# Looker, Spotfire Analytics, ThoughtSpot vs Qlik Sense Comparison

| | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Star Rating** | 4.4 out of 5 | 4.2 out of 5 | 4.4 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 1,647 | 362 | 334 | 930 | 
| **Largest Market Segment** | Mid-Market (60.6% of reviews) | Enterprise (51.6% of reviews) | Enterprise (43.5% of reviews) | Enterprise (44.2% of reviews) | 
| **Entry Level Price** | No pricing available | Free Trial | Starting at $25.00 1 Users Per Month | $30 USD/user/month. Billed Annually.  | 

---
## Top Pros & Cons

### Looker

Pros:
- Ease of Use (108 reviews)
- Insights (64 reviews)

Cons:
- Learning Curve (52 reviews)
- Learning Difficulty (38 reviews)

### Spotfire Analytics

Pros:
- Data Visualization (15 reviews)
- Ease of Use (15 reviews)

Cons:
- Learning Curve (9 reviews)
- Learning Difficulty (7 reviews)

### ThoughtSpot

Pros:
- Ease of Use (63 reviews)
- Insights (43 reviews)

Cons:
- Learning Curve (23 reviews)
- Missing Features (13 reviews)

### Qlik Sense

Pros:
- Ease of Use (55 reviews)
- Data Visualization (31 reviews)

Cons:
- Limited Features (17 reviews)
- Missing Features (16 reviews)

---
## Ratings Comparison
| Rating | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
  | **Meets Requirements** | 8.7 (1131 reviews) | 8.6 (283 reviews) | 8.3 (262 reviews) | 8.5 (605 reviews) | 
  | **Ease of Use** | 8.3 (1137 reviews) | 8.1 (284 reviews) | 8.7 (264 reviews) | 8.4 (613 reviews) | 
  | **Ease of Setup** | 8.3 (613 reviews) | 7.7 (137 reviews) | 8.0 (130 reviews) | 8.2 (336 reviews) | 
  | **Ease of Admin** | 8.3 (430 reviews) | 7.8 (112 reviews) | 8.3 (109 reviews) | 8.0 (332 reviews) | 
  | **Quality of Support** | 8.6 (966 reviews) | 7.8 (248 reviews) | 8.6 (235 reviews) | 8.0 (553 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (409 reviews) | 8.4 (111 reviews) | 8.9 (107 reviews) | 8.5 (328 reviews) | 
  | **Product Direction (% positive)** | 8.7 (1059 reviews) | 7.9 (280 reviews) | 9.1 (258 reviews) | 8.4 (585 reviews) | 

---
## Pricing

### Looker

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### 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

### ThoughtSpot

#### Entry-Level Pricing

Plan: ThoughtSpot Analytics - Essentials

Price: Starting at $25.00 1 Users Per Month

Description: For small teams to find and share insights with AI Analytics 

Key Features:
- Dynamic, interactive dashboards 
- Actionable insights
- From 5-50 users

[Browse all 5 editions](https://www.g2.com/products/thoughtspot/pricing)

#### Free Trial

Yes

### Qlik Sense

#### Entry-Level Pricing

Plan: Qlik Sense® Business

Price: $30 USD/user/month. Billed Annually. 

Description: SaaS solution to operationalize analytics across groups and teams.



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

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 8.3/10 | 784 |
| **Spotfire Analytics** | 8.2/10 | 236 |
| **ThoughtSpot** | 8.3/10 | 197 |
| **Qlik Sense** | 8.6/10 | 562 |

#### Reports

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Reports Interface** | 8.6 (682 reviews) ✓ Verified | 8.3 (192 reviews) ✓ Verified | 8.7 (156 reviews) ✓ Verified | 8.3 (421 reviews) ✓ Verified | 
| **Steps to Answer** | 8.2 (620 reviews) ✓ Verified | 7.9 (184 reviews) ✓ Verified | 8.5 (149 reviews) ✓ Verified | 8.3 (399 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.2 (676 reviews) ✓ Verified | 8.8 (209 reviews) ✓ Verified | 8.3 (159 reviews) ✓ Verified | 8.5 (431 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (530 reviews) ✓ Verified | 8.1 (170 reviews) ✓ Verified | 8.1 (128 reviews) ✓ Verified | 8.3 (335 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (678 reviews) ✓ Verified | 8.7 (199 reviews) ✓ Verified | 8.7 (158 reviews) ✓ Verified | 8.8 (430 reviews) ✓ Verified | 

#### Self Service 

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Calculated Fields** | 8.4 (627 reviews) ✓ Verified | 8.5 (198 reviews) ✓ Verified | 8.2 (144 reviews) ✓ Verified | 8.4 (358 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.6 (649 reviews) ✓ Verified | 8.6 (204 reviews) ✓ Verified | 8.6 (151 reviews) ✓ Verified | 8.7 (414 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (616 reviews) ✓ Verified | 8.3 (186 reviews) ✓ Verified | 8.6 (150 reviews) ✓ Verified | 8.5 (404 reviews) ✓ Verified | 
| **Search** | 8.1 (618 reviews) ✓ Verified | 7.8 (179 reviews) ✓ Verified | 8.8 (162 reviews) ✓ Verified | 8.4 (396 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (594 reviews) ✓ Verified | 7.8 (168 reviews) ✓ Verified | 8.2 (136 reviews) ✓ Verified | 7.9 (344 reviews) ✓ Verified | 
| **Automodeling** | 7.7 (504 reviews) ✓ Verified | 7.4 (140 reviews) ✓ Verified | 7.5 (111 reviews) ✓ Verified | 7.4 (305 reviews) ✓ Verified | 

