# GoodData.AI vs Looker Comparison
---
## AI Generated Summary
- **G2 reviewers report** that GoodData excels in its ability to integrate with various databases, allowing users to centralize information from multiple sources seamlessly. This capability is particularly appreciated by users who value the extensive customization options for reports, making it easier to visualize data in diverse ways.
- **Users say** that Looker stands out for its intuitive user interface and overall design, which enhances the experience of building interactive dashboards quickly. Reviewers highlight the ease of creating visually appealing dashboards with real-time data, making it a favorite for those who prioritize aesthetics and functionality.
- **According to verified reviews** , GoodData's data explorer feature is praised for its user-friendliness, enabling users to pull metrics from numerous sources and view them collectively. This functionality has reportedly saved users significant time, as they no longer need to create separate spreadsheets for daily data analysis.
- **Reviewers mention** that Looker offers impressive flexibility in customization and configuration across various integrations, which is particularly beneficial for teams needing tailored analytics solutions. Users appreciate how this adaptability supports their specific workflow needs, especially in complex environments.
- **G2 reviewers highlight** that GoodData's strong support quality is a significant advantage, with many users noting the helpfulness and responsiveness of the support team. This aspect is crucial for organizations that require reliable assistance during implementation and ongoing use.
- **Users report** that while Looker has a solid overall performance, some find it slightly less user-friendly in terms of setup compared to GoodData. However, the trade-off is often seen in Looker's robust analytics capabilities, which can be a deciding factor for teams focused on deep data insights.



| | GoodData.AI | Looker | 
|---|---|---|
| **Star Rating** | 4.2 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 592 | 1,641 | 
| **Largest Market Segment** | Mid-Market (43.4% of reviews) | Mid-Market (60.7% of reviews) | 
| **Entry Level Price** | Contact Us | No pricing available | 

---
## Top Pros & Cons

### GoodData.AI

Pros:
- Ease of Use (52 reviews)
- Data Visualization (34 reviews)

Cons:
- Learning Curve (28 reviews)
- Learning Difficulty (19 reviews)

### Looker

Pros:
- Ease of Use (126 reviews)
- Insights (75 reviews)

Cons:
- Learning Curve (58 reviews)
- Learning Difficulty (42 reviews)

---
## Ratings Comparison
| Rating | GoodData.AI | Looker | 
|---|---|---|
  | **Meets Requirements** | 8.4 (477 reviews) | 8.7 (1126 reviews) | 
  | **Ease of Use** | 8.4 (437 reviews) | 8.3 (1132 reviews) | 
  | **Ease of Setup** | 8.0 (378 reviews) | 8.2 (608 reviews) | 
  | **Ease of Admin** | 7.5 (265 reviews) | 8.3 (430 reviews) | 
  | **Quality of Support** | 8.8 (382 reviews) | 8.6 (961 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.4 (242 reviews) | 8.9 (408 reviews) | 
  | **Product Direction (% positive)** | 7.6 (472 reviews) | 8.7 (1054 reviews) | 

---
## Pricing

### GoodData.AI

#### Entry-Level Pricing

Plan: Internal Analytics Professional

Price: Contact Us

Description: Per-user Pricing

Key Features:
- Platform Fee + number of users
- Unlimited users & data
- Annual Billing

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

#### Free Trial

No

### Looker

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | 8.2/10 | 404 |
| **Looker** | 8.3/10 | 778 |

#### Reports

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Reports Interface** | 8.6 (298 reviews) ✓ Verified | 8.6 (679 reviews) ✓ Verified | 
| **Steps to Answer** | 8.3 (276 reviews) ✓ Verified | 8.2 (620 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.6 (296 reviews) ✓ Verified | 8.2 (672 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (266 reviews) ✓ Verified | 8.3 (529 reviews) ✓ Verified | 
| **Dashboards** | 8.6 (303 reviews) ✓ Verified | 8.7 (674 reviews) ✓ Verified | 

#### Self Service 

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Calculated Fields** | 8.2 (282 reviews) ✓ Verified | 8.4 (626 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.7 (287 reviews) ✓ Verified | 8.6 (646 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (273 reviews) ✓ Verified | 8.4 (615 reviews) ✓ Verified | 
| **Search** | 7.8 (259 reviews) | 8.1 (616 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.0 (265 reviews) ✓ Verified | 8.4 (592 reviews) ✓ Verified | 
| **Automodeling** | 7.8 (240 reviews) | 7.7 (501 reviews) ✓ Verified | 

