# Kontakt.io, ThingsBoard vs Datadog Comparison

| | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.4 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 19 | 7 | 705 | 
| **Largest Market Segment** | Small-Business (44.4% of reviews) | Small-Business (50.0% of reviews) | Mid-Market (47.1% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | $0 Per host, per month | 

---
## Top Pros & Cons

### Kontakt.io

**Not enough data**

### ThingsBoard

**Not enough data**

### Datadog

Pros:
- Ease of Use (145 reviews)
- Monitoring (144 reviews)

Cons:
- Expensive (92 reviews)
- Learning Curve (73 reviews)

---
## Ratings Comparison
| Rating | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
  | **Meets Requirements** | 9.0 (15 reviews) | Not enough data | 8.8 (525 reviews) | 
  | **Ease of Use** | 9.1 (15 reviews) | Not enough data | 8.2 (627 reviews) | 
  | **Ease of Setup** | 8.3 (10 reviews) | Not enough data | 8.3 (393 reviews) | 
  | **Ease of Admin** | 8.7 (10 reviews) | Not enough data | 8.3 (233 reviews) | 
  | **Quality of Support** | 9.4 (15 reviews) | Not enough data | 8.3 (466 reviews) | 
  | **Has the product been a good partner in doing business?** | 9.4 (11 reviews) | Not enough data | 8.5 (219 reviews) | 
  | **Product Direction (% positive)** | 10.0 (14 reviews) | Not enough data | 9.0 (509 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

### Datadog

#### Entry-Level Pricing

Plan: Free

Price: $0 Per host, per month

Description: Core collection and visualization features

Key Features:
- Discussion Group Supported
- 1-Day Metric Retention
- Up to 5 Hosts

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

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

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

#### Reports

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | Not enough data | 
| **Steps to Answer** | Not enough data | Not enough data | Not enough data | 
| **Graphs and Charts** | Not enough data | Not enough data | Not enough data | 
| **Score Cards** | Not enough data | Not enough data | Not enough data | 
| **Dashboards** | Not enough data | Not enough data | Not enough data | 

#### Self Service 

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Calculated Fields** | Not enough data | Not enough data | Not enough data | 
| **Data Column Filtering** | Not enough data | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | Not enough data | 
| **Search** | Not enough data | Not enough data | Not enough data | 
| **Collaboration / Workflow** | Not enough data | Not enough data | Not enough data | 
| **Automodeling** | Not enough data | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Predictive Analytics** | Not enough data | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | Not enough data | 
| **Big Data Services** | Not enough data | Not enough data | Not enough data | 

#### Building Reports

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | Not enough data | 
| **Integration APIs** | Not enough data | Not enough data | Not enough data | 

#### Platform

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **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 | 

### Location Intelligence

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

#### Cartography

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Map Design** | 7.3 (5 reviews) | Not enough data | Not enough data | 
| **Vector Mapping ** | 8.1 (6 reviews) | Not enough data | Not enough data | 
| **Data Visualization** | 8.1 (6 reviews) | Not enough data | Not enough data | 
| **Overlaying** | 8.1 (6 reviews) | Not enough data | Not enough data | 

#### Analysis

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Predictive Analysis** | 8.1 (6 reviews) | Not enough data | Not enough data | 
| **Distance Analysis ** | 8.1 (6 reviews) | Not enough data | Not enough data | 
| **Spatial Analysis** | 8.1 (6 reviews) | Not enough data | Not enough data | 
| **Data Stream** | 8.1 (6 reviews) | Not enough data | Not enough data | 

#### Reporting

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Data Transformation** | 8.1 (6 reviews) | Not enough data | Not enough data | 
| **WYSIWYG Design** | 8.1 (6 reviews) | Not enough data | Not enough data | 
| **API Integrations** | 8.1 (6 reviews) | Not enough data | Not enough data | 

### Cloud Cost Management

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Datadog** | 7.8/10 | 8 |

#### Operations

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Scheduling** | Not enough data | Not enough data | 7.8 (6 reviews) | 
| **Automation** | Not enough data | Not enough data | 8.1 (6 reviews) | 
| **Multi-Cloud Management** | Not enough data | Not enough data | 7.1 (8 reviews) | 
| **Usage Monitoring** | Not enough data | Not enough data | 8.0 (5 reviews) | 

