# 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'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'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's ability to handle large datasets efficiently, which is crucial for enterprise-level users looking for quick insights.



---
## Frequently Asked Questions

### What is the difference between Looker vs ThoughtSpot?

Looker and ThoughtSpot are both highly rated analytics platforms, but Looker is distinguished by its centralized data modeling with LookML, while ThoughtSpot stands out for its AI-driven search and ease of use.

| [Looker](https://www.g2.com/products/looker/reviews) | [ThoughtSpot](https://www.g2.com/products/thoughtspot/reviews) |
| --- | --- |
| 4.4/5 (1,656 reviews) | 4.4/5 (340 reviews) |
| — | — |
| 8.3 | 8.0 |
| 8.6 | 8.6 |
| Centralized data model with LookML for consistent metrics | AI-driven search and ease of use (68 all-time mentions) |



### How do the pricing models of Looker and ThoughtSpot compare?

Looker and ThoughtSpot are rated at parity for value, with both products scoring similarly on price satisfaction.

- **Looker:** Reviewers describe pricing as "okay" but note it can be expensive for smaller organizations or teams with limited budgets.
- **ThoughtSpot:** Reviewers highlight that pricing feels friendly and delivers good ROI, but some mention high and opaque pricing for large-scale deployments.
- **Switching reasons:** Recent reviews cite ThoughtSpot's AI-driven analytics and ease of use as reasons for switching from traditional BI tools.



### What are the best alternatives to Looker and ThoughtSpot?

The top 3 alternatives to Looker and ThoughtSpot are Tableau, Mode, and Zoho Analytics.

| Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength |
| --- | --- | --- | --- | --- |
| [Looker](https://www.g2.com/products/looker/reviews) | 4.4/5 (1,656) | — | Pricing is okay but can be expensive for smaller teams | Centralized data model with LookML for consistent metrics |
| [ThoughtSpot](https://www.g2.com/products/thoughtspot/reviews) | 4.4/5 (340) | — | Pricing feels friendly and delivers good ROI, but can be high for large deployments | AI-driven search and ease of use (68 all-time mentions) |
| [Tableau](https://www.g2.com/products/tableau/reviews) | 4.4/5 (3,786) | Enterprise | — | Advanced visualization and presentation-ready dashboards |
| [Mode](https://www.g2.com/products/mode-mode/reviews) | 4.5/5 (330) | Mid-Market | — | Flexible analytics and strong SQL support |
| [Zoho Analytics](https://www.g2.com/products/zoho-analytics/reviews) | 4.2/5 (286) | Mid-Market | — | Ease of use and integration with Zoho ecosystem |



### Which Analytics Platforms features should I prioritize when comparing Looker and ThoughtSpot?

Buyers should prioritize Dashboards, Ease of Use, Integrations, AI-driven analytics, and Data Modeling when comparing Looker and ThoughtSpot.

- **Dashboards:** Dashboards are the most frequently mentioned feature in reviews for both products.
- **Ease of Use:** ThoughtSpot: 8.7; Looker: 8.3. ThoughtSpot has 68 all-time mentions for ease of use.
- **Integrations:** Looker: Google Analytics (24 mentions), Slack (20), Adjust (18); ThoughtSpot: dbt (3), Slack (2), Looker (1).
- **AI-driven analytics:** ThoughtSpot is frequently cited for its AI-driven search and analytics capabilities.
- **Data Modeling:** Looker is highlighted for its centralized data model with LookML, ensuring consistent metrics across reports.



### What are the pros and cons of Looker vs ThoughtSpot?

Looker's headline strength is its centralized data modeling with LookML, while ThoughtSpot's is its AI-driven search and ease of use.

- **Looker strengths:** Centralized data model with LookML for consistent metrics, real-time data querying, strong integration with Google products, and easy sharing and embedding of dashboards.
- **Looker trade-offs:** Reviewers note a learning curve for LookML, limited visualization customization, and higher pricing for smaller organizations.
- **ThoughtSpot strengths:** AI-driven search and analytics (68 all-time mentions for ease of use), intuitive interface, natural language querying, and rapid self-service insights.
- **ThoughtSpot trade-offs:** Reviewers mention a learning curve (24 all-time mentions), limited advanced customization, and high pricing for large-scale deployments.