#### Advanced Analytics

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Predictive Analytics** | 7.6 (430 reviews) ✓ Verified | 8.0 (156 reviews) ✓ Verified | 7.8 (113 reviews) | 7.4 (235 reviews) ✓ Verified | 
| **Data Visualization** | 8.4 (648 reviews) ✓ Verified | 8.9 (203 reviews) ✓ Verified | 8.6 (152 reviews) ✓ Verified | 8.7 (408 reviews) ✓ Verified | 
| **Big Data Services** | 8.0 (519 reviews) ✓ Verified | 8.1 (156 reviews) ✓ Verified | 8.0 (122 reviews) ✓ Verified | 8.0 (299 reviews) ✓ Verified | 

#### Building Reports

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Data Transformation** | 8.3 (386 reviews) ✓ Verified | 8.5 (113 reviews) ✓ Verified | 7.5 (95 reviews) ✓ Verified | 8.7 (253 reviews) ✓ Verified | 
| **Data Modeling** | 8.3 (404 reviews) ✓ Verified | 8.2 (105 reviews) ✓ Verified | 7.5 (99 reviews) ✓ Verified | 8.8 (248 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (358 reviews) ✓ Verified | 8.0 (84 reviews) ✓ Verified | 7.9 (86 reviews) ✓ Verified | 8.1 (212 reviews) ✓ Verified | 
| **Integration APIs** | 8.1 (333 reviews) ✓ Verified | 8.0 (85 reviews) ✓ Verified | 7.6 (79 reviews) ✓ Verified | 7.9 (187 reviews) ✓ Verified | 

#### Platform

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Data Visualization

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 8.2/10 | 750 |
| **Spotfire Analytics** | 8.3/10 | 233 |
| **ThoughtSpot** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |

#### Reports

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Reports Interface** | 8.6 (682 reviews) ✓ Verified | 8.3 (192 reviews) ✓ Verified | 8.7 (156 reviews) ✓ Verified | 8.3 (421 reviews) ✓ Verified | 
| **Steps to Answer** | 8.2 (620 reviews) ✓ Verified | 7.9 (184 reviews) ✓ Verified | 8.5 (149 reviews) ✓ Verified | 8.3 (399 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.2 (676 reviews) ✓ Verified | 8.8 (209 reviews) ✓ Verified | 8.3 (159 reviews) ✓ Verified | 8.5 (431 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (530 reviews) ✓ Verified | 8.1 (170 reviews) ✓ Verified | 8.1 (128 reviews) ✓ Verified | 8.3 (335 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (678 reviews) ✓ Verified | 8.7 (199 reviews) ✓ Verified | 8.7 (158 reviews) ✓ Verified | 8.8 (430 reviews) ✓ Verified | 

#### Reports

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Reports Interface** | 8.5 (112 reviews) | 8.6 (6 reviews) | Not enough data | Not enough data | 
| **Share Reports** | 8.5 (109 reviews) | 8.1 (6 reviews) | Not enough data | Not enough data | 
| **Steps to Answer** | 8.0 (103 reviews) | 7.8 (6 reviews) | Not enough data | Not enough data | 

#### Generative AI

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **AI Text Generation** | 7.0 (100 reviews) | 8.3 (6 reviews) | Not enough data | Not enough data | 
| **AI Text Summarization** | 7.1 (100 reviews) | 8.1 (6 reviews) | Not enough data | Not enough data | 

#### Visualization

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Graphs and Charts** | 8.5 (116 reviews) | 8.1 (6 reviews) | Not enough data | Not enough data | 
| **Score Cards** | 8.4 (111 reviews) | 8.3 (6 reviews) | Not enough data | Not enough data | 
| **Dashboards** | 8.7 (116 reviews) | 8.3 (6 reviews) | Not enough data | Not enough data | 
| **Formats** | 8.3 (109 reviews) | 8.3 (6 reviews) | Not enough data | Not enough data | 

#### Data Updates

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Historical Snapshots** | 8.1 (107 reviews) | 8.3 (6 reviews) | Not enough data | Not enough data | 
| **Real-Time Updating** | 8.3 (107 reviews) | 8.6 (6 reviews) | Not enough data | Not enough data | 

#### Collaboration

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Sharing** | 8.4 (109 reviews) | 8.6 (7 reviews) | Not enough data | Not enough data | 
| **Co-Editing** | 8.0 (106 reviews) | 7.3 (5 reviews) | Not enough data | Not enough data | 
| **Devices** | 8.0 (102 reviews) | 8.1 (6 reviews) | Not enough data | Not enough data | 

#### Data Updates

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Historical Snapshots** | 7.8 (137 reviews) | 8.3 (6 reviews) | Not enough data | Not enough data | 
| **Real-Time Updating** | 8.0 (143 reviews) | 8.1 (6 reviews) | Not enough data | Not enough data | 
| **Email Reports** | 8.5 (145 reviews) | 8.6 (6 reviews) | Not enough data | Not enough data | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 7.9/10 | 806 |
| **Spotfire Analytics** | 8.2/10 | 236 |
| **ThoughtSpot** | 8.0/10 | 218 |
| **Qlik Sense** | 8.3/10 | 583 |

#### Reports

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Reports Interface** | 8.6 (682 reviews) ✓ Verified | 8.3 (192 reviews) ✓ Verified | 8.7 (156 reviews) ✓ Verified | 8.3 (421 reviews) ✓ Verified | 
| **Steps to Answer** | 8.2 (620 reviews) ✓ Verified | 7.9 (184 reviews) ✓ Verified | 8.5 (149 reviews) ✓ Verified | 8.3 (399 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.2 (676 reviews) ✓ Verified | 8.8 (209 reviews) ✓ Verified | 8.3 (159 reviews) ✓ Verified | 8.5 (431 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (530 reviews) ✓ Verified | 8.1 (170 reviews) ✓ Verified | 8.1 (128 reviews) ✓ Verified | 8.3 (335 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (678 reviews) ✓ Verified | 8.7 (199 reviews) ✓ Verified | 8.7 (158 reviews) ✓ Verified | 8.8 (430 reviews) ✓ Verified | 