#### Cost Optimization

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Spend Forecasting and Optimization ** | Not enough data | Not enough data | 7.7 (8 reviews) | 
| **Recommendations  ** | Not enough data | Not enough data | 7.5 (6 reviews) | 
| **Spend Tracking ** | Not enough data | Not enough data | 7.7 (5 reviews) | 

#### Administration

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Reporting** | Not enough data | Not enough data | 8.3 (6 reviews) | 
| **Dashboards and Visualizations ** | Not enough data | Not enough data | 8.1 (7 reviews) | 
| **Compliance** | Not enough data | Not enough data | 7.3 (5 reviews) | 

#### Agentic AI - Cloud Cost Management

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### Asset Tracking

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

#### Asset Definition

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **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 | Datadog | 
|---|---|---|---|
| **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 | Datadog | 
|---|---|---|---|
| **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 |
| **Datadog** | N/A | N/A |

#### Customization

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

### Website Monitoring

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Datadog** | 8.2/10 | 78 |

#### Functionality

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Baseline** | Not enough data | Not enough data | 8.7 (56 reviews) | 
| **Alerting** | Not enough data | Not enough data | 9.4 (72 reviews) | 
| **Multi-Site Monitoring** | Not enough data | Not enough data | 9.1 (64 reviews) | 
| **Reporting** | Not enough data | Not enough data | 8.8 (58 reviews) | 
| **Multi-Channel Alerting** | Not enough data | Not enough data | 8.9 (58 reviews) | 
| **Location Insights** | Not enough data | Not enough data | 9.0 (51 reviews) | 

#### Agentic AI - Website Monitoring

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 7.3 (5 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 7.3 (5 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 8.3 (5 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 7.3 (5 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 7.3 (5 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 7.3 (5 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 7.3 (5 reviews) | 

### Digital Experience Monitoring (DEM)

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

#### Experience

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Real-Time Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Session Replay** | Not enough data | Not enough data | Not enough data | 
| **Behavioral Analysis** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Digital Experience Monitoring (DEM)

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

#### Management

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Content Management** | Not enough data | Not enough data | Not enough data | 
| **Alerts** | Not enough data | Not enough data | Not enough data | 
| **Budget Analysis** | Not enough data | Not enough data | Not enough data | 

#### Performance

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Uptime Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Performance Monitoring** | Not enough data | Not enough data | Not enough data | 
| **Issue Tracking** | Not enough data | Not enough data | Not enough data | 
| **Resource Monitoring** | Not enough data | Not enough data | Not enough data | 

### Database Monitoring

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Datadog** | 8.7/10 | 111 |

#### Functionality

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Monitoring** | Not enough data | Not enough data | 9.2 (105 reviews) | 
| **Alerting** | Not enough data | Not enough data | 9.1 (106 reviews) | 
| **Logging** | Not enough data | Not enough data | 9.3 (90 reviews) | 
| **Response Time** | Not enough data | Not enough data | 8.9 (105 reviews) | 
| **Reporting** | Not enough data | Not enough data | 8.8 (89 reviews) | 
| **Data Visualization** | Not enough data | Not enough data | 8.9 (94 reviews) | 

#### Agentic AI - Database Monitoring

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 7.0 (5 reviews) | 

### Network Monitoring

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Datadog** | 8.9/10 | 63 |

#### Functionality

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Performance Monitoring** | Not enough data | Not enough data | 9.2 (53 reviews) | 
| **Alerting** | Not enough data | Not enough data | 9.3 (58 reviews) | 
| **Improvement Suggestions** | Not enough data | Not enough data | 8.2 (44 reviews) | 
| **Multi-Network Capability** | Not enough data | Not enough data | 8.5 (46 reviews) | 

#### Monitoring - Network Monitoring

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **360-Degree Network Visibility** | Not enough data | Not enough data | 9.3 (5 reviews) | 
| **Automated Network Discovery** | Not enough data | Not enough data | 9.0 (5 reviews) | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 9.3 (5 reviews) | 

#### Management

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Performance Baseline** | Not enough data | Not enough data | 8.7 (50 reviews) | 
| **Data Visualization** | Not enough data | Not enough data | 9.0 (51 reviews) | 
| **Path Analysis** | Not enough data | Not enough data | 8.8 (48 reviews) | 