### Is Looker or ThoughtSpot better for small businesses?

ThoughtSpot is a better fit for small businesses, as reviewers highlight its ease of use and rapid onboarding for non-technical users.

- **Looker:** Largest reviewer segment is Mid-Market; reviewers note Looker is powerful but has a steeper learning curve and higher pricing, making it less ideal for small businesses.
- **ThoughtSpot:** Largest reviewer segment is Mid-Market; reviewers consistently cite ease of use, intuitive interface, and quick setup as advantages for smaller teams and non-technical users.



### Which Analytics Platforms platform has better integrations?

Looker is favored for integrations, with more reviewer-cited integrations and higher all-time mention counts.

- **Looker:** Google Analytics (24 all-time mentions), Slack (20), Adjust (18).
- **ThoughtSpot:** dbt, Slack, and Looker are mentioned in recent reviews, but with lower all-time counts.



### How do Looker and ThoughtSpot compare on customer support?

Looker and ThoughtSpot are rated at parity for Quality of Support, both scoring 8.6.

- **Looker:** Reviewers describe support as helpful and responsive, with some noting strong documentation and community resources.
- **ThoughtSpot:** Reviewers highlight helpful and responsive support, with positive experiences in onboarding and training sessions.



### Which is easier to implement, Looker or ThoughtSpot?

Looker and ThoughtSpot are rated at parity for Ease of Setup, with Looker at 8.3 and ThoughtSpot at 8.0.

- **Looker:** Reviewers describe setup as straightforward but note a learning curve for advanced features and data modeling.
- **ThoughtSpot:** Reviewers mention easy onboarding and intuitive setup, especially for non-technical users, but note that advanced configuration can require additional effort.



### Which product has better Dashboards?

Both Looker and ThoughtSpot are highly rated for Dashboards, with reviewers frequently citing this feature as a core strength.

- **Looker:** Dashboards are the most frequently mentioned feature in reviews; reviewers highlight interactive, real-time dashboards and easy sharing.
- **ThoughtSpot:** Dashboards are a core feature, with reviewers citing rapid dashboard creation, customization, and AI-driven insights as key benefits.



| | Looker | ThoughtSpot | 
|---|---|---|
| **Star Rating** | 4.4 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 1,653 | 340 | 
| **Largest Market Segment** | Mid-Market (60.4% 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 (63 reviews)
- Insights (45 reviews)

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

---
## Ratings Comparison
| Rating | Looker | ThoughtSpot | 
|---|---|---|
  | **Meets Requirements** | 8.7 (1136 reviews) | 8.3 (269 reviews) | 
  | **Ease of Use** | 8.3 (1143 reviews) | 8.7 (271 reviews) | 
  | **Ease of Setup** | 8.3 (619 reviews) | 8.0 (136 reviews) | 
  | **Ease of Admin** | 8.3 (433 reviews) | 8.2 (111 reviews) | 
  | **Quality of Support** | 8.6 (972 reviews) | 8.6 (241 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (412 reviews) | 8.9 (109 reviews) | 
  | **Product Direction (% positive)** | 8.7 (1063 reviews) | 9.1 (262 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 | 791 |
| **ThoughtSpot** | 8.3/10 | 200 |

#### Reports

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Reports Interface** | 8.6 (684 reviews) ✓ Verified | 8.7 (158 reviews) ✓ Verified | 
| **Steps to Answer** | 8.2 (620 reviews) ✓ Verified | 8.6 (152 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.2 (677 reviews) ✓ Verified | 8.4 (161 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (529 reviews) ✓ Verified | 8.2 (129 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (681 reviews) ✓ Verified | 8.8 (159 reviews) ✓ Verified | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Marketing Reports** | Not enough data | Not enough data | 
| **Sales Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Interactive Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Customizable Dashboard** | Not enough data | Not enough data | 