#### Data Preparation

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Connectors** | 8.3 (294 reviews) ✓ Verified | 8.4 (71 reviews) ✓ Verified | 8.2 (101 reviews) ✓ Verified | 8.6 (204 reviews) ✓ Verified | 
| **Data Governance** | 8.3 (264 reviews) ✓ Verified | 7.8 (65 reviews) ✓ Verified | 7.9 (99 reviews) ✓ Verified | 8.4 (187 reviews) ✓ Verified | 

#### Data Modeling and Blending

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Data Querying** | 8.5 (313 reviews) ✓ Verified | 8.5 (77 reviews) ✓ Verified | 8.4 (111 reviews) ✓ Verified | 8.9 (226 reviews) ✓ Verified | 
| **Data Filtering** | 8.7 (334 reviews) ✓ Verified | 8.4 (81 reviews) ✓ Verified | 8.5 (115 reviews) ✓ Verified | 9.2 (230 reviews) ✓ Verified | 
| **Data Blending** | 8.4 (310 reviews) ✓ Verified | 8.4 (75 reviews) ✓ Verified | 8.2 (103 reviews) ✓ Verified | 8.9 (225 reviews) ✓ Verified | 

#### Generative AI

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **AI Text Generation** | 7.1 (88 reviews) | 7.4 (31 reviews) | 7.0 (22 reviews) | 7.3 (28 reviews) | 
| **AI Text Summarization** | 7.1 (86 reviews) | 7.1 (32 reviews) | 6.7 (22 reviews) | 7.3 (29 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Autonomous Task Execution** | 7.2 (40 reviews) | Not enough data | Not enough data | 8.0 (5 reviews) | 
| **Multi-step Planning** | 7.4 (39 reviews) | Not enough data | Not enough data | 8.3 (5 reviews) | 
| **Cross-system Integration** | 7.3 (40 reviews) | Not enough data | Not enough data | 8.7 (5 reviews) | 
| **Adaptive Learning** | 7.1 (40 reviews) | Not enough data | 6.0 (5 reviews) | 7.0 (5 reviews) | 
| **Natural Language Interaction** | 7.3 (40 reviews) | Not enough data | Not enough data | 6.3 (5 reviews) | 
| **Proactive Assistance** | 7.4 (39 reviews) | Not enough data | Not enough data | 8.0 (5 reviews) | 
| **Decision Making** | 7.8 (40 reviews) | Not enough data | Not enough data | 8.7 (5 reviews) | 

#### Self Service 

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Calculated Fields** | 8.4 (627 reviews) ✓ Verified | 8.5 (198 reviews) ✓ Verified | 8.2 (144 reviews) ✓ Verified | 8.4 (358 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.6 (649 reviews) ✓ Verified | 8.6 (204 reviews) ✓ Verified | 8.6 (151 reviews) ✓ Verified | 8.7 (414 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (616 reviews) ✓ Verified | 8.3 (186 reviews) ✓ Verified | 8.6 (150 reviews) ✓ Verified | 8.5 (404 reviews) ✓ Verified | 
| **Search** | 8.1 (618 reviews) ✓ Verified | 7.8 (179 reviews) ✓ Verified | 8.8 (162 reviews) ✓ Verified | 8.4 (396 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (594 reviews) ✓ Verified | 7.8 (168 reviews) ✓ Verified | 8.2 (136 reviews) ✓ Verified | 7.9 (344 reviews) ✓ Verified | 
| **Automodeling** | 7.7 (504 reviews) ✓ Verified | 7.4 (140 reviews) ✓ Verified | 7.5 (111 reviews) ✓ Verified | 7.4 (305 reviews) ✓ Verified | 

#### Deployment & Integration - Analytics Platforms

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **No-code Dashboard Builder** | 8.1 (40 reviews) | Not enough data | 8.7 (5 reviews) | 8.0 (5 reviews) | 
| **Report Scheduling and Automation** | 8.4 (44 reviews) | Not enough data | Not enough data | 8.7 (5 reviews) | 
| **Embedded Analytics and White-labeling** | 7.7 (35 reviews) | Not enough data | 7.3 (5 reviews) | 8.3 (6 reviews) | 
| **Data Source Connectivity** | 8.4 (51 reviews) | Not enough data | 8.3 (5 reviews) | 9.8 (7 reviews) | 

#### Advanced Analytics

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Predictive Analytics** | 7.6 (430 reviews) ✓ Verified | 8.0 (156 reviews) ✓ Verified | 7.8 (113 reviews) | 7.4 (235 reviews) ✓ Verified | 
| **Data Visualization** | 8.4 (648 reviews) ✓ Verified | 8.9 (203 reviews) ✓ Verified | 8.6 (152 reviews) ✓ Verified | 8.7 (408 reviews) ✓ Verified | 
| **Big Data Services** | 8.0 (519 reviews) ✓ Verified | 8.1 (156 reviews) ✓ Verified | 8.0 (122 reviews) ✓ Verified | 8.0 (299 reviews) ✓ Verified | 