#### Analytics - Network Monitoring

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Predictive Performance Analytics** | Not enough data | Not enough data | 9.0 (5 reviews) | 
| **Packet &amp; Flow Analysis** | Not enough data | Not enough data | 9.0 (5 reviews) | 

#### Security - Network Monitoring

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Encrypted Data Transmission** | Not enough data | Not enough data | 9.0 (5 reviews) | 
| **Zero Trust and Identity Management** | Not enough data | Not enough data | 9.0 (5 reviews) | 
| **Integrated Network Security** | Not enough data | Not enough data | 9.0 (5 reviews) | 

#### Network Performance - Network Monitoring

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Dynamic Network Optimization** | Not enough data | Not enough data | 9.0 (5 reviews) | 
| **Automated Tasks Routing** | Not enough data | Not enough data | 9.0 (5 reviews) | 

#### AI Automation - Network Monitoring

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Machine Learning-Based Anomaly Detection** | Not enough data | Not enough data | 8.3 (5 reviews) | 
| **Self-Healing Networks** | Not enough data | Not enough data | 8.7 (5 reviews) | 
| **Predictive Network Maintenance** | Not enough data | Not enough data | 8.7 (5 reviews) | 

#### Agentic AI - Network Monitoring

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### Cloud Infrastructure Monitoring

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Datadog** | 8.3/10 | 144 |

#### Monitoring

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Usage Monitoring** | Not enough data | Not enough data | 8.9 (121 reviews) | 
| **Database Monitoring** | Not enough data | Not enough data | 8.6 (117 reviews) | 
| **API Monitoring** | Not enough data | Not enough data | 8.8 (111 reviews) | 
| **Real-Time Monitoring - Cloud Infrastructure Monitoring** | Not enough data | Not enough data | 8.8 (130 reviews) | 
| **Security and Compliance Monitoring** | Not enough data | Not enough data | 8.3 (8 reviews) | 

#### Administration

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Activity Monitoring** | Not enough data | Not enough data | 8.5 (115 reviews) | 
| **Multi-Cloud Management** | Not enough data | Not enough data | 8.5 (97 reviews) | 
| **Automation** | Not enough data | Not enough data | 8.3 (94 reviews) | 
| **Auto-Scaling &amp; Resource Optimization** | Not enough data | Not enough data | 8.5 (8 reviews) | 

#### Analysis

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Reporting** | Not enough data | Not enough data | 8.5 (113 reviews) | 
| **Dashboards and Visualizations** | Not enough data | Not enough data | 8.9 (122 reviews) | 
| **Spend Forecasting and Optimization** | Not enough data | Not enough data | Feature Not Available | 

#### Agentic AI - Cloud Infrastructure Monitoring

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Multi-step Planning** | Not enough data | Not enough data | 7.9 (8 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 8.8 (8 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 7.3 (8 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 7.5 (8 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 7.9 (8 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 7.9 (7 reviews) | 

#### AI Automation - Cloud Infrastructure Monitoring

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **AI-Powered Anomaly Detection** | Not enough data | Not enough data | 8.1 (8 reviews) | 
| **AI-Driven Insight Recommendations** | Not enough data | Not enough data | 7.5 (8 reviews) | 

### Network Traffic Analysis (NTA)

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Datadog** | 8.6/10 | 13 |

#### Automation

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Metadata Management** | Not enough data | Not enough data | Feature Not Available | 
| **Artificial Intelligence &amp; Machine Learning** | Not enough data | Not enough data | 8.1 (7 reviews) | 
| **Response Automation** | Not enough data | Not enough data | Feature Not Available | 
| **Continuous Analysis** | Not enough data | Not enough data | 8.5 (9 reviews) | 

#### Functionality

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Multi-Network Capability** | Not enough data | Not enough data | 8.7 (10 reviews) | 
| **Anomaly Detection** | Not enough data | Not enough data | 8.0 (10 reviews) | 
| **Network Visibility** | Not enough data | Not enough data | 8.0 (9 reviews) | 
| **Scalability** | Not enough data | Not enough data | 9.2 (10 reviews) | 