#### Self Service 

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Calculated Fields** | 8.4 (627 reviews) ✓ Verified | 8.2 (144 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.6 (648 reviews) ✓ Verified | 8.6 (151 reviews) ✓ Verified | 
| **Data Discovery** | 8.5 (621 reviews) ✓ Verified | 8.6 (150 reviews) ✓ Verified | 
| **Search** | 8.1 (618 reviews) ✓ Verified | 8.8 (162 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (596 reviews) ✓ Verified | 8.2 (136 reviews) ✓ Verified | 
| **Automodeling** | 7.7 (502 reviews) ✓ Verified | 7.5 (111 reviews) ✓ Verified | 
| **Natural Language Search** | Not enough data | Not enough data | 
| **Visual Discovery** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Predictive Analytics** | 7.6 (429 reviews) ✓ Verified | 7.8 (113 reviews) | 
| **Data Visualization** | 8.4 (648 reviews) ✓ Verified | 8.6 (153 reviews) ✓ Verified | 
| **Big Data Services** | 8.0 (518 reviews) ✓ Verified | 8.0 (122 reviews) ✓ Verified | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

#### Building Reports

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Data Transformation** | 8.3 (387 reviews) ✓ Verified | 7.5 (95 reviews) ✓ Verified | 
| **Data Modeling** | 8.3 (407 reviews) ✓ Verified | 7.6 (100 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (358 reviews) ✓ Verified | 7.9 (86 reviews) ✓ Verified | 
| **Integration APIs** | 8.1 (331 reviews) ✓ Verified | 7.6 (79 reviews) ✓ Verified | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### 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 | 
| **Mobile Access** | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Customizable Branding** | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Publishing/Sharing** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Strategic Planning** | Not enough data | Not enough data | 
| **Self Service Data Preparation** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Text Analysis** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Widgets** | Not enough data | Not enough data | 
| **Benchmarking** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Trend/Problem Indicators** | Not enough data | Not enough data | 
| **Customizable Templates** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Profitability Analysis** | Not enough data | Not enough data | 
| **OLAP** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Key Performance Indicators** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Data Mining** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Ad hoc Query** | Not enough data | Not enough data | 

### Data Visualization

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 8.2/10 | 754 |
| **ThoughtSpot** | N/A | N/A |

#### Reports

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Reports Interface** | 8.6 (684 reviews) ✓ Verified | 8.7 (158 reviews) ✓ Verified | 
| **Steps to Answer** | 8.2 (620 reviews) ✓ Verified | 8.6 (152 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.2 (677 reviews) ✓ Verified | 8.4 (161 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (529 reviews) ✓ Verified | 8.2 (129 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (681 reviews) ✓ Verified | 8.8 (159 reviews) ✓ Verified | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Marketing Reports** | Not enough data | Not enough data | 
| **Sales Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Interactive Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Customizable Dashboard** | Not enough data | Not enough data | 

#### Reports

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Reports Interface** | 8.5 (113 reviews) | Not enough data | 
| **Share Reports** | 8.5 (110 reviews) | Not enough data | 
| **Steps to Answer** | 8.1 (104 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 | 
| **Generative AI** | Not enough data | Not enough data | 

#### Visualization

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Graphs and Charts** | 8.5 (117 reviews) | Not enough data | 
| **Score Cards** | 8.5 (113 reviews) | Not enough data | 
| **Dashboards** | 8.7 (118 reviews) | Not enough data | 
| **Formats** | 8.3 (110 reviews) | Not enough data | 
| **Mobile Dashboards** | Not enough data | Not enough data | 
| **Public Dashboards** | Not enough data | Not enough data | 
| **Private Dashboards** | Not enough data | Not enough data | 

#### Data Updates

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Historical Snapshots** | 8.1 (107 reviews) | Not enough data | 
| **Real-Time Updating** | 8.3 (108 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 (103 reviews) | Not enough data | 

