# Spotfire Analytics, WeighMAST vs IBM Cognos Analytics Comparison

| | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Star Rating** | 4.2 out of 5 | 5.0 out of 5 | 4.1 out of 5 | 
| **Total Reviews** | 362 | 5 | 478 | 
| **Largest Market Segment** | Enterprise (51.6% of reviews) | Small-Business (75.0% of reviews) | Enterprise (58.5% of reviews) | 
| **Entry Level Price** | Free Trial | Free 1 License | Starting at $44.90 1 User Per Month | 

---
## Top Pros & Cons

### Spotfire Analytics

Pros:
- Data Visualization (14 reviews)
- Ease of Use (14 reviews)

Cons:
- Learning Curve (8 reviews)
- Learning Difficulty (6 reviews)

### WeighMAST

**Not enough data**

### IBM Cognos Analytics

Pros:
- Ease of Use (20 reviews)
- Analytics (15 reviews)

Cons:
- Learning Curve (9 reviews)
- Expensive (6 reviews)

---
## Ratings Comparison
| Rating | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
  | **Meets Requirements** | 8.6 (283 reviews) | Not enough data | 8.2 (327 reviews) | 
  | **Ease of Use** | 8.1 (284 reviews) | Not enough data | 7.5 (350 reviews) | 
  | **Ease of Setup** | 7.7 (137 reviews) | Not enough data | 7.2 (208 reviews) | 
  | **Ease of Admin** | 7.8 (112 reviews) | Not enough data | 7.0 (143 reviews) | 
  | **Quality of Support** | 7.8 (248 reviews) | Not enough data | 7.5 (292 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.4 (111 reviews) | Not enough data | 7.8 (139 reviews) | 
  | **Product Direction (% positive)** | 7.9 (280 reviews) | Not enough data | 7.8 (308 reviews) | 

---
## Pricing

### Spotfire Analytics

#### Entry-Level Pricing

Plan: Spotfire Free Trial

Price: Free Trial

Description: Try Spotfire for yourself and visualize your data unlike ever before.
Spotfire is the most complete visual data science solution in the market. Take advantage of this data visualization free trial offer today, and see how easy it is to discover new insights from your data. 

Key Features:
- https://buy.spotfire.com/try/

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

#### Free Trial

Yes

### WeighMAST

#### Entry-Level Pricing

Plan: Essential

Price: Free 1 License

Description: This edition provides the basic weighbridge data capturing, perfect for a small business using a single weighbridge, for free!

Key Features:
- Weighbridge software
- Weighment Receipt design
- Add company logo

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

#### Free Trial

Yes

### IBM Cognos Analytics

#### Entry-Level Pricing

Plan: Cognos® Analytics On Demand  - Premium

Price: Starting at $44.90 1 User Per Month

Description: A fully managed solution for up to 200 users
• AI Agents, reporting, data discovery and dashboarding
• Upgrades, infrastructure and scaling
• Mix and match licenses based on user requirements in one tenant
• No minimum quantity, pay as you grow


Key Features:
- https://www.ibm.com/marketplace/purchase/configuration/en/us/checkout?editionID=EID2RPAX
- All Standard features +
- Create, run and schedule reports

[Browse all 3 editions](https://www.g2.com/products/ibm-cognos-analytics/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Spotfire Analytics** | 8.2/10 | 236 |
| **WeighMAST** | N/A | N/A |
| **IBM Cognos Analytics** | 8.6/10 | 272 |

#### Reports

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Reports Interface** | 8.3 (192 reviews) ✓ Verified | Not enough data | 8.1 (211 reviews) ✓ Verified | 
| **Steps to Answer** | 7.9 (184 reviews) ✓ Verified | Not enough data | 7.6 (164 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.8 (209 reviews) ✓ Verified | Not enough data | 8.1 (195 reviews) ✓ Verified | 
| **Score Cards** | 8.1 (170 reviews) ✓ Verified | Not enough data | 7.7 (144 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (199 reviews) ✓ Verified | Not enough data | 7.9 (189 reviews) ✓ Verified | 