#### Incident Management

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Incident Logs** | Not enough data | Not enough data | 8.6 (12 reviews) | 
| **Incident Alerts** | Not enough data | Not enough data | 9.2 (12 reviews) | 
| **Incident Reporting** | Not enough data | Not enough data | 9.0 (12 reviews) | 

### AIOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Datadog** | 9.1/10 | 23 |

#### Functionality

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Artificial Intelligence** | Not enough data | Not enough data | 9.1 (16 reviews) | 
| **Machine Learning** | Not enough data | Not enough data | 8.5 (17 reviews) | 
| **Systems Monitoring** | Not enough data | Not enough data | 9.4 (21 reviews) | 

#### Issue Resolution

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Root Cause Identification** | Not enough data | Not enough data | 9.0 (19 reviews) | 
| **Proactive Identification** | Not enough data | Not enough data | 9.1 (16 reviews) | 
| **Resolution Guidance** | Not enough data | Not enough data | Feature Not Available | 

#### Management

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **System Integration** | Not enough data | Not enough data | 8.7 (19 reviews) | 
| **Alerting** | Not enough data | Not enough data | 9.6 (20 reviews) | 
| **Reporting** | Not enough data | Not enough data | 9.0 (20 reviews) | 

#### Generative AI

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - AIOps Platforms

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### Log Monitoring

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Datadog** | 8.2/10 | 110 |

#### Visibility

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Dashboards and Visualizations** | Not enough data | Not enough data | 8.9 (95 reviews) | 
| **Alerts and Notifications** | Not enough data | Not enough data | 8.9 (92 reviews) | 
| **Reporting** | Not enough data | Not enough data | 8.8 (83 reviews) | 

#### Monitoring and Management

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Automation** | Not enough data | Not enough data | 8.2 (84 reviews) | 
| **Performance Baseline** | Not enough data | Not enough data | 8.7 (86 reviews) | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 9.0 (92 reviews) | 

#### Agentic AI - Log Monitoring

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 7.6 (9 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 7.2 (9 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 8.1 (9 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 7.2 (9 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 8.0 (9 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 7.6 (9 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 7.6 (9 reviews) | 

### Server Monitoring

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Datadog** | 8.2/10 | 80 |

#### Visibility 

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Dashboards and Visualizations** | Not enough data | Not enough data | 8.9 (78 reviews) | 
| **Alerts and Notifications** | Not enough data | Not enough data | 8.7 (73 reviews) | 
| **Reporting** | Not enough data | Not enough data | 8.3 (71 reviews) | 

#### Monitoring and Management

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Multi-Server Management** | Not enough data | Not enough data | 8.4 (71 reviews) | 
| **Automation** | Not enough data | Not enough data | 7.6 (66 reviews) | 
| **Performance Baseline** | Not enough data | Not enough data | 8.4 (68 reviews) | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 9.0 (72 reviews) | 
| **Immediate Alert Notification** | Not enough data | Not enough data | 8.8 (67 reviews) | 
| **Proactive Server Monitoring Software** | Not enough data | Not enough data | 8.3 (72 reviews) | 

#### Cloud environment support

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Server Monitoring For Cloud Deployments** | Not enough data | Not enough data | 8.1 (62 reviews) | 
| **Software Scaling** | Not enough data | Not enough data | 8.0 (59 reviews) | 

#### Agentic AI - Server Monitoring

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 7.5 (6 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 8.3 (6 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 8.9 (6 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 7.2 (6 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 7.8 (6 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 7.2 (6 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 8.1 (6 reviews) | 

### Enterprise Monitoring

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Datadog** | 8.3/10 | 70 |

#### Functionality

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Diverse Systems Monitoring** | Not enough data | Not enough data | 8.7 (50 reviews) | 
| **Real-Time Analytics** | Not enough data | Not enough data | 8.8 (50 reviews) | 
| **Observability** | Not enough data | Not enough data | 9.1 (62 reviews) | 
| **AI/ML Integration** | Not enough data | Not enough data | 7.9 (43 reviews) | 

#### Management

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Single Pane of Glass** | Not enough data | Not enough data | 8.7 (54 reviews) | 
| **Dashboards and Visualization** | Not enough data | Not enough data | 8.6 (58 reviews) | 
| **Performance Baselines** | Not enough data | Not enough data | 8.2 (44 reviews) | 
| **Alerting** | Not enough data | Not enough data | 9.0 (54 reviews) | 

