
- Title: [Does Dash have a GUI?](https://www.g2.com/discussions/product-5f07bbde-711e-4221-bfe0-4f4ac4f4684a) — 1 comment, 1 upvote
  > **Top comment:** "Hi there, yes Dash does! For easy styling, our GUI, Dash Enterprise Design Kit lets you easily arrange, style, and customize Dash apps so that they can be..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/hex-tech-hex-vs-microsoft-microsoft-power-bi-vs-plotly-dash-enterprise)