#### Performance & Scalability - Analytics Platforms

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Large data handling and Query Speed** | 7.1 (57 reviews) | Not enough data | 8.6 (6 reviews) | 9.1 (9 reviews) | 
| **Concurrent User Support** | 8.0 (36 reviews) | Not enough data | Not enough data | 9.7 (5 reviews) | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Data Modeling and Governance** | 8.2 (44 reviews) | Not enough data | Not enough data | 9.7 (5 reviews) | 
| **Notebook and Script Integration** | 7.1 (34 reviews) | Not enough data | Not enough data | 8.0 (5 reviews) | 
| **Built-in Predictive and Statistical Models** | 7.3 (35 reviews) | Not enough data | Not enough data | 8.0 (5 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Auto-generated Insights and Narratives** | 7.1 (34 reviews) | Not enough data | Not enough data | 7.0 (5 reviews) | 
| **Natural Language Queries** | 7.5 (36 reviews) | Not enough data | 8.1 (7 reviews) | 8.3 (5 reviews) | 
| **Proactive KPI Monitoring and Alerts** | 7.6 (35 reviews) | Not enough data | Not enough data | 7.0 (5 reviews) | 
| **AI Agents for Analytical Follow-ups** | 7.4 (35 reviews) | Not enough data | Not enough data | 7.0 (5 reviews) | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 7.6 (35 reviews) | Not enough data | Not enough data | 9.3 (5 reviews) | 
| **Role-based Insight Personalization** | 7.4 (37 reviews) | Not enough data | Not enough data | 9.3 (5 reviews) | 
| **Conversational and Prompt-based Analytics** | 7.6 (35 reviews) | Not enough data | Not enough data | 7.0 (5 reviews) | 

#### Building Reports

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Data Transformation** | 8.3 (386 reviews) ✓ Verified | 8.5 (113 reviews) ✓ Verified | 7.5 (95 reviews) ✓ Verified | 8.7 (253 reviews) ✓ Verified | 
| **Data Modeling** | 8.3 (404 reviews) ✓ Verified | 8.2 (105 reviews) ✓ Verified | 7.5 (99 reviews) ✓ Verified | 8.8 (248 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (358 reviews) ✓ Verified | 8.0 (84 reviews) ✓ Verified | 7.9 (86 reviews) ✓ Verified | 8.1 (212 reviews) ✓ Verified | 
| **Integration APIs** | 8.1 (333 reviews) ✓ Verified | 8.0 (85 reviews) ✓ Verified | 7.6 (79 reviews) ✓ Verified | 7.9 (187 reviews) ✓ Verified | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 8.4/10 | 776 |
| **Spotfire Analytics** | 8.1/10 | 236 |
| **ThoughtSpot** | 8.5/10 | 196 |
| **Qlik Sense** | 8.6/10 | 562 |

#### Reports

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Reports Interface** | 8.6 (682 reviews) ✓ Verified | 8.3 (192 reviews) ✓ Verified | 8.7 (156 reviews) ✓ Verified | 8.3 (421 reviews) ✓ Verified | 
| **Steps to Answer** | 8.2 (620 reviews) ✓ Verified | 7.9 (184 reviews) ✓ Verified | 8.5 (149 reviews) ✓ Verified | 8.3 (399 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.2 (676 reviews) ✓ Verified | 8.8 (209 reviews) ✓ Verified | 8.3 (159 reviews) ✓ Verified | 8.5 (431 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (530 reviews) ✓ Verified | 8.1 (170 reviews) ✓ Verified | 8.1 (128 reviews) ✓ Verified | 8.3 (335 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (678 reviews) ✓ Verified | 8.7 (199 reviews) ✓ Verified | 8.7 (158 reviews) ✓ Verified | 8.8 (430 reviews) ✓ Verified | 

#### Self Service 

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Calculated Fields** | 8.4 (627 reviews) ✓ Verified | 8.5 (198 reviews) ✓ Verified | 8.2 (144 reviews) ✓ Verified | 8.4 (358 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.6 (649 reviews) ✓ Verified | 8.6 (204 reviews) ✓ Verified | 8.6 (151 reviews) ✓ Verified | 8.7 (414 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (616 reviews) ✓ Verified | 8.3 (186 reviews) ✓ Verified | 8.6 (150 reviews) ✓ Verified | 8.5 (404 reviews) ✓ Verified | 
| **Search** | 8.1 (618 reviews) ✓ Verified | 7.8 (179 reviews) ✓ Verified | 8.8 (162 reviews) ✓ Verified | 8.4 (396 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (594 reviews) ✓ Verified | 7.8 (168 reviews) ✓ Verified | 8.2 (136 reviews) ✓ Verified | 7.9 (344 reviews) ✓ Verified | 
| **Automodeling** | 7.7 (504 reviews) ✓ Verified | 7.4 (140 reviews) ✓ Verified | 7.5 (111 reviews) ✓ Verified | 7.4 (305 reviews) ✓ Verified | 

#### Building Reports

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Data Transformation** | 8.3 (386 reviews) ✓ Verified | 8.5 (113 reviews) ✓ Verified | 7.5 (95 reviews) ✓ Verified | 8.7 (253 reviews) ✓ Verified | 
| **Data Modeling** | 8.3 (404 reviews) ✓ Verified | 8.2 (105 reviews) ✓ Verified | 7.5 (99 reviews) ✓ Verified | 8.8 (248 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (358 reviews) ✓ Verified | 8.0 (84 reviews) ✓ Verified | 7.9 (86 reviews) ✓ Verified | 8.1 (212 reviews) ✓ Verified | 
| **Integration APIs** | 8.1 (333 reviews) ✓ Verified | 8.0 (85 reviews) ✓ Verified | 7.6 (79 reviews) ✓ Verified | 7.9 (187 reviews) ✓ Verified | 

