# Kontakt.io, ThingsBoard vs Tableau Comparison

| | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.4 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 19 | 7 | 3,650 | 
| **Largest Market Segment** | Small-Business (44.4% of reviews) | Small-Business (50.0% of reviews) | Enterprise (42.2% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | $75.00 1 User Per Month | 

---
## Top Pros & Cons

### Kontakt.io

**Not enough data**

### ThingsBoard

**Not enough data**

### Tableau

Pros:
- Ease of Use (634 reviews)
- Data Visualization (563 reviews)

Cons:
- Learning Curve (282 reviews)
- Learning Difficulty (240 reviews)

---
## Ratings Comparison
| Rating | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
  | **Meets Requirements** | 9.0 (15 reviews) | Not enough data | 8.8 (2556 reviews) | 
  | **Ease of Use** | 9.1 (15 reviews) | Not enough data | 8.3 (2953 reviews) | 
  | **Ease of Setup** | 8.3 (10 reviews) | Not enough data | 8.3 (1614 reviews) | 
  | **Ease of Admin** | 8.7 (10 reviews) | Not enough data | 8.2 (807 reviews) | 
  | **Quality of Support** | 9.4 (15 reviews) | Not enough data | 8.3 (2190 reviews) | 
  | **Has the product been a good partner in doing business?** | 9.4 (11 reviews) | Not enough data | 8.6 (786 reviews) | 
  | **Product Direction (% positive)** | 10.0 (14 reviews) | Not enough data | 8.8 (2512 reviews) | 

---
## Pricing

### Kontakt.io

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### ThingsBoard

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Tableau

#### Entry-Level Pricing

Plan: Tableau Standard

Price: $75.00 1 User Per Month

Description: A comprehensive edition to help you explore and understand your data.

Key Features:
- Each additional license starts as low as $15 / user / month

[Browse all 3 editions](https://www.g2.com/products/tableau/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Tableau** | 8.5/10 | 2075 |

#### Reports

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | 8.7 (1802 reviews) ✓ Verified | 
| **Steps to Answer** | Not enough data | Not enough data | 8.3 (1601 reviews) ✓ Verified | 
| **Graphs and Charts** | Not enough data | Not enough data | 9.1 (1846 reviews) ✓ Verified | 
| **Score Cards** | Not enough data | Not enough data | 8.6 (1371 reviews) | 
| **Dashboards** | Not enough data | Not enough data | 9.1 (1829 reviews) ✓ Verified | 

#### Self Service 

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Calculated Fields** | Not enough data | Not enough data | 8.5 (1705 reviews) ✓ Verified | 
| **Data Column Filtering** | Not enough data | Not enough data | 8.7 (1720 reviews) ✓ Verified | 
| **Data Discovery** | Not enough data | Not enough data | 8.5 (1661 reviews) ✓ Verified | 
| **Search** | Not enough data | Not enough data | 8.2 (1422 reviews) | 
| **Collaboration / Workflow** | Not enough data | Not enough data | 8.2 (1529 reviews) ✓ Verified | 
| **Automodeling** | Not enough data | Not enough data | 7.9 (1325 reviews) ✓ Verified | 

#### Advanced Analytics

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Predictive Analytics** | Not enough data | Not enough data | 7.8 (1286 reviews) | 
| **Data Visualization** | Not enough data | Not enough data | 9.2 (1825 reviews) ✓ Verified | 
| **Big Data Services** | Not enough data | Not enough data | 8.1 (1327 reviews) | 

#### Building Reports

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 8.3 (1008 reviews) ✓ Verified | 
| **Data Modeling** | Not enough data | Not enough data | 8.2 (964 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 8.3 (854 reviews) ✓ Verified | 
| **Integration APIs** | Not enough data | Not enough data | 8.1 (840 reviews) ✓ Verified | 

#### Platform

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **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 |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Tableau** | 8.1/10 | 2119 |

#### Reports

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | 8.7 (1802 reviews) ✓ Verified | 
| **Steps to Answer** | Not enough data | Not enough data | 8.3 (1601 reviews) ✓ Verified | 
| **Graphs and Charts** | Not enough data | Not enough data | 9.1 (1846 reviews) ✓ Verified | 
| **Score Cards** | Not enough data | Not enough data | 8.6 (1371 reviews) | 
| **Dashboards** | Not enough data | Not enough data | 9.1 (1829 reviews) ✓ Verified | 