#### Self Service 

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Calculated Fields** | 8.5 (198 reviews) ✓ Verified | Not enough data | 8.1 (176 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.6 (204 reviews) ✓ Verified | Not enough data | 8.5 (194 reviews) ✓ Verified | 
| **Data Discovery** | 8.3 (186 reviews) ✓ Verified | Not enough data | 8.0 (180 reviews) ✓ Verified | 
| **Search** | 7.8 (179 reviews) ✓ Verified | Not enough data | 7.7 (164 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 7.8 (168 reviews) ✓ Verified | Not enough data | 7.6 (160 reviews) ✓ Verified | 
| **Automodeling** | 7.4 (140 reviews) ✓ Verified | Not enough data | 7.3 (126 reviews) ✓ Verified | 

#### Advanced Analytics

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Predictive Analytics** | 8.0 (156 reviews) ✓ Verified | Not enough data | 7.8 (132 reviews) ✓ Verified | 
| **Data Visualization** | 8.9 (203 reviews) ✓ Verified | Not enough data | 8.0 (169 reviews) ✓ Verified | 
| **Big Data Services** | 8.1 (156 reviews) ✓ Verified | Not enough data | 8.0 (123 reviews) | 

#### Building Reports

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Data Transformation** | 8.5 (113 reviews) ✓ Verified | Not enough data | 8.2 (122 reviews) ✓ Verified | 
| **Data Modeling** | 8.2 (105 reviews) ✓ Verified | Not enough data | 8.1 (123 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (84 reviews) ✓ Verified | Not enough data | 7.9 (108 reviews) ✓ Verified | 
| **Integration APIs** | 8.0 (85 reviews) ✓ Verified | Not enough data | 7.5 (92 reviews) ✓ Verified | 

#### Platform

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **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 | 

### Data Visualization

| Product | Score | Reviews |
|---|---|---|
| **Spotfire Analytics** | 8.3/10 | 233 |
| **WeighMAST** | N/A | N/A |
| **IBM Cognos Analytics** | N/A | N/A |

#### Reports

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Reports Interface** | 8.3 (192 reviews) ✓ Verified | Not enough data | 8.1 (211 reviews) ✓ Verified | 
| **Steps to Answer** | 7.9 (184 reviews) ✓ Verified | Not enough data | 7.6 (164 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.8 (209 reviews) ✓ Verified | Not enough data | 8.1 (195 reviews) ✓ Verified | 
| **Score Cards** | 8.1 (170 reviews) ✓ Verified | Not enough data | 7.7 (144 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (199 reviews) ✓ Verified | Not enough data | 7.9 (189 reviews) ✓ Verified | 

#### Reports

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Reports Interface** | 8.6 (6 reviews) | Not enough data | Not enough data | 
| **Share Reports** | 8.1 (6 reviews) | Not enough data | Not enough data | 
| **Steps to Answer** | 7.8 (6 reviews) | Not enough data | Not enough data | 

#### Generative AI

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **AI Text Generation** | 8.3 (6 reviews) | Not enough data | Not enough data | 
| **AI Text Summarization** | 8.1 (6 reviews) | Not enough data | Not enough data | 

#### Visualization

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Graphs and Charts** | 8.1 (6 reviews) | Not enough data | Not enough data | 
| **Score Cards** | 8.3 (6 reviews) | Not enough data | Not enough data | 
| **Dashboards** | 8.3 (6 reviews) | Not enough data | Not enough data | 
| **Formats** | 8.3 (6 reviews) | Not enough data | Not enough data | 

#### Data Updates

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Historical Snapshots** | 8.3 (6 reviews) | Not enough data | Not enough data | 
| **Real-Time Updating** | 8.6 (6 reviews) | Not enough data | Not enough data | 