### Digital Analytics

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 8.4/10 | 325 |
| **Spotfire Analytics** | N/A | N/A |
| **ThoughtSpot** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |

#### Metrics

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Sessions - Digital Analytics** | 8.8 (238 reviews) | Not enough data | Not enough data | Not enough data | 
| **Engagement** | 8.7 (238 reviews) | Not enough data | Not enough data | Not enough data | 
| **Entry and Exit Pages** | 8.4 (224 reviews) | Not enough data | Not enough data | Not enough data | 
| **Standard Event Tracking** | 8.3 (226 reviews) | Not enough data | Not enough data | Not enough data | 
| **Custom Event Tracking** | 8.4 (215 reviews) | Not enough data | Not enough data | Not enough data | 
| **Retention** | 8.3 (225 reviews) | Not enough data | Not enough data | Not enough data | 
| **Return** | 8.4 (219 reviews) | Not enough data | Not enough data | Not enough data | 
| **Conversions** | 8.5 (231 reviews) | Not enough data | Not enough data | Not enough data | 
| **Funnels** | 8.3 (223 reviews) | Not enough data | Not enough data | Not enough data | 

#### Reporting

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Real-Time Reporting** | 8.4 (243 reviews) | Not enough data | Not enough data | Not enough data | 
| **Trending** | Feature Not Available | Not enough data | Not enough data | Not enough data | 
| **Retroactive Reporting** | 8.6 (242 reviews) | Not enough data | Not enough data | Not enough data | 
| **Segmentation** | 8.5 (245 reviews) | Not enough data | Not enough data | Not enough data | 
| **Mobile Reporting** | 8.1 (199 reviews) | Not enough data | Not enough data | Not enough data | 
| **Unification Across Devices** | 8.4 (205 reviews) | Not enough data | Not enough data | Not enough data | 
| **Custom Reports and Dashboards** | 9.0 (254 reviews) | Not enough data | Not enough data | Not enough data | 

#### Other

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **User Data** | 8.7 (226 reviews) | Not enough data | Not enough data | Not enough data | 
| **Site Search Reporting** | 8.6 (209 reviews) | Not enough data | Not enough data | Not enough data | 
| **Load Time Monitoring** | 8.4 (201 reviews) | Not enough data | Not enough data | Not enough data | 
| **Campaign Tracking** | 8.7 (216 reviews) | Not enough data | Not enough data | Not enough data | 
| **E-Commerce** | 8.7 (208 reviews) | Not enough data | Not enough data | Not enough data | 
| **Promotional Messages** | 8.2 (180 reviews) | Not enough data | Not enough data | Not enough data | 
| **Administration Alerts** | 8.3 (191 reviews) | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Digital Analytics

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Autonomous Task Execution** | 7.4 (15 reviews) | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | 7.8 (15 reviews) | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | 7.8 (16 reviews) | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | 7.9 (16 reviews) | Not enough data | Not enough data | Not enough data | 

#### Administration

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **API / Integrations** | 8.4 (218 reviews) | Not enough data | Not enough data | Not enough data | 
| **QA Testing** | 8.3 (193 reviews) | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | 8.5 (245 reviews) | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | 8.6 (239 reviews) | Not enough data | Not enough data | Not enough data | 

### Location Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |
| **ThoughtSpot** | N/A | N/A |
| **Qlik Sense** | 9.0/10 | 120 |

#### Cartography

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Map Design** | Not enough data | Not enough data | Not enough data | 8.8 (62 reviews) | 
| **Vector Mapping ** | Not enough data | Not enough data | Not enough data | 8.8 (55 reviews) | 
| **Data Visualization** | Not enough data | Not enough data | Not enough data | 9.4 (65 reviews) | 
| **Overlaying** | Not enough data | Not enough data | Not enough data | 9.1 (56 reviews) | 

#### Analysis

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Predictive Analysis** | Not enough data | Not enough data | Not enough data | 8.8 (56 reviews) | 
| **Distance Analysis ** | Not enough data | Not enough data | Not enough data | 8.9 (56 reviews) | 
| **Spatial Analysis** | Not enough data | Not enough data | Not enough data | 8.9 (56 reviews) | 
| **Data Stream** | Not enough data | Not enough data | Not enough data | 9.0 (58 reviews) | 

#### Reporting

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | Not enough data | 9.3 (76 reviews) | 
| **WYSIWYG Design** | Not enough data | Not enough data | Not enough data | 9.0 (67 reviews) | 
| **API Integrations** | Not enough data | Not enough data | Not enough data | 9.0 (65 reviews) | 

### Data Preparation

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |
| **ThoughtSpot** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |

#### Data Source Access

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Breadth of Data Sources** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Ease of Data Connectivity** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **API Connectivity** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Data Interaction

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Profiling and Classification** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Joining** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Quality and Cleansing** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Sharing** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Governance** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Data Exporting

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Breadth of Integrations** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Ease of Integrations** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Workflows** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Data Virtualization

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |
| **ThoughtSpot** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |

#### Administration

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Database Management** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Access Control** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Federation

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Architecture** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Provisioning** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Orchestration** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **API / Integrations** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Transformation

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Application Performance** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Statistical Analysis

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |
| **ThoughtSpot** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |

#### Administration

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Quality Control** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Data Sampling** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Collaboration** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Capabilities

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Survival Analysis** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Risk Data Attributes** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Cost Analysis** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Methodology

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **ANOVA Support** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Regression** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Time Series Analysis** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |
| **ThoughtSpot** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |

#### System

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Model Development

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Language Support** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Drag and Drop** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Pre-Built Algorithms** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Model Training** | Not enough data | Feature Not Available | Not enough data | Not enough data | 