#### Data Preparation

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Connectors** | Not enough data | Not enough data | 8.6 (893 reviews) ✓ Verified | 
| **Data Governance** | Not enough data | Not enough data | 8.4 (848 reviews) ✓ Verified | 

#### Data Modeling and Blending

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Data Querying** | Not enough data | Not enough data | 8.5 (888 reviews) ✓ Verified | 
| **Data Filtering** | Not enough data | Not enough data | 8.8 (915 reviews) ✓ Verified | 
| **Data Blending** | Not enough data | Not enough data | 8.6 (895 reviews) ✓ Verified | 

#### Generative AI

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 7.4 (423 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 7.5 (447 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 7.4 (126 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 7.5 (129 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 7.8 (132 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 7.6 (125 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 7.7 (122 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 7.4 (122 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 7.8 (128 reviews) | 

#### Self Service 

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Calculated Fields** | Not enough data | Not enough data | 8.5 (1705 reviews) ✓ Verified | 
| **Data Column Filtering** | Not enough data | Not enough data | 8.7 (1720 reviews) ✓ Verified | 
| **Data Discovery** | Not enough data | Not enough data | 8.5 (1661 reviews) ✓ Verified | 
| **Search** | Not enough data | Not enough data | 8.2 (1422 reviews) | 
| **Collaboration / Workflow** | Not enough data | Not enough data | 8.2 (1529 reviews) ✓ Verified | 
| **Automodeling** | Not enough data | Not enough data | 7.9 (1325 reviews) ✓ Verified | 

#### Deployment & Integration - Analytics Platforms

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **No-code Dashboard Builder** | Not enough data | Not enough data | 8.7 (162 reviews) | 
| **Report Scheduling and Automation** | Not enough data | Not enough data | 8.4 (112 reviews) | 
| **Embedded Analytics and White-labeling** | Not enough data | Not enough data | 8.0 (105 reviews) | 
| **Data Source Connectivity** | Not enough data | Not enough data | 8.6 (151 reviews) | 

#### Advanced Analytics

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Predictive Analytics** | Not enough data | Not enough data | 7.8 (1286 reviews) | 
| **Data Visualization** | Not enough data | Not enough data | 9.2 (1825 reviews) ✓ Verified | 
| **Big Data Services** | Not enough data | Not enough data | 8.1 (1327 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Large data handling and Query Speed** | Not enough data | Not enough data | 7.5 (180 reviews) | 
| **Concurrent User Support** | Not enough data | Not enough data | 8.2 (107 reviews) | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Data Modeling and Governance** | Not enough data | Not enough data | 8.2 (107 reviews) | 
| **Notebook and Script Integration** | Not enough data | Not enough data | 8.0 (101 reviews) | 
| **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | 7.8 (106 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | Not enough data | 7.6 (102 reviews) | 
| **Natural Language Queries** | Not enough data | Not enough data | 7.6 (103 reviews) | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | Not enough data | 7.8 (102 reviews) | 
| **AI Agents for Analytical Follow-ups** | Not enough data | Not enough data | 7.6 (101 reviews) | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | Not enough data | 7.7 (102 reviews) | 
| **Role-based Insight Personalization** | Not enough data | Not enough data | 7.9 (107 reviews) | 
| **Conversational and Prompt-based Analytics** | Not enough data | Not enough data | 7.7 (101 reviews) | 

#### Building Reports

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 8.3 (1008 reviews) ✓ Verified | 
| **Data Modeling** | Not enough data | Not enough data | 8.2 (964 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 8.3 (854 reviews) ✓ Verified | 
| **Integration APIs** | Not enough data | Not enough data | 8.1 (840 reviews) ✓ Verified | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Tableau** | 8.5/10 | 2065 |

