# Looker vs ThoughtSpot Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Looker excels in providing an intuitive reports interface, making it easy for users to create both standard and self-service reports. Users appreciate the ability to use formulas based on existing data elements to generate new fields and values, enhancing their data visualization capabilities.
- **Users say** that ThoughtSpot&#39;s Spotter tool is a standout feature, allowing for natural language processing to interpret prompts and generate relevant answers quickly. This functionality is highlighted as a significant time saver when creating charts and tables, making data exploration more accessible.
- **Reviewers mention** that Looker has a strong focus on integration and shareable dashboards, which is particularly beneficial for marketing analytics. Users have noted that it supports a variety of tech stack integrations, making it a versatile choice for teams looking to streamline their reporting processes.
- **According to verified reviews** , ThoughtSpot&#39;s ease of use is frequently praised, especially in terms of configuring new graphs. Users find the initial setup straightforward, which helps teams get up and running quickly, although some have noted that advanced configurations can be less intuitive.
- **G2 reviewers highlight** that both Looker and ThoughtSpot receive high marks for the quality of support, with users feeling well-supported in their analytics journeys. However, Looker has a slight edge in user satisfaction, as reflected in its higher G2 Score, indicating a more favorable overall experience.
- **Users report** that while Looker has a robust feature set for data governance and transformation, ThoughtSpot shines in its predictive analytics capabilities. Reviewers appreciate ThoughtSpot&#39;s ability to handle large datasets efficiently, which is crucial for enterprise-level users looking for quick insights.



| | Looker | ThoughtSpot | 
|---|---|---|
| **Star Rating** | 4.4 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 1,644 | 333 | 
| **Largest Market Segment** | Mid-Market (60.6% of reviews) | Enterprise (43.5% of reviews) | 
| **Entry Level Price** | No pricing available | Starting at $25.00 1 Users Per Month | 

---
## Top Pros & Cons

### Looker

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

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

### ThoughtSpot

Pros:
- Ease of Use (68 reviews)
- Insights (45 reviews)

Cons:
- Learning Curve (24 reviews)
- Missing Features (15 reviews)

---
## Ratings Comparison
| Rating | Looker | ThoughtSpot | 
|---|---|---|
  | **Meets Requirements** | 8.7 (1129 reviews) | 8.3 (262 reviews) | 
  | **Ease of Use** | 8.3 (1135 reviews) | 8.7 (264 reviews) | 
  | **Ease of Setup** | 8.3 (611 reviews) | 8.0 (130 reviews) | 
  | **Ease of Admin** | 8.3 (430 reviews) | 8.3 (109 reviews) | 
  | **Quality of Support** | 8.6 (964 reviews) | 8.6 (235 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (409 reviews) | 8.9 (107 reviews) | 
  | **Product Direction (% positive)** | 8.7 (1057 reviews) | 9.1 (258 reviews) | 

---
## Pricing

### Looker

#### Entry-Level Pricing

No pricing available

#### 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

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 8.3/10 | 781 |
| **ThoughtSpot** | 8.3/10 | 197 |

#### Reports

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Reports Interface** | 8.6 (681 reviews) ✓ Verified | 8.7 (156 reviews) ✓ Verified | 
| **Steps to Answer** | 8.2 (620 reviews) ✓ Verified | 8.5 (149 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.2 (675 reviews) ✓ Verified | 8.3 (159 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (530 reviews) ✓ Verified | 8.1 (128 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (676 reviews) ✓ Verified | 8.7 (158 reviews) ✓ Verified | 

#### Self Service 

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Calculated Fields** | 8.4 (626 reviews) ✓ Verified | 8.2 (144 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.6 (648 reviews) ✓ Verified | 8.6 (151 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (616 reviews) ✓ Verified | 8.6 (150 reviews) ✓ Verified | 
| **Search** | 8.1 (617 reviews) ✓ Verified | 8.8 (162 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (594 reviews) ✓ Verified | 8.2 (136 reviews) ✓ Verified | 
| **Automodeling** | 7.7 (503 reviews) ✓ Verified | 7.5 (111 reviews) ✓ Verified | 

#### Advanced Analytics

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Predictive Analytics** | 7.6 (430 reviews) ✓ Verified | 7.8 (113 reviews) | 
| **Data Visualization** | 8.4 (646 reviews) ✓ Verified | 8.6 (152 reviews) ✓ Verified | 
| **Big Data Services** | 8.0 (518 reviews) ✓ Verified | 8.0 (122 reviews) ✓ Verified | 