#### Model Development

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Feature Engineering** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Computer Vision** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Natural Language Generation** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Artificial Neural Networks** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Natural Language Understanding** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Deep Learning** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Deployment

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Managed Service** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Application** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **AI Text-to-Image** | Not enough data | Not enough data | Not enough data | Not enough data | 

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

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | Not enough data | 

### AI Agents For Business Operations

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |
| **ThoughtSpot** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |

#### Responses

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Personalization** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Route To Human** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Natural Language Understanding (NLU)** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Automation - AI Agents

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Sales Follow-Up** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Customer Interaction Automation** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Lead Generation** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Document Processing** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Feedback Collection** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Platform

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Conversation Editor** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Integration** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Human-In-The-Loop** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Autonomy -  AI Agents

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Independent Decision Making** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Adaptive Responses** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Task Execution** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Problem Solving** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |
| **ThoughtSpot** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |

#### Integration - Machine Learning

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Integration** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Learning - Machine Learning

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Training Data** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Actionable Insights** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Algorithm** | Not enough data | Not enough data | Not enough data | Not enough data | 

### AWS Marketplace

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |
| **ThoughtSpot** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |

#### Agentic AI - AWS Marketplace

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Sales Analytics

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 8.1/10 | 260 |
| **Spotfire Analytics** | N/A | N/A |
| **ThoughtSpot** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |

#### Agentic AI - Sales Analytics

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Autonomous Task Execution** | 7.0 (11 reviews) | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | 7.6 (11 reviews) | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | 6.7 (11 reviews) | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | 7.4 (12 reviews) | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | 7.3 (11 reviews) | Not enough data | Not enough data | Not enough data | 

#### Data Sourcing

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Data Sourcing** | 8.8 (203 reviews) | Not enough data | Not enough data | Not enough data | 
| **Exporting & Sharing Data** | 8.8 (221 reviews) | Not enough data | Not enough data | Not enough data | 
| **Multi-Device Data Visualization** | 8.6 (188 reviews) | Not enough data | Not enough data | Not enough data | 
| **Interactive Dashboards** | 8.8 (225 reviews) | Not enough data | Not enough data | Not enough data | 
| **Data Segmentation** | 8.7 (209 reviews) | Not enough data | Not enough data | Not enough data | 

#### Predictive Analytics

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Lead Scoring** | 8.3 (153 reviews) | Not enough data | Not enough data | Not enough data | 
| **Opportunity Scoring** | 8.2 (149 reviews) | Not enough data | Not enough data | Not enough data | 
| **Risk Analysis** | 8.2 (147 reviews) | Not enough data | Not enough data | Not enough data | 
| **Live Forecasting** | 8.0 (164 reviews) | Not enough data | Not enough data | Not enough data | 

#### Sales Management

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Live Pipeline Management** | 8.4 (161 reviews) | Not enough data | Not enough data | Not enough data | 
| **Sales Gamification** | 8.2 (140 reviews) | Not enough data | Not enough data | Not enough data | 
| **Account-Based Analytics** | 8.6 (170 reviews) | Not enough data | Not enough data | Not enough data | 
| **Activity Tracking** | 8.7 (168 reviews) | Not enough data | Not enough data | Not enough data | 

### Productivity Bots

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |
| **ThoughtSpot** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |

#### Agentic AI - Productivity Bots

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Semantic Layer Tools

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |
| **ThoughtSpot** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |

#### Deployment & Integration - Semantic Layer Tools

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Multi-Environment & Multi-Cloud Support** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Open API & SDK Integration** | Not enough data | Not enough data | Not enough data | Not enough data | 

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

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Cross-Source Query Federation** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Dynamic Schema & Metadata Adaptation** | Not enough data | Not enough data | Not enough data | Not enough data | 

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

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Derived & Calculated Metrics** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Time Intelligence Functions** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Performance Optimization - Semantic Layer Tools

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Query Caching & Acceleration** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Adaptive Query Optimization** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Governance - Semantic Layer Tools

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **AI Governance & Observability** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Metric Lineage for AI Training Data** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Version Control & Change Impact Analysis** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Advanced Intelligence - Semantic Layer Tools

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Natural Language Query Interface** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Semantic Layer for AI/ML Models** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Recommendation Engine** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Agentic AI Enablement - Semantic Layer Tools

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Agentic Query Orchestration** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Contextual Reasoning Layer** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Workflow Automation via Semantic Agents** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Agentic Analytics

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |
| **ThoughtSpot** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |

#### Data Connectivity and Prep - Agentic Analytics

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Data Source Connectivity** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Automated Data Preparation** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Autonomous Insight Generation - Agentic Analytics

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Continuous Pattern Detection** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Multi‑Step Reasoning** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Predictive & Prescriptive Analytics** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### Interaction and Workflow - Agentic Analytics

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Natural Language Query and Conversational Analytics** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Action Triggering & Workflow Orchestration** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Explainability & Audit Trails** | Not enough data | Not enough data | Not enough data | Not enough data | 

#### AI Agent Management - Agentic Analytics

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Agent Configuration & Goals** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Continuous Learning & Feedback** | Not enough data | Not enough data | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **Spotfire Analytics** | 8.5/10 | 13 |
| **ThoughtSpot** | N/A | N/A |
| **Qlik Sense** | 8.8/10 | 127 |

#### Statistical Tool

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Scripting** | Not enough data | 6.9 (6 reviews) | Not enough data | 8.8 (71 reviews) | 
| **Data Mining** | Not enough data | 8.6 (7 reviews) | Not enough data | 8.7 (66 reviews) | 
| **Algorithms** | Not enough data | Not enough data | Not enough data | 8.3 (68 reviews) | 