#### Reports

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | 8.7 (1802 reviews) ✓ Verified | 
| **Steps to Answer** | Not enough data | Not enough data | 8.3 (1601 reviews) ✓ Verified | 
| **Graphs and Charts** | Not enough data | Not enough data | 9.1 (1846 reviews) ✓ Verified | 
| **Score Cards** | Not enough data | Not enough data | 8.6 (1371 reviews) | 
| **Dashboards** | Not enough data | Not enough data | 9.1 (1829 reviews) ✓ Verified | 

#### Self Service 

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Calculated Fields** | Not enough data | Not enough data | 8.5 (1705 reviews) ✓ Verified | 
| **Data Column Filtering** | Not enough data | Not enough data | 8.7 (1720 reviews) ✓ Verified | 
| **Data Discovery** | Not enough data | Not enough data | 8.5 (1661 reviews) ✓ Verified | 
| **Search** | Not enough data | Not enough data | 8.2 (1422 reviews) | 
| **Collaboration / Workflow** | Not enough data | Not enough data | 8.2 (1529 reviews) ✓ Verified | 
| **Automodeling** | Not enough data | Not enough data | 7.9 (1325 reviews) ✓ Verified | 

#### Building Reports

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 8.3 (1008 reviews) ✓ Verified | 
| **Data Modeling** | Not enough data | Not enough data | 8.2 (964 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 8.3 (854 reviews) ✓ Verified | 
| **Integration APIs** | Not enough data | Not enough data | 8.1 (840 reviews) ✓ Verified | 

### Location Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | 8.0/10 | 6 |
| **ThingsBoard** | N/A | N/A |
| **Tableau** | 9.2/10 | 32 |

#### Cartography

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Map Design** | 7.3 (5 reviews) | Not enough data | 9.3 (25 reviews) | 
| **Vector Mapping ** | 8.1 (6 reviews) | Not enough data | 9.2 (25 reviews) | 
| **Data Visualization** | 8.1 (6 reviews) | Not enough data | 9.6 (28 reviews) | 
| **Overlaying** | 8.1 (6 reviews) | Not enough data | 9.4 (26 reviews) | 

#### Analysis

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Predictive Analysis** | 8.1 (6 reviews) | Not enough data | 9.0 (28 reviews) | 
| **Distance Analysis ** | 8.1 (6 reviews) | Not enough data | 9.2 (26 reviews) | 
| **Spatial Analysis** | 8.1 (6 reviews) | Not enough data | 9.2 (26 reviews) | 
| **Data Stream** | 8.1 (6 reviews) | Not enough data | 9.0 (27 reviews) | 

#### Reporting

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Data Transformation** | 8.1 (6 reviews) | Not enough data | 9.3 (27 reviews) | 
| **WYSIWYG Design** | 8.1 (6 reviews) | Not enough data | 9.1 (25 reviews) | 
| **API Integrations** | 8.1 (6 reviews) | Not enough data | 9.1 (25 reviews) | 

### Data Preparation

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Tableau** | 8.3/10 | 270 |

#### Data Source Access

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Breadth of Data Sources** | Not enough data | Not enough data | 8.7 (233 reviews) | 
| **Ease of Data Connectivity** | Not enough data | Not enough data | 8.8 (238 reviews) | 
| **API Connectivity** | Not enough data | Not enough data | 8.2 (228 reviews) | 

#### Data Interaction

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Profiling and Classification** | Not enough data | Not enough data | 8.2 (226 reviews) | 
| **Metadata Management** | Not enough data | Not enough data | 8.1 (229 reviews) | 
| **Data Modeling** | Not enough data | Not enough data | 8.3 (229 reviews) | 
| **Data Joining** | Not enough data | Not enough data | 8.5 (233 reviews) | 
| **Data Blending** | Not enough data | Not enough data | 8.3 (231 reviews) | 
| **Data Quality and Cleansing** | Not enough data | Not enough data | 8.3 (228 reviews) | 
| **Data Sharing** | Not enough data | Not enough data | 8.4 (227 reviews) | 
| **Data Governance** | Not enough data | Not enough data | 8.2 (226 reviews) | 

#### Data Exporting

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Breadth of Integrations** | Not enough data | Not enough data | 8.5 (221 reviews) | 
| **Ease of Integrations** | Not enough data | Not enough data | 8.4 (225 reviews) | 
| **Data Workflows** | Not enough data | Not enough data | 8.4 (223 reviews) | 