#### Advanced Analytics

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Predictive Analytics** | 7.7 (241 reviews) ✓ Verified | 7.6 (430 reviews) ✓ Verified | 
| **Data Visualization** | 8.6 (290 reviews) ✓ Verified | 8.4 (643 reviews) ✓ Verified | 
| **Big Data Services** | 8.0 (250 reviews) ✓ Verified | 8.0 (516 reviews) ✓ Verified | 

#### Building Reports

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Data Transformation** | 7.6 (195 reviews) ✓ Verified | 8.3 (386 reviews) ✓ Verified | 
| **Data Modeling** | 7.7 (195 reviews) ✓ Verified | 8.3 (403 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (186 reviews) ✓ Verified | 8.0 (357 reviews) ✓ Verified | 
| **Integration APIs** | 7.9 (165 reviews) ✓ Verified | 8.1 (331 reviews) ✓ Verified | 

#### Platform

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **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 |
|---|---|---|
| **GoodData.AI** | N/A | N/A |
| **Looker** | 8.2/10 | 744 |

#### Reports

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Reports Interface** | 8.6 (298 reviews) ✓ Verified | 8.6 (679 reviews) ✓ Verified | 
| **Steps to Answer** | 8.3 (276 reviews) ✓ Verified | 8.2 (620 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.6 (296 reviews) ✓ Verified | 8.2 (672 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (266 reviews) ✓ Verified | 8.3 (529 reviews) ✓ Verified | 
| **Dashboards** | 8.6 (303 reviews) ✓ Verified | 8.7 (674 reviews) ✓ Verified | 

#### Reports

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Reports Interface** | Not enough data | 8.5 (111 reviews) | 
| **Share Reports** | Not enough data | 8.5 (108 reviews) | 
| **Steps to Answer** | Not enough data | 8.0 (103 reviews) | 

#### Generative AI

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

#### Visualization

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Graphs and Charts** | Not enough data | 8.5 (115 reviews) | 
| **Score Cards** | Not enough data | 8.4 (110 reviews) | 
| **Dashboards** | Not enough data | 8.7 (115 reviews) | 
| **Formats** | Not enough data | 8.3 (109 reviews) | 

#### Data Updates

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Historical Snapshots** | Not enough data | 8.1 (107 reviews) | 
| **Real-Time Updating** | Not enough data | 8.3 (106 reviews) | 

#### Collaboration

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Sharing** | Not enough data | 8.4 (108 reviews) | 
| **Co-Editing** | Not enough data | 8.0 (106 reviews) | 
| **Devices** | Not enough data | 8.0 (102 reviews) | 

#### Data Updates

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Historical Snapshots** | Not enough data | 7.8 (137 reviews) | 
| **Real-Time Updating** | Not enough data | 8.1 (142 reviews) | 
| **Email Reports** | Not enough data | 8.5 (144 reviews) | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | 8.4/10 | 451 |
| **Looker** | 7.9/10 | 800 |

#### Reports

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Reports Interface** | 8.6 (298 reviews) ✓ Verified | 8.6 (679 reviews) ✓ Verified | 
| **Steps to Answer** | 8.3 (276 reviews) ✓ Verified | 8.2 (620 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.6 (296 reviews) ✓ Verified | 8.2 (672 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (266 reviews) ✓ Verified | 8.3 (529 reviews) ✓ Verified | 
| **Dashboards** | 8.6 (303 reviews) ✓ Verified | 8.7 (674 reviews) ✓ Verified | 

#### Data Preparation

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Connectors** | 8.2 (194 reviews) ✓ Verified | 8.3 (293 reviews) ✓ Verified | 
| **Data Governance** | 8.2 (187 reviews) ✓ Verified | 8.3 (264 reviews) ✓ Verified | 

#### Data Modeling and Blending

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Data Querying** | 8.1 (223 reviews) ✓ Verified | 8.5 (313 reviews) ✓ Verified | 
| **Data Filtering** | 8.4 (239 reviews) ✓ Verified | 8.7 (334 reviews) ✓ Verified | 
| **Data Blending** | 8.1 (205 reviews) ✓ Verified | 8.4 (310 reviews) ✓ Verified | 