#### Data Analysis

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Analysis** | Not enough data | 8.9 (9 reviews) | Not enough data | 9.2 (69 reviews) | 
| **Data Interaction** | Not enough data | 8.9 (9 reviews) | Not enough data | 9.2 (72 reviews) | 

#### Decision Making

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Modeling** | Not enough data | 8.3 (8 reviews) | Not enough data | 8.9 (76 reviews) | 
| **Data Visualizations** | Not enough data | 9.0 (8 reviews) | Not enough data | 9.2 (79 reviews) | 
| **Report Generation** | Not enough data | 9.5 (10 reviews) | Not enough data | 8.8 (77 reviews) | 
| **Data Unification** | Not enough data | 7.9 (8 reviews) | Not enough data | 9.0 (77 reviews) | 

#### Generative AI

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 8.5 (9 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 8.3 (9 reviews) | 

### Marketing Analytics

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 8.2/10 | 312 |
| **Spotfire Analytics** | N/A | N/A |
| **ThoughtSpot** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |

#### Marketing Operations

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **ROI Tracking** | 8.6 (221 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 
| **Data Collection** | 8.7 (242 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 
| **Customer Insights** | 8.5 (229 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 
| **Multi-User Access** | 8.9 (244 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 
| **Spend Management** | 8.4 (130 reviews) | Not enough data | Not enough data | Not enough data | 
| **White Label** | Feature Not Available | Not enough data | Not enough data | Not enough data | 

#### Campaign Activity

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Campaign Insights** | 8.6 (231 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 
| **Reports and Dashboards** | 8.8 (260 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 
| **Campaign Stickiness** | 8.5 (212 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 
| **Multichannel Tracking** | 8.5 (213 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 
| **Brand Optimization** | 8.4 (199 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 
| **Predictive Analytics** | 7.9 (120 reviews) ✓ Verified | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Marketing Analytics

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Autonomous Task Execution** | 6.8 (14 reviews) | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | 7.5 (14 reviews) | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | 7.3 (14 reviews) | Not enough data | Not enough data | Not enough data | 

### AI Agents

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **Spotfire Analytics** | N/A | N/A |
| **ThoughtSpot** | N/A | N/A |
| **Qlik Sense** | N/A | N/A |

#### Agentic AI - AI Agents

| Feature | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (2):** [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms)

**Unique to Looker (4):** [Sales Analytics Software](https://www.g2.com/categories/sales-analytics), [Marketing Analytics Software](https://www.g2.com/categories/marketing-analytics), [Digital Analytics Software](https://www.g2.com/categories/digital-analytics), [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools)

**Unique to Spotfire Analytics (8):** [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), [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 ThoughtSpot (3):** [Semantic Layer Tools](https://www.g2.com/categories/semantic-layer-tools), [Agentic Analytics Software](https://www.g2.com/categories/agentic-analytics), [AI Agents For Business Operations](https://www.g2.com/categories/ai-agents-for-business-operations)

**Unique to Qlik Sense (4):** [Location Intelligence Software](https://www.g2.com/categories/location-intelligence), [Productivity Bots Software](https://www.g2.com/categories/productivity-bots), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Data Preparation Software](https://www.g2.com/categories/data-preparation)


---
## Reviewer Demographics

### By Company Size

| Segment | Looker | Spotfire Analytics | ThoughtSpot | Qlik Sense | 
|---|---|---|---|---|
| **Small-Business** | 19.3% | 23.0% | 17.1% | 14.5% | 
| **Mid-Market** | 60.6% | 25.5% | 39.4% | 41.4% | 
| **Enterprise** | 20.0% | 51.6% | 43.5% | 44.2% | 

### By Industry

#### Looker

- **Computer Software:** 11.5%
- **Information Technology and Services:** 11.2%
- **Marketing and Advertising:** 8.3%
- **Financial Services:** 7.4%
- **Internet:** 6.1%
- **Retail:** 5.0%
- **Food & Beverages:** 2.3%
- **Consumer Goods:** 2.1%
- **Health, Wellness and Fitness:** 2.1%
- **Hospital & Health Care:** 2.1%
- **Other:** 41.9%

#### 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%

#### ThoughtSpot

- **Information Technology and Services:** 10.6%
- **Computer Software:** 9.3%
- **Financial Services:** 9.3%
- **Retail:** 5.5%
- **Telecommunications:** 4.8%
- **Marketing and Advertising:** 4.5%
- **Hospital & Health Care:** 4.2%
- **Insurance:** 3.9%
- **Accounting:** 2.9%
- **Hospitality:** 2.3%
- **Other:** 42.8%

#### Qlik Sense

- **Information Technology and Services:** 11.0%
- **Computer Software:** 6.5%
- **Financial Services:** 5.8%
- **Hospital & Health Care:** 5.7%
- **Retail:** 5.2%
- **Insurance:** 4.6%
- **Pharmaceuticals:** 3.4%
- **Banking:** 3.0%
- **Marketing and Advertising:** 2.6%
- **Automotive:** 2.4%
- **Other:** 49.8%

---
## Alternatives

### Alternatives to Looker

- [Mode](https://www.g2.com/products/mode-mode/reviews) — 4.5/5 stars (330 reviews)
- [Zoho Analytics](https://www.g2.com/products/zoho-analytics/reviews) — 4.2/5 stars (285 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1062 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1009 reviews)
- [Grow.com](https://www.g2.com/products/grow-com/reviews) — 4.3/5 stars (279 reviews)
- [Toucan](https://www.g2.com/products/toucan/reviews) — 4.7/5 stars (182 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3679 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (694 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.3/5 stars (615 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)