#### Generative AI

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 7.4 (217 reviews) | 

### Insurance Analytics

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Tableau** | 9.1/10 | 66 |

#### Additional Functionality

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Cloud** | Not enough data | Not enough data | 8.9 (61 reviews) | 
| **Dashboard** | Not enough data | Not enough data | 9.3 (62 reviews) | 

#### Basics

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Reporting** | Not enough data | Not enough data | 9.2 (61 reviews) | 

#### Content

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Automation** | Not enough data | Not enough data | 8.9 (58 reviews) | 

#### Data

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Visualization** | Not enough data | Not enough data | 9.3 (60 reviews) | 

#### Interoperability

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Pre-Built Connectors** | Not enough data | Not enough data | 8.9 (58 reviews) | 

#### Performance

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Reporting** | Not enough data | Not enough data | 9.2 (61 reviews) | 

### Asset Tracking

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | 9.3/10 | 7 |
| **ThingsBoard** | N/A | N/A |
| **Tableau** | N/A | N/A |

#### Asset Definition

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Asset Register - Asset Tracking** | 9.0 (7 reviews) | Not enough data | Not enough data | 
| **Relationships - Asset Tracking** | 9.5 (7 reviews) | Not enough data | Not enough data | 
| **Costs - Asset Tracking** | 9.0 (7 reviews) | Not enough data | Not enough data | 

#### Asset Tracking

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Location - Asset Tracking** | 9.4 (6 reviews) | Not enough data | Not enough data | 
| **Status - Asset Tracking** | 9.5 (7 reviews) | Not enough data | Not enough data | 
| **History - Asset Tracking** | 9.3 (7 reviews) | Not enough data | Not enough data | 

#### Agentic AI - Asset Tracking

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 

### Digital Wayfinding

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | 8.6/10 | 5 |
| **ThingsBoard** | N/A | N/A |
| **Tableau** | N/A | N/A |

#### Customization

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Enhance maps** | 9.0 (5 reviews) | Not enough data | Not enough data | 
| **Themes** | Not enough data | Not enough data | Not enough data | 
| **Update** | 8.7 (5 reviews) | Not enough data | Not enough data | 
| **Audio** | Not enough data | Not enough data | Not enough data | 
| **Create maps** | 8.0 (5 reviews) | Not enough data | Not enough data | 

#### Logistics - Digital Wayfinding

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Deployment** | 9.3 (5 reviews) | Not enough data | Not enough data | 
| **Analytics** | 9.0 (5 reviews) | Not enough data | Not enough data | 
| **Indoor and outdoor** | Not enough data | Not enough data | Not enough data | 
| **Positioning systems** | 7.7 (5 reviews) | Not enough data | Not enough data | 

#### Agentic AI - Digital Wayfinding

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### IoT Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Tableau** | N/A | N/A |

#### Data Sources

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Pre-Built Connectors** | Not enough data | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | Not enough data | 
| **Performance and Stability** | Not enough data | Not enough data | Not enough data | 

#### Analytics

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Queries** | Not enough data | Not enough data | Not enough data | 
| **Dashboards** | Not enough data | Not enough data | Not enough data | 
| **Visualizations** | Not enough data | Not enough data | Not enough data | 
| **Insights** | Not enough data | Not enough data | Not enough data | 

#### Metrics

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Device Performance** | Not enough data | Not enough data | Not enough data | 
| **Operational Performance** | Not enough data | Not enough data | Not enough data | 
| **Environmental Conditions** | Not enough data | Not enough data | Not enough data | 
| **Resource Usage** | Not enough data | Not enough data | Not enough data | 

### IoT Device Management Platforms

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Tableau** | N/A | N/A |

#### Device Recognition

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Device Discovery** | Not enough data | Not enough data | Not enough data | 
| **Device Types** | Not enough data | Not enough data | Not enough data | 
| **Dashboard** | Not enough data | Not enough data | Not enough data | 

#### Monitoring

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Device Status** | Not enough data | Not enough data | Not enough data | 
| **Alerts & Notifications** | Not enough data | Not enough data | Not enough data | 
| **Analytics** | Not enough data | Not enough data | Not enough data | 