#### Building Reports

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Data Transformation** | 8.3 (386 reviews) ✓ Verified | 7.5 (95 reviews) ✓ Verified | 
| **Data Modeling** | 8.3 (404 reviews) ✓ Verified | 7.5 (99 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (358 reviews) ✓ Verified | 7.9 (86 reviews) ✓ Verified | 
| **Integration APIs** | 8.1 (332 reviews) ✓ Verified | 7.6 (79 reviews) ✓ Verified | 

#### Platform

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

### Data Visualization

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 8.2/10 | 747 |
| **ThoughtSpot** | N/A | N/A |

#### Reports

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Reports Interface** | 8.6 (681 reviews) ✓ Verified | 8.7 (156 reviews) ✓ Verified | 
| **Steps to Answer** | 8.2 (620 reviews) ✓ Verified | 8.5 (149 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.2 (675 reviews) ✓ Verified | 8.3 (159 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (530 reviews) ✓ Verified | 8.1 (128 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (676 reviews) ✓ Verified | 8.7 (158 reviews) ✓ Verified | 

#### Reports

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Reports Interface** | 8.5 (112 reviews) | Not enough data | 
| **Share Reports** | 8.5 (109 reviews) | Not enough data | 
| **Steps to Answer** | 8.0 (103 reviews) | Not enough data | 

#### Generative AI

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **AI Text Generation** | 7.0 (100 reviews) | Not enough data | 
| **AI Text Summarization** | 7.1 (100 reviews) | Not enough data | 

#### Visualization

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

#### Data Updates

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Historical Snapshots** | 8.1 (107 reviews) | Not enough data | 
| **Real-Time Updating** | 8.3 (107 reviews) | Not enough data | 

#### Collaboration

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Sharing** | 8.4 (109 reviews) | Not enough data | 
| **Co-Editing** | 8.0 (106 reviews) | Not enough data | 
| **Devices** | 8.0 (102 reviews) | Not enough data | 

#### Data Updates

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Historical Snapshots** | 7.8 (137 reviews) | Not enough data | 
| **Real-Time Updating** | 8.0 (143 reviews) | Not enough data | 
| **Email Reports** | 8.5 (145 reviews) | Not enough data | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 7.9/10 | 803 |
| **ThoughtSpot** | 8.0/10 | 218 |

#### Reports

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Reports Interface** | 8.6 (681 reviews) ✓ Verified | 8.7 (156 reviews) ✓ Verified | 
| **Steps to Answer** | 8.2 (620 reviews) ✓ Verified | 8.5 (149 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.2 (675 reviews) ✓ Verified | 8.3 (159 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (530 reviews) ✓ Verified | 8.1 (128 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (676 reviews) ✓ Verified | 8.7 (158 reviews) ✓ Verified | 

#### Data Preparation

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Connectors** | 8.3 (293 reviews) ✓ Verified | 8.2 (101 reviews) ✓ Verified | 
| **Data Governance** | 8.3 (264 reviews) ✓ Verified | 7.9 (99 reviews) ✓ Verified | 

#### Data Modeling and Blending

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Data Querying** | 8.5 (313 reviews) ✓ Verified | 8.4 (111 reviews) ✓ Verified | 
| **Data Filtering** | 8.7 (334 reviews) ✓ Verified | 8.5 (115 reviews) ✓ Verified | 
| **Data Blending** | 8.4 (310 reviews) ✓ Verified | 8.2 (103 reviews) ✓ Verified | 

#### Generative AI

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **AI Text Generation** | 7.1 (88 reviews) | 7.0 (22 reviews) | 
| **AI Text Summarization** | 7.1 (86 reviews) | 6.7 (22 reviews) | 

#### Agentic AI - Analytics Platforms

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

#### Self Service 

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Calculated Fields** | 8.4 (626 reviews) ✓ Verified | 8.2 (144 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.6 (648 reviews) ✓ Verified | 8.6 (151 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (616 reviews) ✓ Verified | 8.6 (150 reviews) ✓ Verified | 
| **Search** | 8.1 (617 reviews) ✓ Verified | 8.8 (162 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (594 reviews) ✓ Verified | 8.2 (136 reviews) ✓ Verified | 
| **Automodeling** | 7.7 (503 reviews) ✓ Verified | 7.5 (111 reviews) ✓ Verified | 

#### Deployment &amp; Integration - Analytics Platforms

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **No-code Dashboard Builder** | 8.1 (40 reviews) | 8.7 (5 reviews) | 
| **Report Scheduling and Automation** | 8.4 (44 reviews) | Not enough data | 
| **Embedded Analytics and White-labeling** | 7.7 (35 reviews) | 7.3 (5 reviews) | 
| **Data Source Connectivity** | 8.3 (50 reviews) | 8.3 (5 reviews) | 