#### Data Updates

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Historical Snapshots** | 7.8 (137 reviews) | Not enough data | 
| **Real-Time Updating** | 8.0 (144 reviews) | Not enough data | 
| **Scheduled/Automated Reports** | 8.5 (146 reviews) | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Data Management** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **KPI Monitoring** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Natural Language Search** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Real-Time Notifications** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Widgets** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Activity Tracking** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Customizable Branding** | Not enough data | Not enough data | 
| **Data Aggregation** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Customizable Templates** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Interactive Elements** | Not enough data | Not enough data | 
| **Single Page View** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Functions/Calculations** | Not enough data | Not enough data | 
| **Historical Reporting** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Visual Discovery** | Not enough data | Not enough data | 
| **Real-Time Updates** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Relational Display** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 
| **OLAP** | Not enough data | Not enough data | 
| **Ad hoc Query** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 7.9/10 | 813 |
| **ThoughtSpot** | 8.0/10 | 221 |

#### Reports

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Reports Interface** | 8.6 (684 reviews) ✓ Verified | 8.7 (158 reviews) ✓ Verified | 
| **Steps to Answer** | 8.2 (620 reviews) ✓ Verified | 8.6 (152 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.2 (677 reviews) ✓ Verified | 8.4 (161 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (529 reviews) ✓ Verified | 8.2 (129 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (681 reviews) ✓ Verified | 8.8 (159 reviews) ✓ Verified | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Marketing Reports** | Not enough data | Not enough data | 
| **Sales Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Interactive Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Customizable Dashboard** | Not enough data | Not enough data | 

#### Data Preparation

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Connectors** | 8.3 (295 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 (312 reviews) ✓ Verified | 8.4 (111 reviews) ✓ Verified | 
| **Data Filtering** | 8.7 (333 reviews) ✓ Verified | 8.5 (115 reviews) ✓ Verified | 
| **Data Blending** | 8.4 (308 reviews) ✓ Verified | 8.2 (103 reviews) ✓ Verified | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **AI Text Generation** | 7.1 (87 reviews) | 7.0 (22 reviews) | 
| **AI Text Summarization** | 7.1 (85 reviews) | 6.7 (22 reviews) | 
| **Generative AI** | Not enough data | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Autonomous Task Execution** | 7.3 (40 reviews) | Not enough data | 
| **Multi-step Planning** | 7.4 (38 reviews) | Not enough data | 
| **Cross-system Integration** | 7.3 (40 reviews) | Not enough data | 
| **Adaptive Learning** | 7.2 (41 reviews) | 6.0 (5 reviews) | 
| **Natural Language Interaction** | 7.4 (40 reviews) | Not enough data | 
| **Proactive Assistance** | 7.4 (38 reviews) | Not enough data | 
| **Decision Making** | 7.8 (39 reviews) | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Self Service 

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Calculated Fields** | 8.4 (627 reviews) ✓ Verified | 8.2 (144 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.6 (648 reviews) ✓ Verified | 8.6 (151 reviews) ✓ Verified | 
| **Data Discovery** | 8.5 (621 reviews) ✓ Verified | 8.6 (150 reviews) ✓ Verified | 
| **Search** | 8.1 (618 reviews) ✓ Verified | 8.8 (162 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (596 reviews) ✓ Verified | 8.2 (136 reviews) ✓ Verified | 
| **Automodeling** | 7.7 (502 reviews) ✓ Verified | 7.5 (111 reviews) ✓ Verified | 
| **Natural Language Search** | Not enough data | Not enough data | 
| **Visual Discovery** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 