#### Collaboration

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Sharing** | 8.6 (7 reviews) | Not enough data | Not enough data | 
| **Co-Editing** | 7.3 (5 reviews) | Not enough data | Not enough data | 
| **Devices** | 8.1 (6 reviews) | Not enough data | Not enough data | 

#### Data Updates

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Historical Snapshots** | 8.3 (6 reviews) | Not enough data | Not enough data | 
| **Real-Time Updating** | 8.1 (6 reviews) | Not enough data | Not enough data | 
| **Email Reports** | 8.6 (6 reviews) | Not enough data | Not enough data | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Spotfire Analytics** | 8.2/10 | 236 |
| **WeighMAST** | N/A | N/A |
| **IBM Cognos Analytics** | 8.1/10 | 282 |

#### Reports

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Reports Interface** | 8.3 (192 reviews) ✓ Verified | Not enough data | 8.1 (211 reviews) ✓ Verified | 
| **Steps to Answer** | 7.9 (184 reviews) ✓ Verified | Not enough data | 7.6 (164 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.8 (209 reviews) ✓ Verified | Not enough data | 8.1 (195 reviews) ✓ Verified | 
| **Score Cards** | 8.1 (170 reviews) ✓ Verified | Not enough data | 7.7 (144 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (199 reviews) ✓ Verified | Not enough data | 7.9 (189 reviews) ✓ Verified | 

#### Data Preparation

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Connectors** | 8.4 (71 reviews) ✓ Verified | Not enough data | 8.2 (73 reviews) ✓ Verified | 
| **Data Governance** | 7.8 (65 reviews) ✓ Verified | Not enough data | 8.4 (75 reviews) ✓ Verified | 

#### Data Modeling and Blending

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Data Querying** | 8.5 (77 reviews) ✓ Verified | Not enough data | 8.4 (77 reviews) ✓ Verified | 
| **Data Filtering** | 8.4 (81 reviews) ✓ Verified | Not enough data | 8.5 (77 reviews) ✓ Verified | 
| **Data Blending** | 8.4 (75 reviews) ✓ Verified | Not enough data | 8.3 (77 reviews) ✓ Verified | 

#### Generative AI

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **AI Text Generation** | 7.4 (31 reviews) | Not enough data | 7.3 (37 reviews) | 
| **AI Text Summarization** | 7.1 (32 reviews) | Not enough data | 7.5 (37 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 7.7 (10 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 8.0 (9 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 7.6 (9 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 8.0 (9 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 8.0 (10 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 8.0 (10 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 7.8 (10 reviews) | 

#### Self Service 

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Calculated Fields** | 8.5 (198 reviews) ✓ Verified | Not enough data | 8.1 (176 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.6 (204 reviews) ✓ Verified | Not enough data | 8.5 (194 reviews) ✓ Verified | 
| **Data Discovery** | 8.3 (186 reviews) ✓ Verified | Not enough data | 8.0 (180 reviews) ✓ Verified | 
| **Search** | 7.8 (179 reviews) ✓ Verified | Not enough data | 7.7 (164 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 7.8 (168 reviews) ✓ Verified | Not enough data | 7.6 (160 reviews) ✓ Verified | 
| **Automodeling** | 7.4 (140 reviews) ✓ Verified | Not enough data | 7.3 (126 reviews) ✓ Verified | 

#### Deployment & Integration - Analytics Platforms

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **No-code Dashboard Builder** | Not enough data | Not enough data | 8.1 (7 reviews) | 
| **Report Scheduling and Automation** | Not enough data | Not enough data | 8.9 (11 reviews) | 
| **Embedded Analytics and White-labeling** | Not enough data | Not enough data | 8.3 (7 reviews) | 
| **Data Source Connectivity** | Not enough data | Not enough data | 8.5 (8 reviews) | 