#### Advanced Analytics

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Predictive Analytics** | 7.6 (430 reviews) ✓ Verified | 7.8 (113 reviews) | 
| **Data Visualization** | 8.4 (646 reviews) ✓ Verified | 8.6 (152 reviews) ✓ Verified | 
| **Big Data Services** | 8.0 (518 reviews) ✓ Verified | 8.0 (122 reviews) ✓ Verified | 

#### Performance &amp; Scalability - Analytics Platforms

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Large data handling and Query Speed** | 7.1 (56 reviews) | 8.6 (6 reviews) | 
| **Concurrent User Support** | 8.0 (36 reviews) | Not enough data | 

#### Advanced Analytics &amp; Modeling - Analytics Platforms

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

#### Agentic AI Capabilities - Analytics Platforms

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

#### Personalized Intelligence - Analytics Platforms

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

#### Building Reports

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Data Transformation** | 8.3 (386 reviews) ✓ Verified | 7.5 (95 reviews) ✓ Verified | 
| **Data Modeling** | 8.3 (404 reviews) ✓ Verified | 7.5 (99 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (358 reviews) ✓ Verified | 7.9 (86 reviews) ✓ Verified | 
| **Integration APIs** | 8.1 (332 reviews) ✓ Verified | 7.6 (79 reviews) ✓ Verified | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 8.4/10 | 773 |
| **ThoughtSpot** | 8.5/10 | 196 |

#### Reports

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Reports Interface** | 8.6 (681 reviews) ✓ Verified | 8.7 (156 reviews) ✓ Verified | 
| **Steps to Answer** | 8.2 (620 reviews) ✓ Verified | 8.5 (149 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.2 (675 reviews) ✓ Verified | 8.3 (159 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (530 reviews) ✓ Verified | 8.1 (128 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (676 reviews) ✓ Verified | 8.7 (158 reviews) ✓ Verified | 

#### Self Service 

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Calculated Fields** | 8.4 (626 reviews) ✓ Verified | 8.2 (144 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.6 (648 reviews) ✓ Verified | 8.6 (151 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (616 reviews) ✓ Verified | 8.6 (150 reviews) ✓ Verified | 
| **Search** | 8.1 (617 reviews) ✓ Verified | 8.8 (162 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (594 reviews) ✓ Verified | 8.2 (136 reviews) ✓ Verified | 
| **Automodeling** | 7.7 (503 reviews) ✓ Verified | 7.5 (111 reviews) ✓ Verified | 

#### Building Reports

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Data Transformation** | 8.3 (386 reviews) ✓ Verified | 7.5 (95 reviews) ✓ Verified | 
| **Data Modeling** | 8.3 (404 reviews) ✓ Verified | 7.5 (99 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (358 reviews) ✓ Verified | 7.9 (86 reviews) ✓ Verified | 
| **Integration APIs** | 8.1 (332 reviews) ✓ Verified | 7.6 (79 reviews) ✓ Verified | 

### Digital Analytics

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 8.4/10 | 324 |
| **ThoughtSpot** | N/A | N/A |

#### Metrics

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Sessions - Digital Analytics** | 8.8 (238 reviews) | Not enough data | 
| **Engagement** | 8.7 (238 reviews) | Not enough data | 
| **Entry and Exit Pages** | 8.4 (224 reviews) | Not enough data | 
| **Standard Event Tracking** | 8.3 (226 reviews) | Not enough data | 
| **Custom Event Tracking** | 8.4 (215 reviews) | Not enough data | 
| **Retention** | 8.3 (224 reviews) | Not enough data | 
| **Return** | 8.4 (219 reviews) | Not enough data | 
| **Conversions** | 8.5 (230 reviews) | Not enough data | 
| **Funnels** | 8.3 (223 reviews) | Not enough data | 

#### Reporting

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

#### Other

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **User Data** | 8.7 (226 reviews) | Not enough data | 
| **Site Search Reporting** | 8.6 (209 reviews) | Not enough data | 
| **Load Time Monitoring** | 8.4 (201 reviews) | Not enough data | 
| **Campaign Tracking** | 8.7 (215 reviews) | Not enough data | 
| **E-Commerce** | 8.7 (207 reviews) | Not enough data | 
| **Promotional Messages** | 8.2 (179 reviews) | Not enough data | 
| **Administration Alerts** | 8.3 (191 reviews) | Not enough data | 