#### Deployment & Integration - Analytics Platforms

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **No-code Dashboard Builder** | 8.2 (40 reviews) | 8.7 (5 reviews) | 
| **Report Scheduling and Automation** | 8.4 (44 reviews) | Not enough data | 
| **Embedded Analytics and White-labeling** | 7.8 (36 reviews) | 7.3 (5 reviews) | 
| **Data Source Connectivity** | 8.4 (50 reviews) | 8.3 (5 reviews) | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Query Builder** | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Predictive Analytics** | 7.6 (429 reviews) ✓ Verified | 7.8 (113 reviews) | 
| **Data Visualization** | 8.4 (648 reviews) ✓ Verified | 8.6 (153 reviews) ✓ Verified | 
| **Big Data Services** | 8.0 (518 reviews) ✓ Verified | 8.0 (122 reviews) ✓ Verified | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Large data handling and Query Speed** | 7.1 (58 reviews) | 8.6 (6 reviews) | 
| **Concurrent User Support** | 8.1 (36 reviews) | Not enough data | 
| **Database Support** | Not enough data | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Data Modeling and Governance** | 8.1 (47 reviews) | Not enough data | 
| **Notebook and Script Integration** | 7.2 (34 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | 7.5 (35 reviews) | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Auto-generated Insights and Narratives** | 7.3 (35 reviews) | Not enough data | 
| **Natural Language Queries** | 7.6 (36 reviews) | 8.1 (7 reviews) | 
| **Proactive KPI Monitoring and Alerts** | 7.6 (34 reviews) | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 7.4 (34 reviews) | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 7.6 (34 reviews) | Not enough data | 
| **Role-based Insight Personalization** | 7.4 (36 reviews) | Not enough data | 
| **Conversational and Prompt-based Analytics** | 7.5 (34 reviews) | Not enough data | 
| **Ad hoc Query** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

#### Building Reports

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Data Transformation** | 8.3 (387 reviews) ✓ Verified | 7.5 (95 reviews) ✓ Verified | 
| **Data Modeling** | 8.3 (407 reviews) ✓ Verified | 7.6 (100 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (358 reviews) ✓ Verified | 7.9 (86 reviews) ✓ Verified | 
| **Integration APIs** | 8.1 (331 reviews) ✓ Verified | 7.6 (79 reviews) ✓ Verified | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Drag & Drop** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Customizable Branding** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Data Migration** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Self Service Data Preparation** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Sentiment Analysis** | Not enough data | Not enough data | 
| **User Management** | Not enough data | Not enough data | 
| **Sales Trend Analysis** | Not enough data | Not enough data | 
| **Charting** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Widgets** | Not enough data | Not enough data | 
| **Storytelling** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Financing Management** | Not enough data | Not enough data | 
| **Self-service Analytics** | Not enough data | Not enough data | 
| **KPI Monitoring** | Not enough data | Not enough data | 
| **Dashboard** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Data Integration** | Not enough data | Not enough data | 
| **Scorecards** | Not enough data | Not enough data | 
| **Data Management** | Not enough data | Not enough data | 
| **Task Management** | Not enough data | Not enough data | 
| **Progress Tracking** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Profitability Analysis** | Not enough data | Not enough data | 
| **Project Tracking** | Not enough data | Not enough data | 
| **Strategic Planning** | Not enough data | Not enough data | 
| **Goal Setting/Tracking** | Not enough data | Not enough data | 
| **Publishing/Sharing** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Templates** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Not enough data | 
| **Customizable Templates** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Financial Reporting** | Not enough data | Not enough data | 
| **Audit Management** | Not enough data | Not enough data | 
| **OLAP** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Looker** | 8.4/10 | 782 |
| **ThoughtSpot** | 8.5/10 | 199 |

#### Reports

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Reports Interface** | 8.6 (684 reviews) ✓ Verified | 8.7 (158 reviews) ✓ Verified | 
| **Steps to Answer** | 8.2 (620 reviews) ✓ Verified | 8.6 (152 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.2 (677 reviews) ✓ Verified | 8.4 (161 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (529 reviews) ✓ Verified | 8.2 (129 reviews) ✓ Verified | 
| **Dashboards** | 8.7 (681 reviews) ✓ Verified | 8.8 (159 reviews) ✓ Verified | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Marketing Reports** | Not enough data | Not enough data | 
| **Sales Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Interactive Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Customizable Dashboard** | Not enough data | Not enough data | 