#### Advanced Analytics

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Predictive Analytics** | 8.0 (156 reviews) ✓ Verified | Not enough data | 7.8 (132 reviews) ✓ Verified | 
| **Data Visualization** | 8.9 (203 reviews) ✓ Verified | Not enough data | 8.0 (169 reviews) ✓ Verified | 
| **Big Data Services** | 8.1 (156 reviews) ✓ Verified | Not enough data | 8.0 (123 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Large data handling and Query Speed** | Not enough data | Not enough data | 8.2 (15 reviews) | 
| **Concurrent User Support** | Not enough data | Not enough data | 8.8 (7 reviews) | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Data Modeling and Governance** | Not enough data | Not enough data | 9.3 (12 reviews) | 
| **Notebook and Script Integration** | Not enough data | Not enough data | 8.9 (6 reviews) | 
| **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | 8.8 (7 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | Not enough data | 9.3 (9 reviews) | 
| **Natural Language Queries** | Not enough data | Not enough data | 8.8 (7 reviews) | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | Not enough data | 7.8 (6 reviews) | 
| **AI Agents for Analytical Follow-ups** | Not enough data | Not enough data | Feature Not Available | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | Not enough data | Feature Not Available | 
| **Role-based Insight Personalization** | Not enough data | Not enough data | 7.8 (6 reviews) | 
| **Conversational and Prompt-based Analytics** | Not enough data | Not enough data | 8.1 (6 reviews) | 

#### Building Reports

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Data Transformation** | 8.5 (113 reviews) ✓ Verified | Not enough data | 8.2 (122 reviews) ✓ Verified | 
| **Data Modeling** | 8.2 (105 reviews) ✓ Verified | Not enough data | 8.1 (123 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (84 reviews) ✓ Verified | Not enough data | 7.9 (108 reviews) ✓ Verified | 
| **Integration APIs** | 8.0 (85 reviews) ✓ Verified | Not enough data | 7.5 (92 reviews) ✓ Verified | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Spotfire Analytics** | 8.1/10 | 236 |
| **WeighMAST** | N/A | N/A |
| **IBM Cognos Analytics** | 8.6/10 | 270 |

#### Reports

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Reports Interface** | 8.3 (192 reviews) ✓ Verified | Not enough data | 8.1 (211 reviews) ✓ Verified | 
| **Steps to Answer** | 7.9 (184 reviews) ✓ Verified | Not enough data | 7.6 (164 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.8 (209 reviews) ✓ Verified | Not enough data | 8.1 (195 reviews) ✓ Verified | 
| **Score Cards** | 8.1 (170 reviews) ✓ Verified | Not enough data | 7.7 (144 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (199 reviews) ✓ Verified | Not enough data | 7.9 (189 reviews) ✓ Verified | 

#### Self Service 

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Calculated Fields** | 8.5 (198 reviews) ✓ Verified | Not enough data | 8.1 (176 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.6 (204 reviews) ✓ Verified | Not enough data | 8.5 (194 reviews) ✓ Verified | 
| **Data Discovery** | 8.3 (186 reviews) ✓ Verified | Not enough data | 8.0 (180 reviews) ✓ Verified | 
| **Search** | 7.8 (179 reviews) ✓ Verified | Not enough data | 7.7 (164 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 7.8 (168 reviews) ✓ Verified | Not enough data | 7.6 (160 reviews) ✓ Verified | 
| **Automodeling** | 7.4 (140 reviews) ✓ Verified | Not enough data | 7.3 (126 reviews) ✓ Verified | 

#### Building Reports

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Data Transformation** | 8.5 (113 reviews) ✓ Verified | Not enough data | 8.2 (122 reviews) ✓ Verified | 
| **Data Modeling** | 8.2 (105 reviews) ✓ Verified | Not enough data | 8.1 (123 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (84 reviews) ✓ Verified | Not enough data | 7.9 (108 reviews) ✓ Verified | 
| **Integration APIs** | 8.0 (85 reviews) ✓ Verified | Not enough data | 7.5 (92 reviews) ✓ Verified | 

### Data Virtualization

| Product | Score | Reviews |
|---|---|---|
| **Spotfire Analytics** | N/A | N/A |
| **WeighMAST** | N/A | N/A |
| **IBM Cognos Analytics** | N/A | N/A |