#### Provisioning

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Remote Configuration** | Not enough data | Not enough data | Not enough data | 
| **Event Triggering** | Not enough data | Not enough data | Not enough data | 
| **Device Diagnostics & Repair** | Not enough data | Not enough data | Not enough data | 
| **Firmware Updates** | Not enough data | Not enough data | Not enough data | 

### Medical IoT

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Tableau** | N/A | N/A |

#### Systems Management

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Device Discovery** | Not enough data | Not enough data | Not enough data | 
| **System Integration** | Not enough data | Not enough data | Not enough data | 
| **Remote Access** | Not enough data | Not enough data | Not enough data | 
| **Workflows** | Not enough data | Not enough data | Not enough data | 
| **Hardware** | Not enough data | Not enough data | Not enough data | 
| **Dashboard** | Not enough data | Not enough data | Not enough data | 

#### IoT Capabilities

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Process Automation** | Not enough data | Not enough data | Not enough data | 
| **Security** | Not enough data | Not enough data | Not enough data | 
| **Safety** | Not enough data | Not enough data | Not enough data | 
| **Environmental Conditions** | Not enough data | Not enough data | Not enough data | 
| **Resource Optimization** | Not enough data | Not enough data | Not enough data | 
| **Smart Medical Devices** | Not enough data | Not enough data | Not enough data | 
| **Patient Intelligence** | Not enough data | Not enough data | Not enough data | 
| **Analytics** | Not enough data | Not enough data | Not enough data | 

### Semantic Layer Tools

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Tableau** | N/A | N/A |

#### Deployment & Integration - Semantic Layer Tools

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **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 | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Cross-Source Query Federation** | Not enough data | Not enough data | Not enough data | 
| **Dynamic Schema & Metadata Adaptation** | Not enough data | Not enough data | Not enough data | 

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

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Derived & Calculated Metrics** | Not enough data | Not enough data | Not enough data | 
| **Time Intelligence Functions** | Not enough data | Not enough data | Not enough data | 

#### Performance Optimization - Semantic Layer Tools

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Query Caching & Acceleration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Query Optimization** | Not enough data | Not enough data | Not enough data | 

#### Governance - Semantic Layer Tools

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **AI Governance & Observability** | Not enough data | Not enough data | 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 | Not enough data | Not enough data | 

#### Advanced Intelligence - Semantic Layer Tools

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Natural Language Query Interface** | Not enough data | Not enough data | 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 | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **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 | Not enough data | Not enough data | 

### Agentic Analytics

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Tableau** | N/A | N/A |

#### Data Connectivity and Prep - Agentic Analytics

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **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 | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **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 | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **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 | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Agent Configuration & Goals** | Not enough data | Not enough data | Not enough data | 
| **Continuous Learning & Feedback** | Not enough data | Not enough data | Not enough data | 

### Smart Spaces

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Tableau** | N/A | N/A |

#### Space Intelligence & Analytics - Smart Spaces

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Environmental Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Space Utilization Insights** | Not enough data | Not enough data | Not enough data | 
| **Occupancy Analytics** | Not enough data | Not enough data | Not enough data | 

#### IoT & Device Integration - Smart Spaces

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Smart Device Management** | Not enough data | Not enough data | Not enough data | 
| **API & System Integrations** | Not enough data | Not enough data | Not enough data | 
| **IoT Sensor Integration** | Not enough data | Not enough data | Not enough data | 
| **Edge Data Processing** | Not enough data | Not enough data | Not enough data | 

#### Space Management & Experience - Smart Spaces

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Digital Wayfinding** | Not enough data | Not enough data | Not enough data | 
| **Visitor & Access Management** | Not enough data | Not enough data | Not enough data | 
| **Workplace Experience Insights** | Not enough data | Not enough data | Not enough data | 
| **Workspace & Room Booking** | Not enough data | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Tableau** | 8.6/10 | 293 |

#### Statistical Tool

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Scripting** | Not enough data | Not enough data | 8.4 (252 reviews) | 
| **Data Mining** | Not enough data | Not enough data | 8.4 (254 reviews) | 
| **Algorithms** | Not enough data | Not enough data | 8.4 (244 reviews) | 