#### Self Service 

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Calculated Fields** | 8.4 (627 reviews) ✓ Verified | 8.2 (144 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.6 (648 reviews) ✓ Verified | 8.6 (151 reviews) ✓ Verified | 
| **Data Discovery** | 8.5 (621 reviews) ✓ Verified | 8.6 (150 reviews) ✓ Verified | 
| **Search** | 8.1 (618 reviews) ✓ Verified | 8.8 (162 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.4 (596 reviews) ✓ Verified | 8.2 (136 reviews) ✓ Verified | 
| **Automodeling** | 7.7 (502 reviews) ✓ Verified | 7.5 (111 reviews) ✓ Verified | 
| **Natural Language Search** | Not enough data | Not enough data | 
| **Visual Discovery** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 

#### Building Reports

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Data Transformation** | 8.3 (387 reviews) ✓ Verified | 7.5 (95 reviews) ✓ Verified | 
| **Data Modeling** | 8.3 (407 reviews) ✓ Verified | 7.6 (100 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (358 reviews) ✓ Verified | 7.9 (86 reviews) ✓ Verified | 
| **Integration APIs** | 8.1 (331 reviews) ✓ Verified | 7.6 (79 reviews) ✓ Verified | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Generative AI** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Mobile Reporting** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Customizable Branding** | Not enough data | Not enough data | 
| **Charting** | Not enough data | Not enough data | 
| **Customization** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Ad hoc Query** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Application Development** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Geographic Maps** | Not enough data | Not enough data | 
| **Widgets** | Not enough data | Not enough data | 
| **SSL Security** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Self-service Analytics** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Integration into Third Party Applications** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Visual Workflow Management** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Benchmarking** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Streaming Analytics** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 

### 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 | 

### 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 | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **CRM Integration** | Not enough data | Not enough data | 

#### Data Sourcing

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Data Sourcing** | 8.8 (203 reviews) | Not enough data | 
| **Exporting & 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 | 
| **Budgeting/Forecasting** | Not enough data | Not enough data | 
| **Correlation Analysis** | Not enough data | Not enough data | 
| **Competitive Analysis** | Not enough data | Not enough data | 
| **Sales Trend Analysis** | Not enough data | Not enough data | 
| **Statistical Analysis** | Not enough data | 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 | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 
| **Task Management** | Not enough data | Not enough data | 
| **Contact Management** | Not enough data | Not enough data | 
| **Lead Management** | Not enough data | Not enough data | 
| **Opportunity Management** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Dynamic Modeling** | Not enough data | Not enough data | 
| **Lead Qualification** | Not enough data | Not enough data | 
| **Lead Capture** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Contact Database** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Modeling & Simulation** | Not enough data | Not enough data | 
| **Exception Reporting** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Sales Reports** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **"What If" Scenarios** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Graphical Data Presentation** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Business Process Control** | Not enough data | Not enough data | 
| **Multi-Currency** | Not enough data | Not enough data | 
| **Pipeline Reports** | Not enough data | Not enough data | 

### Semantic Layer Tools

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

#### Deployment & Integration - Semantic Layer Tools

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

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

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

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

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Derived & 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 & 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 & Observability** | Not enough data | Not enough data | 
| **Metric Lineage for AI Training Data** | Not enough data | Not enough data | 
| **Version Control & 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 & 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 & Workflow Orchestration** | Not enough data | Not enough data | 
| **Explainability & Audit Trails** | Not enough data | Not enough data | 