#### Agentic AI - Enterprise Monitoring

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 7.8 (9 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 8.3 (9 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 8.0 (10 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 8.1 (9 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 7.5 (10 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 8.2 (10 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 8.1 (9 reviews) | 

### IoT Analytics Platforms

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

#### Data Sources

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **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 | Datadog | 
|---|---|---|---|
| **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 | Datadog | 
|---|---|---|---|
| **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 |
| **Datadog** | N/A | N/A |

#### Device Recognition

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **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 | Datadog | 
|---|---|---|---|
| **Device Status** | Not enough data | Not enough data | Not enough data | 
| **Alerts &amp; 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 | Datadog | 
|---|---|---|---|
| **Remote Configuration** | Not enough data | Not enough data | Not enough data | 
| **Event Triggering** | Not enough data | Not enough data | Not enough data | 
| **Device Diagnostics &amp; Repair** | Not enough data | Not enough data | Feature Not Available | 
| **Firmware Updates** | Not enough data | Not enough data | Feature Not Available | 

### Medical IoT

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

#### Systems Management

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **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 | Datadog | 
|---|---|---|---|
| **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 | 

### Log Analysis

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Datadog** | 8.3/10 | 82 |

#### Data Preparation

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Data Sources** | Not enough data | Not enough data | 8.6 (66 reviews) ✓ Verified | 
| **Indexing** | Not enough data | Not enough data | 8.5 (65 reviews) ✓ Verified | 
| **Automated Tagging** | Not enough data | Not enough data | 8.0 (62 reviews) ✓ Verified | 
| **Data Blending** | Not enough data | Not enough data | 8.0 (64 reviews) ✓ Verified | 

#### Analysis

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Track Trends** | Not enough data | Not enough data | 8.6 (61 reviews) ✓ Verified | 
| **Detect Anomalies** | Not enough data | Not enough data | 8.4 (68 reviews) ✓ Verified | 
| **Metric and Event Data** | Not enough data | Not enough data | 8.8 (68 reviews) ✓ Verified | 
| **Search** | Not enough data | Not enough data | 8.5 (71 reviews) ✓ Verified | 
| **Alerts** | Not enough data | Not enough data | 8.6 (62 reviews) ✓ Verified | 
| **Live Tail** | Not enough data | Not enough data | 8.8 (60 reviews) ✓ Verified | 

#### Visualization

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Dashboards** | Not enough data | Not enough data | 8.9 (75 reviews) ✓ Verified | 
| **Data Discovery** | Not enough data | Not enough data | 8.7 (64 reviews) ✓ Verified | 

#### Agentic AI - Log Analysis

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 7.8 (6 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 7.8 (6 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 8.9 (6 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 7.8 (6 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 8.1 (6 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 7.5 (6 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 7.8 (6 reviews) | 

### Application Performance Monitoring (APM)

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Datadog** | 8.3/10 | 147 |

#### Monitoring

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Performance Baselines** | Not enough data | Not enough data | 8.6 (113 reviews) | 
| **Performance Analysis** | Not enough data | Not enough data | 8.9 (106 reviews) | 
| **Performance Monitoring** | Not enough data | Not enough data | 8.9 (118 reviews) | 
| **AI/ML Assistance** | Not enough data | Not enough data | 7.3 (99 reviews) | 
| **Multi-System Monitoring** | Not enough data | Not enough data | 8.4 (105 reviews) | 

#### Response

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Dashboards and Visualization** | Not enough data | Not enough data | 8.9 (123 reviews) | 
| **Incident Alerting** | Not enough data | Not enough data | 8.8 (110 reviews) | 
| **Root Cause Analysis (RCA)** | Not enough data | Not enough data | 8.0 (107 reviews) | 

#### Agentic AI - Application Performance Monitoring (APM)

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 7.4 (13 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 8.1 (13 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 7.9 (13 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 8.1 (13 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 7.8 (13 reviews) | 

#### Performance

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Real User Monitoring (RUM)** | Not enough data | Not enough data | 8.5 (118 reviews) | 
| **Second by Second Metrics** | Not enough data | Not enough data | 8.3 (103 reviews) | 