#### Data Analysis

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Analysis** | Not enough data | Not enough data | 9.0 (275 reviews) | 
| **Data Interaction** | Not enough data | Not enough data | 8.9 (269 reviews) | 

#### Decision Making

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Modeling** | Not enough data | Not enough data | 8.7 (259 reviews) | 
| **Data Visualizations** | Not enough data | Not enough data | 9.4 (275 reviews) | 
| **Report Generation** | Not enough data | Not enough data | 9.1 (268 reviews) | 
| **Data Unification** | Not enough data | Not enough data | 8.7 (262 reviews) | 

#### Generative AI

| Feature | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 8.0 (176 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 7.9 (175 reviews) | 

---
## Categories

**Unique to Kontakt.io (5):** [Medical IoT Software](https://www.g2.com/categories/medical-iot), [Digital Wayfinding Software](https://www.g2.com/categories/digital-wayfinding), [Location Intelligence Software](https://www.g2.com/categories/location-intelligence), [Asset Tracking Software](https://www.g2.com/categories/asset-tracking), [ Smart Spaces Software](https://www.g2.com/categories/smart-spaces)

**Unique to ThingsBoard (2):** [IoT Device Management Platforms](https://www.g2.com/categories/iot-device-management-platforms), [IoT Analytics Platforms](https://www.g2.com/categories/iot-analytics-platforms)

**Unique to Tableau (8):** [Semantic Layer Tools](https://www.g2.com/categories/semantic-layer-tools), [Insurance Analytics Software](https://www.g2.com/categories/insurance-analytics), [Data Preparation Software](https://www.g2.com/categories/data-preparation), [Location Intelligence Software](https://www.g2.com/categories/location-intelligence), [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Agentic Analytics Software](https://www.g2.com/categories/agentic-analytics)


---
## Reviewer Demographics

### By Company Size

| Segment | Kontakt.io | ThingsBoard | Tableau | 
|---|---|---|---|
| **Small-Business** | 44.4% | 50.0% | 21.1% | 
| **Mid-Market** | 38.9% | 33.3% | 36.7% | 
| **Enterprise** | 16.7% | 16.7% | 42.2% | 

### By Industry

#### Kontakt.io

- **Computer Software:** 22.2%
- **Information Technology and Services:** 16.7%
- **Hospital & Health Care:** 16.7%
- **Transportation/Trucking/Railroad:** 11.1%
- **Research:** 5.6%
- **Oil & Energy:** 5.6%
- **Mining & Metals:** 5.6%
- **Hospitality:** 5.6%
- **Health, Wellness and Fitness:** 5.6%
- **Environmental Services:** 5.6%

#### ThingsBoard

- **Oil & Energy:** 25.0%
- **Mechanical or Industrial Engineering:** 25.0%
- **Defense & Space:** 25.0%
- **Computer Software:** 25.0%

#### Tableau

- **Information Technology and Services:** 11.7%
- **Computer Software:** 7.5%
- **Financial Services:** 7.1%
- **Hospital & Health Care:** 4.4%
- **Marketing and Advertising:** 4.3%
- **Higher Education:** 3.9%
- **Telecommunications:** 3.3%
- **Education Management:** 2.8%
- **Internet:** 2.7%
- **Insurance:** 2.6%
- **Other:** 49.7%

---
## Alternatives

### Alternatives to Kontakt.io

- [Agentforce Sales (formerly Salesforce Sales Cloud)](https://www.g2.com/products/agentforce-sales-formerly-salesforce-sales-cloud/reviews) — 4.4/5 stars (25784 reviews)
- [Samsara](https://www.g2.com/products/samsara/reviews) — 4.5/5 stars (3988 reviews)
- [Motive](https://www.g2.com/products/motive-technologies/reviews) — 4.4/5 stars (2970 reviews)
- [MaintainX](https://www.g2.com/products/maintainx/reviews) — 4.8/5 stars (1508 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [Limble](https://www.g2.com/products/limble/reviews) — 4.8/5 stars (681 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [Fracttal One](https://www.g2.com/products/fracttal-one/reviews) — 4.6/5 stars (601 reviews)
- [Cryotos](https://www.g2.com/products/cryotos/reviews) — 4.6/5 stars (601 reviews)