### Alternatives to Spotfire Analytics

- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1009 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (827 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1062 reviews)
- [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) — 4.1/5 stars (502 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.3/5 stars (615 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3679 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 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)
- [Posit Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (570 reviews)

### Alternatives to ThoughtSpot

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3679 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1009 reviews)
- [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) — 4.5/5 stars (1640 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1062 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (694 reviews)
- [Sigma](https://www.g2.com/products/sigma-computing-sigma/reviews) — 4.4/5 stars (557 reviews)
- [Mode](https://www.g2.com/products/mode-mode/reviews) — 4.5/5 stars (330 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [Hex](https://www.g2.com/products/hex-tech-hex/reviews) — 4.5/5 stars (398 reviews)
- [Yellowfin BI](https://www.g2.com/products/yellowfin-bi/reviews) — 4.4/5 stars (422 reviews)

### Alternatives to Qlik Sense

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3679 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (827 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1009 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (694 reviews)
- [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) — 4.1/5 stars (502 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1062 reviews)
- [SAP Analytics Cloud](https://www.g2.com/products/sap-analytics-cloud/reviews) — 4.2/5 stars (911 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (520 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.3/5 stars (615 reviews)

---
## Top Discussions

### Looker

- Title: [Is looker an ETL tool?](https://www.g2.com/discussions/is-looker-an-etl-tool) — 4 comments
  > **Top comment:** "After so many attempts in getting my funds back which I lost to a fake platform called mycoinbanking.com I lost the total of $348.000.  I needed the profit..."
- Title: [Best way to start on visualizations?](https://www.g2.com/discussions/24831-best-way-to-start-on-visualizations) — 2 comments, 1 upvote
  > **Top comment:** "Looker has a built-in set of visualizations that you can automatically apply to any dataset that they work with. Once you setup your initial connection to a..."
- Title: [What is Looker used for?](https://www.g2.com/discussions/what-is-looker-used-for) — 1 comment
  > **Top comment:** "Looker is used to explore, analyze, and visualize data. It helps create dashboards and reports to understand business performance and make better decisions...."
- Title: [How do I know where in my SQL errors are?](https://www.g2.com/discussions/how-do-i-know-where-in-my-sql-errors-are) — 1 comment, 1 upvote
  > **Top comment:** "Hey Carlos! 

I'm Izzy, the Looker Community manager. Yeah, especially in huge SQL queries it can be hard to figure out exactly where the issue lies. That..."
- Title: [Multi-brand implementation](https://www.g2.com/discussions/multi-brand-implementation) — 1 comment, 1 upvote
  > **Top comment:** "Hey Brian! 

I'm Izzy, the Looker Community manager. 

There's 2 components here (well, a few more, but 2 high-level ones). Folder/content access and..."

### 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:..."

### ThoughtSpot

- Title: [How beneficial is Thoughtspot with end user who are not that much expert in data ?](https://www.g2.com/discussions/25499-how-beneficial-is-thoughtspot-with-end-user-who-are-not-that-much-expert-in-data) — 2 comments, 1 upvote
  > **Top comment:** "ThoughtSpot makes self-service simple and quick, even for users with no technical background. Anyone from line of business users to analysts to more..."
- Title: [How is ThoughtSpot priced?](https://www.g2.com/discussions/5134-pricing-licensing) — 2 comments, 1 upvote
  > **Top comment:** "ThoughtSpot has two pricing options depending on whether the organization has a need for the on-premise or cloud based offering. Our starter package is..."
- Title: [What does ThoughtSpot do?](https://www.g2.com/discussions/what-does-thoughtspot-do) — 1 comment
  > **Top comment:** "It's an analytics platform that allows you to use natural language search and AI to identify data insights."
- Title: [Do you have a roadmap for automated insights a la the use case above?](https://www.g2.com/discussions/26396-do-you-have-a-roadmap-for-automated-insights-a-la-the-use-case-above) — 1 comment, 1 upvote
  > **Top comment:** "Hi Alex! I'm not sure what use case you are referring to, but ThoughtSpot is a terrific solution for productizing your data. In your case, if I understand..."
- Title: [How is ThoughtSpot deployed?](https://www.g2.com/discussions/5133-deployment-options-available) — 1 comment, 1 upvote
  > **Top comment:** "ThoughtSpot has multiple deployment options. It can be deployed as a cloud solution, or an on-premise appliance. More details can be found here:..."

### Qlik Sense

- Title: [Do you recommend switching to Qliksense?](https://www.g2.com/discussions/50383-do-you-recommend-switching-to-qliksense) — 3 comments, 1 upvote
  > **Top comment:** "Qliksense is pretty decent tool when it comes to Data Visualization and its script editor feature gives the developer the liberty on data manipulation."
- Title: [What is the difference between QlikView and qlik sense?](https://www.g2.com/discussions/what-is-the-difference-between-qlikview-and-qlik-sense) — 1 comment
  > **Top comment:** "2 separate but similar tools from the same vendor with the same purpose . Sense is the younger product, has better optics and is the future technology strategy."
- Title: [Is qlik sense good?](https://www.g2.com/discussions/is-qlik-sense-good) — 1 comment
  > **Top comment:** "Yes"
- Title: [What can qlik sense do?](https://www.g2.com/discussions/what-can-qlik-sense-do) — 1 comment
  > **Top comment:** "Qliksense can convert your data into Insights."
- Title: [¿What is been the biggest challenge, you have presente to date?](https://www.g2.com/discussions/what-is-been-the-biggest-challenge-you-have-presente-to-date) — 1 comment, 1 upvote
  > **Top comment:** "To join all data in a single large dataset"

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/looker-vs-spotfire-analytics-vs-thoughtspot-vs-qlik-sense)