#### Functionality

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Synthetic Monitoring** | Not enough data | Not enough data | 8.5 (106 reviews) | 
| **Dynamic Transaction Mapping** | Not enough data | Not enough data | 8.1 (96 reviews) | 
| **Load Balancing** | Not enough data | Not enough data | Feature Not Available | 
| **Cloud Observability** | Not enough data | Not enough data | 8.5 (112 reviews) | 

### Container Monitoring

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Datadog** | 8.5/10 | 52 |

#### Alerts management

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Multi-mode alerts** | Not enough data | Not enough data | 8.7 (43 reviews) | 
| **Opimization alerts** | Not enough data | Not enough data | 8.0 (45 reviews) | 
| **Incident alerts** | Not enough data | Not enough data | 8.6 (47 reviews) | 

#### Monitoring

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Resource utilization** | Not enough data | Not enough data | 8.6 (39 reviews) | 
| **Real-time monitoring** | Not enough data | Not enough data | 9.1 (41 reviews) | 
| **Performance baseline** | Not enough data | Not enough data | 8.7 (43 reviews) | 
| **API monitoring** | Not enough data | Not enough data | 9.0 (38 reviews) | 

#### Automation

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Resolution automation** | Not enough data | Not enough data | 8.2 (38 reviews) | 
| **Automation** | Not enough data | Not enough data | 8.4 (36 reviews) | 

#### Analysis

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Search** | Not enough data | Not enough data | 8.2 (41 reviews) | 
| **Reporting** | Not enough data | Not enough data | 8.3 (44 reviews) | 
| **Visualization** | Not enough data | Not enough data | 9.1 (43 reviews) | 
| **Track trends** | Not enough data | Not enough data | 8.5 (42 reviews) | 

#### Issue Resolution

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Root cause identification** | Not enough data | Not enough data | 8.3 (37 reviews) | 
| **Resolution guidance** | Not enough data | Not enough data | 7.6 (39 reviews) | 
| **Proactive identification** | Not enough data | Not enough data | 8.4 (35 reviews) | 

### IT Alerting

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Datadog** | 8.0/10 | 18 |

#### Generative AI

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 7.5 (17 reviews) | 

#### Agentic AI - IT Alerting

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 7.4 (7 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 7.9 (7 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 8.8 (7 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 7.9 (7 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 8.1 (6 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 7.9 (7 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 8.3 (7 reviews) | 

### Observability Pipeline

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Datadog** | 7.1/10 | 9 |

#### Data Management - Observability Pipeline

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Data Storage** | Not enough data | Not enough data | 7.8 (6 reviews) | 
| **Data Optimization and Reduction** | Not enough data | Not enough data | 8.0 (9 reviews) | 
| **Data Migration** | Not enough data | Not enough data | 7.4 (7 reviews) | 
| **Log Context Enrichment** | Not enough data | Not enough data | 7.5 (6 reviews) | 
| **Data Format Transformation** | Not enough data | Not enough data | 7.0 (9 reviews) | 

#### Performance - Observability Pipeline

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Cost Reduction** | Not enough data | Not enough data | 6.7 (8 reviews) | 
| **Pipeline Visualization** | Not enough data | Not enough data | 8.1 (9 reviews) | 
| **Platform Agnostic Integration** | Not enough data | Not enough data | 7.0 (9 reviews) | 

#### AI - Observability Pipeline

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Root Cause Analysis** | Not enough data | Not enough data | 6.4 (7 reviews) | 
| **Alert Fatigue Reduction** | Not enough data | Not enough data | 6.1 (6 reviews) | 
| **Anomaly Detection** | Not enough data | Not enough data | 6.7 (6 reviews) | 

#### Compliance - Observability Pipeline

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Compliance Maintenance** | Not enough data | Not enough data | 6.9 (6 reviews) | 
| **Sensitive Data Detection** | Not enough data | Not enough data | 6.1 (6 reviews) | 

#### Agentic AI - Observability Pipeline

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### Observability Software

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Datadog** | 8.7/10 | 13 |

#### Telemetry Collection &amp; Ingestion - Observability

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Multi-Telemetry Ingestion** | Not enough data | Not enough data | 8.3 (10 reviews) | 
| **OpenTelemetry Support** | Not enough data | Not enough data | 8.8 (8 reviews) | 