#### Generative AI

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **AI Text Generation** | 7.5 (112 reviews) | 7.1 (88 reviews) | 
| **AI Text Summarization** | 7.6 (108 reviews) | 7.1 (86 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Autonomous Task Execution** | 8.3 (23 reviews) | 7.2 (40 reviews) | 
| **Multi-step Planning** | 9.0 (23 reviews) | 7.4 (39 reviews) | 
| **Cross-system Integration** | 8.5 (22 reviews) | 7.3 (40 reviews) | 
| **Adaptive Learning** | 8.6 (22 reviews) | 7.1 (40 reviews) | 
| **Natural Language Interaction** | 8.8 (23 reviews) | 7.3 (40 reviews) | 
| **Proactive Assistance** | 9.2 (22 reviews) | 7.4 (39 reviews) | 
| **Decision Making** | 8.5 (21 reviews) | 7.6 (38 reviews) | 

#### Self Service 

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Calculated Fields** | 8.2 (282 reviews) ✓ Verified | 8.4 (626 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.7 (287 reviews) ✓ Verified | 8.6 (646 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (273 reviews) ✓ Verified | 8.4 (615 reviews) ✓ Verified | 
| **Search** | 7.8 (259 reviews) | 8.1 (616 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.0 (265 reviews) ✓ Verified | 8.4 (592 reviews) ✓ Verified | 
| **Automodeling** | 7.8 (240 reviews) | 7.7 (501 reviews) ✓ Verified | 

#### Deployment & Integration - Analytics Platforms

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **No-code Dashboard Builder** | 9.0 (21 reviews) | 8.0 (39 reviews) | 
| **Report Scheduling and Automation** | 8.6 (22 reviews) | 8.4 (43 reviews) | 
| **Embedded Analytics and White-labeling** | 8.9 (25 reviews) | 7.7 (35 reviews) | 
| **Data Source Connectivity** | 8.8 (25 reviews) | 8.3 (50 reviews) | 

#### Advanced Analytics

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Predictive Analytics** | 7.7 (241 reviews) ✓ Verified | 7.6 (430 reviews) ✓ Verified | 
| **Data Visualization** | 8.6 (290 reviews) ✓ Verified | 8.4 (643 reviews) ✓ Verified | 
| **Big Data Services** | 8.0 (250 reviews) ✓ Verified | 8.0 (516 reviews) ✓ Verified | 

#### Performance & Scalability - Analytics Platforms

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Large data handling and Query Speed** | 9.0 (22 reviews) | 7.2 (55 reviews) | 
| **Concurrent User Support** | 8.7 (23 reviews) | 8.0 (36 reviews) | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Data Modeling and Governance** | 8.5 (23 reviews) | 8.1 (43 reviews) | 
| **Notebook and Script Integration** | 8.6 (24 reviews) | 7.1 (34 reviews) | 
| **Built-in Predictive and Statistical Models** | 8.9 (22 reviews) | 7.3 (35 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Auto-generated Insights and Narratives** | 7.8 (21 reviews) | 7.1 (34 reviews) | 
| **Natural Language Queries** | 9.0 (23 reviews) | 7.5 (36 reviews) | 
| **Proactive KPI Monitoring and Alerts** | 9.1 (24 reviews) | 7.6 (34 reviews) | 
| **AI Agents for Analytical Follow-ups** | 8.4 (21 reviews) | 7.3 (34 reviews) | 

#### Personalized Intelligence - Analytics Platforms

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 8.6 (21 reviews) | 7.5 (34 reviews) | 
| **Role-based Insight Personalization** | 8.9 (22 reviews) | 7.2 (35 reviews) | 
| **Conversational and Prompt-based Analytics** | 8.7 (24 reviews) | 7.5 (34 reviews) | 

#### Building Reports

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Data Transformation** | 7.6 (195 reviews) ✓ Verified | 8.3 (386 reviews) ✓ Verified | 
| **Data Modeling** | 7.7 (195 reviews) ✓ Verified | 8.3 (403 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (186 reviews) ✓ Verified | 8.0 (357 reviews) ✓ Verified | 
| **Integration APIs** | 7.9 (165 reviews) ✓ Verified | 8.1 (331 reviews) ✓ Verified | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | 8.2/10 | 403 |
| **Looker** | 8.4/10 | 770 |

#### Reports

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Reports Interface** | 8.6 (298 reviews) ✓ Verified | 8.6 (679 reviews) ✓ Verified | 
| **Steps to Answer** | 8.3 (276 reviews) ✓ Verified | 8.2 (620 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.6 (296 reviews) ✓ Verified | 8.2 (672 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (266 reviews) ✓ Verified | 8.3 (529 reviews) ✓ Verified | 
| **Dashboards** | 8.6 (303 reviews) ✓ Verified | 8.7 (674 reviews) ✓ Verified | 