#### Administration

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Database Management** | Not enough data | Not enough data | Not enough data | 
| **Access Control** | Not enough data | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | Not enough data | 

#### Federation

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Architecture** | Not enough data | Not enough data | Not enough data | 
| **Provisioning** | Not enough data | Not enough data | Not enough data | 
| **Orchestration** | Not enough data | Not enough data | Not enough data | 
| **API / Integrations** | Not enough data | Not enough data | Not enough data | 

#### Transformation

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | Not enough data | 
| **Application Performance** | Not enough data | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | 

### Statistical Analysis

| Product | Score | Reviews |
|---|---|---|
| **Spotfire Analytics** | N/A | N/A |
| **WeighMAST** | N/A | N/A |
| **IBM Cognos Analytics** | N/A | N/A |

#### Administration

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Quality Control** | Not enough data | Not enough data | Not enough data | 
| **Data Sampling** | Not enough data | Not enough data | Not enough data | 
| **Collaboration** | Not enough data | Not enough data | Not enough data | 

#### Capabilities

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | Not enough data | 
| **Survival Analysis** | Not enough data | Not enough data | Not enough data | 
| **Risk Data Attributes** | Not enough data | Not enough data | Not enough data | 
| **Cost Analysis** | Not enough data | Not enough data | Not enough data | 

#### Methodology

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **ANOVA Support** | Not enough data | Not enough data | Not enough data | 
| **Regression** | Not enough data | Not enough data | Not enough data | 
| **Time Series Analysis** | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Spotfire Analytics** | N/A | N/A |
| **WeighMAST** | N/A | N/A |
| **IBM Cognos Analytics** | N/A | N/A |

#### System

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | Not enough data | Not enough data | 

#### Model Development

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Language Support** | Not enough data | Not enough data | Not enough data | 
| **Drag and Drop** | Not enough data | Not enough data | Not enough data | 
| **Pre-Built Algorithms** | Not enough data | Not enough data | Not enough data | 
| **Model Training** | Feature Not Available | Not enough data | Not enough data | 

#### Model Development

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Feature Engineering** | Not enough data | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Computer Vision** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Generation** | Not enough data | Not enough data | Not enough data | 
| **Artificial Neural Networks** | Not enough data | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Natural Language Understanding** | Not enough data | Not enough data | Not enough data | 
| **Deep Learning** | Not enough data | Not enough data | Not enough data | 

#### Deployment

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Managed Service** | Not enough data | Not enough data | Not enough data | 
| **Application** | Not enough data | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 
| **AI Text-to-Image** | Not enough data | Not enough data | Not enough data | 

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

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **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 | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Spotfire Analytics** | N/A | N/A |
| **WeighMAST** | N/A | N/A |
| **IBM Cognos Analytics** | N/A | N/A |

#### Integration - Machine Learning

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Integration** | Not enough data | Not enough data | Not enough data | 

#### Learning - Machine Learning

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Training Data** | Not enough data | Not enough data | Not enough data | 
| **Actionable Insights** | Not enough data | Not enough data | Not enough data | 
| **Algorithm** | Not enough data | Not enough data | Not enough data | 

### AWS Marketplace

| Product | Score | Reviews |
|---|---|---|
| **Spotfire Analytics** | N/A | N/A |
| **WeighMAST** | N/A | N/A |
| **IBM Cognos Analytics** | N/A | N/A |

#### Agentic AI - AWS Marketplace

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **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 | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Spotfire Analytics** | 8.5/10 | 13 |
| **WeighMAST** | N/A | N/A |
| **IBM Cognos Analytics** | 8.5/10 | 37 |

#### Statistical Tool

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Scripting** | 6.9 (6 reviews) | Not enough data | 8.2 (32 reviews) | 
| **Data Mining** | 8.6 (7 reviews) | Not enough data | 8.9 (6 reviews) | 
| **Algorithms** | Not enough data | Not enough data | 8.6 (6 reviews) | 