#### Agentic AI - Observability Software

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

#### Visualization &amp; Dashboards - Observability

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Service Dependency Mapping** | Not enough data | Not enough data | 8.7 (9 reviews) | 
| **Unified Dashboard** | Not enough data | Not enough data | 9.0 (10 reviews) | 
| **Trace Visualization** | Not enough data | Not enough data | 8.8 (8 reviews) | 

#### Correlation &amp; Root Cause Analysis - Observability

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Cross-Telemetry Correlation** | Not enough data | Not enough data | 9.2 (10 reviews) | 
| **Root Cause Detection** | Not enough data | Not enough data | 8.3 (9 reviews) | 
| **Intelligent Alerting** | Not enough data | Not enough data | 8.7 (10 reviews) | 

#### Scalability &amp; Ecosystem Integration - Observability

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Kubernetes Monitoring** | Not enough data | Not enough data | 9.3 (9 reviews) | 
| **Hybrid/Multi-Cloud Support** | Not enough data | Not enough data | 8.5 (8 reviews) | 

#### AI Features - Observability

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Predictive Insights** | Not enough data | Not enough data | 7.9 (8 reviews) | 
| **AI-Generated Incident Summaries** | Not enough data | Not enough data | 8.8 (8 reviews) | 
| **AI Anomaly Detection** | Not enough data | Not enough data | 8.3 (8 reviews) | 

### Smart Spaces

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

#### Space Intelligence &amp; Analytics - Smart Spaces

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **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 &amp; Device Integration - Smart Spaces

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Smart Device Management** | Not enough data | Not enough data | Not enough data | 
| **API &amp; 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 &amp; Experience - Smart Spaces

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

### Security Information and Event Management (SIEM)

| Product | Score | Reviews |
|---|---|---|
| **Kontakt.io** | N/A | N/A |
| **ThingsBoard** | N/A | N/A |
| **Datadog** | 8.8/10 | 15 |

#### Network Management

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Activity Monitoring** | Not enough data | Not enough data | 8.9 (12 reviews) | 
| **Asset Management** | Not enough data | Not enough data | 8.3 (11 reviews) | 
| **Log Management** | Not enough data | Not enough data | 9.5 (13 reviews) | 

#### Incident Management

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Event Management** | Not enough data | Not enough data | 9.3 (12 reviews) | 
| **Automated Response** | Not enough data | Not enough data | 9.2 (11 reviews) | 
| **Incident Reporting** | Not enough data | Not enough data | 9.2 (12 reviews) | 

#### Security Intelligence

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Threat Intelligence** | Not enough data | Not enough data | 7.9 (12 reviews) | 
| **Vulnerability Assessment** | Not enough data | Not enough data | 8.0 (10 reviews) | 
| **Advanced Analytics** | Not enough data | Not enough data | 8.8 (11 reviews) | 
| **Data Examination** | Not enough data | Not enough data | 8.6 (13 reviews) | 

#### Agentic AI - Security Information and Event Management (SIEM)

| Feature | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

---
## 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 Datadog (21):** [Observability Pipeline Software](https://www.g2.com/categories/observability-pipeline), [Observability Software](https://www.g2.com/categories/observability-software), [Enterprise Monitoring Software](https://www.g2.com/categories/enterprise-monitoring), [Server Monitoring Software](https://www.g2.com/categories/server-monitoring), [Log Monitoring Software](https://www.g2.com/categories/log-monitoring), [AIOps Tools](https://www.g2.com/categories/aiops-platforms), [Network Traffic Analysis (NTA) Software](https://www.g2.com/categories/network-traffic-analysis-nta), [Database Monitoring Tools](https://www.g2.com/categories/database-monitoring), [IoT Device Management Platforms](https://www.g2.com/categories/iot-device-management-platforms), [IoT Analytics Platforms](https://www.g2.com/categories/iot-analytics-platforms), [Website Monitoring Software](https://www.g2.com/categories/website-monitoring), [Cloud Infrastructure Monitoring  Software](https://www.g2.com/categories/cloud-infrastructure-monitoring), [IT Alerting Software](https://www.g2.com/categories/it-alerting), [Container Monitoring Tools](https://www.g2.com/categories/container-monitoring-tools), [Log Analysis Software](https://www.g2.com/categories/log-analysis), [Security Information and Event Management (SIEM) Software](https://www.g2.com/categories/security-information-and-event-management-siem), [API Marketplaces](https://www.g2.com/categories/api-marketplace), [Application Performance Monitoring (APM) Tools](https://www.g2.com/categories/application-performance-monitoring-apm), [Network Monitoring Software](https://www.g2.com/categories/network-monitoring), [Cloud Cost Management Tools](https://www.g2.com/categories/cloud-cost-management), [Digital Experience Monitoring (DEM) Software](https://www.g2.com/categories/digital-experience-monitoring-dem)