#### AI Agent Management - Agentic Analytics

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Agent Configuration & Goals** | Not enough data | Not enough data | 
| **Continuous Learning & 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 | 
| **Multi-Channel Data Collection** | Not enough data | Not enough data | 
| **Engagement Tracking** | Not enough data | Not enough data | 
| **Keyword Tracking** | Not enough data | Not enough data | 
| **Behavior Tracking** | Not enough data | Not enough data | 
| **Campaign Tracking** | Not enough data | Not enough data | 
| **Conversion Tracking** | Not enough data | Not enough data | 
| **SEO Management** | Not enough data | Not enough data | 
| **Tag Management** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Activity Tracking** | Not enough data | Not enough data | 
| **Click Tracking** | Not enough data | Not enough data | 
| **Contact Management** | Not enough data | Not enough data | 
| **Content Management** | Not enough data | Not enough data | 
| **Lead Management** | Not enough data | Not enough data | 
| **Email Management** | Not enough data | Not enough data | 
| **Campaign Management** | Not enough data | Not enough data | 
| **Channel Management** | Not enough data | Not enough data | 
| **Template Management** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | 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 | 
| **Multi-Campaign** | Not enough data | Not enough data | 
| **Campaign Analytics** | Not enough data | Not enough data | 
| **Website Analytics** | Not enough data | Not enough data | 
| **Conversion Rate Optimization** | Not enough data | Not enough data | 
| **Drip Campaigns** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | 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 | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Social Media Integration** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Looker | ThoughtSpot | 
|---|---|---|
| **Event Marketing** | Not enough data | Not enough data | 
| **Social Promotion** | Not enough data | Not enough data | 
| **Multi-Channel Marketing** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Lead Generation** | Not enough data | Not enough data | 
| **Campaign Segmentation** | Not enough data | Not enough data | 
| **Customizable Forms** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Customizable Templates** | Not enough data | Not enough data | 
| **Email Templates** | Not enough data | Not enough data | 
| **Web Forms** | Not enough data | Not enough data | 
| **Lead Capture** | Not enough data | Not enough data | 
| **Customizable Branding** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Campaign Planning** | Not enough data | Not enough data | 
| **A/B Testing** | Not enough data | Not enough data | 
| **CRM** | Not enough data | Not enough data | 
| **Customer Segmentation** | Not enough data | Not enough data | 
| **Campaign Scheduling** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Autoresponders** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Event Triggered Actions** | Not enough data | Not enough data | 
| **Email Marketing** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Customizable Fields** | Not enough data | Not enough data | 
| **Contact Database** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Data Source Connectors** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Multi-Channel Attribution** | Not enough data | Not enough data | 
| **Customer Journey Mapping** | Not enough data | Not enough data | 
| **KPI Monitoring** | Not enough data | Not enough data | 
| **Cohort Analysis** | 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 (2):** [Semantic Layer Tools](https://www.g2.com/categories/semantic-layer-tools), [Agentic Analytics Software](https://www.g2.com/categories/agentic-analytics)


---
## Reviewer Demographics

### By Company Size

| Segment | Looker | ThoughtSpot | 
|---|---|---|
| **Small-Business** | 19.4% | 16.8% | 
| **Mid-Market** | 60.4% | 39.8% | 
| **Enterprise** | 20.1% | 43.5% | 

### By Industry

#### Looker

- **Computer Software:** 11.6%
- **Information Technology and Services:** 11.2%
- **Marketing and Advertising:** 8.4%
- **Financial Services:** 7.4%
- **Internet:** 6.0%
- **Retail:** 5.0%
- **Food & Beverages:** 2.2%
- **Health, Wellness and Fitness:** 2.2%
- **Consumer Goods:** 2.1%
- **Hospital & Health Care:** 2.1%
- **Other:** 41.9%

#### ThoughtSpot

- **Information Technology and Services:** 10.7%
- **Computer Software:** 9.1%
- **Financial Services:** 9.1%
- **Retail:** 5.3%
- **Telecommunications:** 4.7%
- **Marketing and Advertising:** 4.4%
- **Hospital & Health Care:** 4.1%
- **Insurance:** 3.8%
- **Accounting:** 2.8%
- **Hospitality:** 2.2%
- **Other:** 43.7%

---
## 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)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1092 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1063 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 (282 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 (4222 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (929 reviews)
- [SAP Analytics Cloud](https://www.g2.com/products/sap-analytics-cloud/reviews) — 4.2/5 stars (908 reviews)

### Alternatives to ThoughtSpot

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (4222 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1092 reviews)
- [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) — 4.5/5 stars (1658 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 (929 reviews)
- [Amazon Quick](https://www.g2.com/products/amazon-quick/reviews) — 4.3/5 stars (697 reviews)
- [Sigma](https://www.g2.com/products/sigma-computing-sigma/reviews) — 4.4/5 stars (561 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 (403 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: [What is Looker used for?](https://www.g2.com/discussions/what-is-looker-used-for) — 2 comments
  > **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: [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: [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..."

### 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:..."

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