#### Data Analysis

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Analysis** | 8.9 (9 reviews) | Not enough data | 8.7 (35 reviews) | 
| **Data Interaction** | 8.9 (9 reviews) | Not enough data | 8.8 (34 reviews) | 

#### Decision Making

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Modeling** | 8.3 (8 reviews) | Not enough data | 8.7 (32 reviews) | 
| **Data Visualizations** | 9.0 (8 reviews) | Not enough data | 8.6 (35 reviews) | 
| **Report Generation** | 9.5 (10 reviews) | Not enough data | 8.4 (36 reviews) | 
| **Data Unification** | 7.9 (8 reviews) | Not enough data | 8.3 (32 reviews) | 

#### Generative AI

| Feature | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 7.9 (19 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 8.0 (19 reviews) | 

---
## Categories

**Unique to Spotfire Analytics (10):** [Stream Analytics Software](https://www.g2.com/categories/stream-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools), [Data Virtualization Software](https://www.g2.com/categories/data-virtualization), [Machine Learning Software](https://www.g2.com/categories/machine-learning), [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis), [AWS Marketplace Software](https://www.g2.com/categories/aws-marketplace)

**Unique to WeighMAST (1):** [Other Transportation Software](https://www.g2.com/categories/other-transportation)

**Unique to IBM Cognos Analytics (3):** [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)


---
## Reviewer Demographics

### By Company Size

| Segment | Spotfire Analytics | WeighMAST | IBM Cognos Analytics | 
|---|---|---|---|
| **Small-Business** | 23.0% | 75.0% | 16.2% | 
| **Mid-Market** | 25.5% | 25.0% | 25.3% | 
| **Enterprise** | 51.6% | 0% | 58.5% | 

### By Industry

#### Spotfire Analytics

- **Oil & Energy:** 21.4%
- **Information Technology and Services:** 10.1%
- **Pharmaceuticals:** 5.2%
- **Education Management:** 4.6%
- **Financial Services:** 4.3%
- **Biotechnology:** 3.1%
- **Computer Software:** 3.1%
- **Semiconductors:** 2.4%
- **Research:** 2.4%
- **Accounting:** 2.1%
- **Other:** 41.3%

#### WeighMAST

- **Industrial Automation:** 50.0%
- **Mechanical or Industrial Engineering:** 25.0%
- **Computer Software:** 25.0%

#### IBM Cognos Analytics

- **Information Technology and Services:** 11.3%
- **Financial Services:** 8.3%
- **Insurance:** 8.3%
- **Computer Software:** 6.5%
- **Banking:** 5.8%
- **Higher Education:** 5.0%
- **Education Management:** 4.8%
- **Government Administration:** 3.8%
- **Retail:** 3.5%
- **Consulting:** 2.8%
- **Other:** 39.9%

---
## Alternatives

### Alternatives to Spotfire Analytics

- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1644 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1063 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.3/5 stars (607 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3658 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [JMP](https://www.g2.com/products/jmp/reviews) — 4.5/5 stars (213 reviews)
- [Oracle Analytics Cloud](https://www.g2.com/products/oracle-analytics-cloud/reviews) — 4.1/5 stars (333 reviews)