---
## Reviewer Demographics

### By Company Size

| Segment | Kontakt.io | ThingsBoard | Datadog | 
|---|---|---|---|
| **Small-Business** | 44.4% | 50.0% | 19.3% | 
| **Mid-Market** | 38.9% | 33.3% | 47.1% | 
| **Enterprise** | 16.7% | 16.7% | 33.6% | 

### By Industry

#### Kontakt.io

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

#### ThingsBoard

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

#### Datadog

- **Information Technology and Services:** 18.5%
- **Computer Software:** 18.0%
- **Financial Services:** 8.7%
- **Internet:** 4.1%
- **Computer &amp; Network Security:** 3.3%
- **Retail:** 2.9%
- **Banking:** 2.5%
- **Hospital &amp; Health Care:** 2.3%
- **Insurance:** 1.9%
- **Health, Wellness and Fitness:** 1.6%
- **Other:** 36.2%

---
## 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)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3650 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)
- [Limble](https://www.g2.com/products/limble/reviews) — 4.8/5 stars (681 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 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)

### Alternatives to ThingsBoard

- [Google Cloud IoT Core](https://www.g2.com/products/google-cloud-iot-core/reviews) — 4.1/5 stars (30 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)
- [Cumulocity](https://www.g2.com/products/cumulocity/reviews) — 4.3/5 stars (13 reviews)

### Alternatives to Datadog

- [Dynatrace](https://www.g2.com/products/dynatrace/reviews) — 4.5/5 stars (1363 reviews)
- [IBM Instana](https://www.g2.com/products/ibm-instana/reviews) — 4.4/5 stars (476 reviews)
- [Checkmk](https://www.g2.com/products/checkmk/reviews) — 4.7/5 stars (293 reviews)
- [Coralogix](https://www.g2.com/products/coralogix/reviews) — 4.6/5 stars (343 reviews)
- [LogicMonitor](https://www.g2.com/products/logicmonitor/reviews) — 4.5/5 stars (636 reviews)
- [New Relic](https://www.g2.com/products/new-relic/reviews) — 4.4/5 stars (583 reviews)
- [Better Stack](https://www.g2.com/products/better-stack/reviews) — 4.8/5 stars (319 reviews)
- [Site24x7](https://www.g2.com/products/site24x7/reviews) — 4.6/5 stars (431 reviews)
- [Sumo Logic](https://www.g2.com/products/sumo-logic/reviews) — 4.3/5 stars (397 reviews)
- [Splunk AppDynamics](https://www.g2.com/products/splunk-appdynamics/reviews) — 4.3/5 stars (375 reviews)

---
## Top Discussions

### Kontakt.io

No discussions available for this product.

### ThingsBoard

No discussions available for this product.

### Datadog

- Title: [What is the use of Datadog?](https://www.g2.com/discussions/what-is-the-use-of-datadog) — 3 comments
  > **Top comment:** "Datadog is a software platform that facilitates data sharing across various teams within an organization, thereby breaking down silos between development,..."
- Title: [Does Datadog use AWS?](https://www.g2.com/discussions/does-datadog-use-aws) — 2 comments
  > **Top comment:** "Yes, the backbone of Datadog infrastructure is sitting within AWS."
- Title: [Does it preserves history of logs?](https://www.g2.com/discussions/15058-does-it-preserves-history-of-logs) — 1 comment, 1 upvote
  > **Top comment:** "Depends on your plan, log retention can be 7,15, 30 days etc, for long term you need to setup s3 archiving"

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