#### Agentic AI - Digital Analytics

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

#### Administration

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

### AI Agents For Business Operations

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **ThoughtSpot** | N/A | N/A |

#### Responses

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

#### Automation - AI Agents

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

#### Platform

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

#### Autonomy -  AI Agents

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

#### Generative AI

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Sales Analytics

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 8.1/10 | 260 |
| **ThoughtSpot** | N/A | N/A |

#### Agentic AI - Sales Analytics

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

#### Data Sourcing

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

#### Predictive Analytics

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

#### Sales Management

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

### Semantic Layer Tools

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **ThoughtSpot** | N/A | N/A |

#### Deployment &amp; Integration - Semantic Layer Tools

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Multi-Environment &amp; Multi-Cloud Support** | Not enough data | Not enough data | 
| **Open API &amp; SDK Integration** | Not enough data | Not enough data | 

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

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Cross-Source Query Federation** | Not enough data | Not enough data | 
| **Dynamic Schema &amp; Metadata Adaptation** | Not enough data | Not enough data | 

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

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Derived &amp; Calculated Metrics** | Not enough data | Not enough data | 
| **Time Intelligence Functions** | Not enough data | Not enough data | 

#### Performance Optimization - Semantic Layer Tools

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Query Caching &amp; Acceleration** | Not enough data | Not enough data | 
| **Adaptive Query Optimization** | Not enough data | Not enough data | 

#### Governance - Semantic Layer Tools

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **AI Governance &amp; Observability** | Not enough data | Not enough data | 
| **Metric Lineage for AI Training Data** | Not enough data | Not enough data | 
| **Version Control &amp; Change Impact Analysis** | Not enough data | Not enough data | 

#### Advanced Intelligence - Semantic Layer Tools

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

#### Agentic AI Enablement - Semantic Layer Tools

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

### Agentic Analytics

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **ThoughtSpot** | N/A | N/A |

#### Data Connectivity and Prep - Agentic Analytics

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Data Source Connectivity** | Not enough data | Not enough data | 
| **Automated Data Preparation** | Not enough data | Not enough data | 

#### Autonomous Insight Generation - Agentic Analytics

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

#### Interaction and Workflow - Agentic Analytics

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

#### AI Agent Management - Agentic Analytics

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Agent Configuration &amp; Goals** | Not enough data | Not enough data | 
| **Continuous Learning &amp; Feedback** | Not enough data | Not enough data | 

### Marketing Analytics

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 8.2/10 | 312 |
| **ThoughtSpot** | N/A | N/A |

#### Marketing Operations

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

#### Campaign Activity

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

#### Agentic AI - Marketing Analytics

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

### AI Agents

| Product | Score | Reviews |
|---|---|---|
| **Looker** | N/A | N/A |
| **ThoughtSpot** | N/A | N/A |

#### Agentic AI - AI Agents

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


---
## Reviewer Demographics

### By Company Size

| Segment | Looker | ThoughtSpot | 
|---|---|---|
| **Small-Business** | 19.3% | 17.1% | 
| **Mid-Market** | 60.6% | 39.4% | 
| **Enterprise** | 20.1% | 43.5% | 

### By Industry

#### Looker

- **Computer Software:** 11.5%
- **Information Technology and Services:** 11.1%
- **Marketing and Advertising:** 8.3%
- **Financial Services:** 7.4%
- **Internet:** 6.1%
- **Retail:** 5.0%
- **Food &amp; Beverages:** 2.3%
- **Consumer Goods:** 2.1%
- **Health, Wellness and Fitness:** 2.1%
- **Hospital &amp; Health Care:** 2.1%
- **Other:** 41.9%

#### 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 &amp; Health Care:** 4.2%
- **Insurance:** 3.9%
- **Accounting:** 2.9%
- **Hospitality:** 2.3%
- **Other:** 42.8%

---
## 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 (287 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)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Grow.com](https://www.g2.com/products/grow-com/reviews) — 4.3/5 stars (274 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 (3658 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (694 reviews)

### Alternatives to ThoughtSpot

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3658 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) — 4.5/5 stars (1635 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1063 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 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 (394 reviews)

---
## Top Discussions

### Looker

- Title: [Is looker an ETL tool?](https://www.g2.com/discussions/is-looker-an-etl-tool) — 3 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&#39;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&#39;m Izzy, the Looker Community manager. 

There&#39;s 2 components here (well, a few more, but 2 high-level ones). Folder/content access and..."

### 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&#39;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&#39;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:..."

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