### Alternatives to WeighMAST

- [Numetric](https://www.g2.com/products/numetric/reviews) — 4.3/5 stars (42 reviews)
- [Ticpoi](https://www.g2.com/products/ticpoi/reviews) — 4.8/5 stars (3 reviews)
- [GIS Routing](https://www.g2.com/products/gis-routing/reviews) — 4.9/5 stars (4 reviews)
- [PrePass](https://www.g2.com/products/prepass/reviews) — 4.5/5 stars (11 reviews)
- [Fuel Recovery](https://www.g2.com/products/fuel-recovery/reviews) — 4.8/5 stars (11 reviews)
- [INRIX IQ](https://www.g2.com/products/inrix-iq/reviews) — 4.5/5 stars (2 reviews)
- [Fleetworthy Weigh Station Bypass](https://www.g2.com/products/fleetworthy-weigh-station-bypass/reviews) — 4.7/5 stars (5 reviews)
- [Turnit Ride](https://www.g2.com/products/turnit-ride/reviews) — 5.0/5 stars (1 reviews)
- [A to Z Dispatch](https://www.g2.com/products/a-to-z-dispatch/reviews) — 4.0/5 stars (3 reviews)
- [AirportTransfer.com](https://www.g2.com/products/airporttransfer-com/reviews) — 5.0/5 stars (2 reviews)

### Alternatives to IBM Cognos Analytics

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3658 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.3/5 stars (607 reviews)
- [Zoho Analytics](https://www.g2.com/products/zoho-analytics/reviews) — 4.2/5 stars (287 reviews)
- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1644 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1063 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [Oracle Analytics Cloud](https://www.g2.com/products/oracle-analytics-cloud/reviews) — 4.1/5 stars (333 reviews)

---
## Top Discussions

### Spotfire Analytics

- Title: [Is Tibco Spotfire free?](https://www.g2.com/discussions/is-tibco-spotfire-free) — 2 comments
  > **Top comment:** "No"
- Title: [What is TIBCO Spotfire used for?](https://www.g2.com/discussions/what-is-tibco-spotfire-used-for) — 1 comment *(includes official response)*
  > **Top comment:** "Spotfire is a visual data science platform with powerful self-service analytics and data visualization capabilities that empowers decision-makers to analyze..."
- Title: [What is most like Tibco Spotfire?](https://www.g2.com/discussions/what-is-most-like-tibco-spotfire) — 1 comment
  > **Top comment:** "TIBCO Spotfire provides excellent visualization and reporting capability as a BI tool. It enables connections to various data sources and advanced..."
- Title: [What's New In Tibco Spotfire?](https://www.g2.com/discussions/what-s-new-in-tibco-spotfire) — 1 comment *(includes official response)*
  > **Top comment:** "If you want to see the latest in Spotfire, you can check out our "What's New" page on the Spotfire community:..."

### WeighMAST

No discussions available for this product.

### IBM Cognos Analytics

- Title: [I heard Cognos Analytics 11.11 was out - where can I find more information?](https://www.g2.com/discussions/cognos-11-11) — 2 comments, 1 upvote *(includes official response)*
  > **Top comment:** "https://www.ibm.com/communities/analytics/cognos-analytics-blog/cognos-analytics-release-r11-11-0-11-is-here/"
- Title: [Where can I find more answers on my questions?](https://www.g2.com/discussions/further-faqs) — 2 comments, 1 upvote *(includes official response)*
  > **Top comment:** "Check out this blog 
https://www.ibm.com/communities/analytics/cognos-analytics/blog/"
- Title: [What is IBM Cognos Analytics with Watson used for?](https://www.g2.com/discussions/what-is-ibm-cognos-analytics-with-watson-used-for) — 1 comment
  > **Top comment:** "You can leverage IBM Cognos Analytics with Watson for many of the reasons:

Business Intelligence & Reporting: It helps organizations turn raw data into..."
- Title: [What are all the different types of prompt in Cognos?](https://www.g2.com/discussions/what-are-all-the-different-types-of-prompt-in-cognos) — 1 comment, 1 upvote
  > **Top comment:** "In IBM Cognos, prompts are user interface objects that allow users to enter parameter values that are used to filter and control the content of a report...."
- Title: [Why only 10000 limit is kept in filters for dashboard](https://www.g2.com/discussions/why-only-10000-limit-is-kept-in-filters-for-dashboard) — 1 comment, 1 upvote
  > **Top comment:** "When you ran data big banks which has million of records, thats why filters capacity 10k is defined."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/spotfire-analytics-vs-weighmast-vs-ibm-cognos-analytics)