### Alternatives to ThingsBoard

- [Google Cloud IoT Core](https://www.g2.com/products/google-cloud-iot-core/reviews) — 4.1/5 stars (30 reviews)
- [Datadog](https://www.g2.com/products/datadog/reviews) — 4.4/5 stars (705 reviews)
- [SAP Business Technology Platform](https://www.g2.com/products/sap-business-technology-platform/reviews) — 4.4/5 stars (417 reviews)
- [Azure IoT Hub](https://www.g2.com/products/azure-iot-hub/reviews) — 4.3/5 stars (44 reviews)
- [SensorCloud](https://www.g2.com/products/sensorcloud/reviews) — 4.1/5 stars (23 reviews)
- [Esper](https://www.g2.com/products/esper/reviews) — 4.5/5 stars (238 reviews)
- [ThingSpeak](https://www.g2.com/products/thingspeak/reviews) — 4.3/5 stars (15 reviews)
- [IBM Watson IoT Platform](https://www.g2.com/products/ibm-watson-iot-platform/reviews) — 4.5/5 stars (22 reviews)
- [TrendMiner](https://www.g2.com/products/trendminer/reviews) — 4.6/5 stars (179 reviews)
- [Seeq](https://www.g2.com/products/seeq/reviews) — 4.6/5 stars (150 reviews)

### Alternatives to Tableau

- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.2/5 stars (592 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (691 reviews)
- [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) — 4.1/5 stars (461 reviews)
- [Hex](https://www.g2.com/products/hex-tech-hex/reviews) — 4.5/5 stars (390 reviews)
- [Oracle Analytics Cloud](https://www.g2.com/products/oracle-analytics-cloud/reviews) — 4.1/5 stars (333 reviews)
- [ThoughtSpot](https://www.g2.com/products/thoughtspot/reviews) — 4.4/5 stars (329 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)

---
## Top Discussions

### Kontakt.io

No discussions available for this product.

### ThingsBoard

No discussions available for this product.

### Tableau

- Title: [have you used Tableau Cloud ? for which industry you used and how was your experience?](https://www.g2.com/discussions/have-you-used-tableau-cloud-for-which-industry-you-used-and-how-was-your-experience) — 2 comments, 2 upvotes
  > **Top comment:** "<p>Hello Tausif,</p><p>I haven't used it yet, but I'm keen to explore about it and learn more about it.  I will probably do this when I have more..."
- Title: [How are business intelligence professionals using Tableau's latest visualization tools to interpret complex data sets?](https://www.g2.com/discussions/how-are-business-intelligence-professionals-using-tableau-s-latest-visualization-tools-to-interpret-complex-data-sets) — 2 comments
  > **Top comment:** "It helps in making very complex visualization in just few clicks. The learning curve is also very shallow. I use it to present client't complex data in..."
- Title: [Do I need Tableau Desktop if I have Tableau Server?](https://www.g2.com/discussions/tableau-do-i-need-tableau-desktop-if-i-have-tableau-server) — 2 comments
  > **Top comment:** "It serves your needs well you don't need to switch "
- Title: [What does Tableau Desktop do?](https://www.g2.com/discussions/what-does-tableau-desktop-do) — 2 comments
  > **Top comment:** "Tableau Desktop help create interactive Dashboards offline and publish it to the wider audience through Tableau public. Tableau Desktop is one of the version..."
- Title: [There are lot of challenges like writing the complex logic and backup of jason file, is there any solution in pipeline?](https://www.g2.com/discussions/there-are-lot-of-challenges-like-writing-the-complex-logic-and-backup-of-jason-file-is-there-any-solution-in-pipeline-c33da826-5a3a-4e10-87f8-c8a4ef5b7954) — 2 comments, 1 upvote
  > **Top comment:** "Yes, in order to take backup JASON is the best option yet. Also there are still few challenges for writing the complex logic."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/kontakt-io-vs-thingsboard-vs-tableau)