#### Self Service 

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Calculated Fields** | 8.2 (282 reviews) ✓ Verified | 8.4 (626 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.7 (287 reviews) ✓ Verified | 8.6 (646 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (273 reviews) ✓ Verified | 8.4 (615 reviews) ✓ Verified | 
| **Search** | 7.8 (259 reviews) | 8.1 (616 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.0 (265 reviews) ✓ Verified | 8.4 (592 reviews) ✓ Verified | 
| **Automodeling** | 7.8 (240 reviews) | 7.7 (501 reviews) ✓ Verified | 

#### Building Reports

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Data Transformation** | 7.6 (195 reviews) ✓ Verified | 8.3 (386 reviews) ✓ Verified | 
| **Data Modeling** | 7.7 (195 reviews) ✓ Verified | 8.3 (403 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (186 reviews) ✓ Verified | 8.0 (357 reviews) ✓ Verified | 
| **Integration APIs** | 7.9 (165 reviews) ✓ Verified | 8.1 (331 reviews) ✓ Verified | 

### Digital Analytics

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | N/A | N/A |
| **Looker** | 8.4/10 | 324 |

#### Metrics

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

#### Reporting

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

#### Other

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

#### Agentic AI - Digital Analytics

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

#### Administration

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

### Sales Analytics

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | N/A | N/A |
| **Looker** | 8.1/10 | 260 |

#### Agentic AI - Sales Analytics

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

#### Data Sourcing

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

#### Predictive Analytics

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

#### Sales Management

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

### Semantic Layer Tools

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | 8.8/10 | 19 |
| **Looker** | N/A | N/A |

#### Deployment & Integration - Semantic Layer Tools

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Multi-Environment & Multi-Cloud Support** | 8.9 (11 reviews) | Not enough data | 
| **Open API & SDK Integration** | 8.3 (12 reviews) | Not enough data | 

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

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Cross-Source Query Federation** | 9.0 (13 reviews) | Not enough data | 
| **Dynamic Schema & Metadata Adaptation** | 8.9 (14 reviews) | Not enough data | 

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

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Derived & Calculated Metrics** | 8.9 (14 reviews) | Not enough data | 
| **Time Intelligence Functions** | 8.7 (13 reviews) | Not enough data | 

#### Performance Optimization - Semantic Layer Tools

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Query Caching & Acceleration** | 8.7 (13 reviews) | Not enough data | 
| **Adaptive Query Optimization** | 9.2 (11 reviews) | Not enough data | 

#### Governance - Semantic Layer Tools

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **AI Governance & Observability** | 8.8 (11 reviews) | Not enough data | 
| **Metric Lineage for AI Training Data** | 8.5 (11 reviews) | Not enough data | 
| **Version Control & Change Impact Analysis** | 8.7 (14 reviews) | Not enough data | 

#### Advanced Intelligence - Semantic Layer Tools

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Natural Language Query Interface** | 8.3 (11 reviews) | Not enough data | 
| **Semantic Layer for AI/ML Models** | 9.3 (12 reviews) | Not enough data | 
| **Recommendation Engine** | 8.6 (12 reviews) | Not enough data | 

#### Agentic AI Enablement - Semantic Layer Tools

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Agentic Query Orchestration** | 9.0 (12 reviews) | Not enough data | 
| **Contextual Reasoning Layer** | 9.0 (14 reviews) | Not enough data | 
| **Workflow Automation via Semantic Agents** | 9.1 (11 reviews) | Not enough data | 

### Agentic Analytics

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | N/A | N/A |
| **Looker** | N/A | N/A |

#### Data Connectivity and Prep - Agentic Analytics

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Data Source Connectivity** | Not enough data | Not enough data | 
| **Automated Data Preparation** | Not enough data | Not enough data | 

#### Autonomous Insight Generation - Agentic Analytics

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **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 | GoodData.AI | Looker | 
|---|---|---|
| **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 | GoodData.AI | Looker | 
|---|---|---|
| **Agent Configuration & Goals** | Not enough data | Not enough data | 
| **Continuous Learning & Feedback** | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | N/A | N/A |
| **Looker** | N/A | N/A |

#### Statistical Tool

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Scripting** | Not enough data | Not enough data | 
| **Data Mining** | Not enough data | Not enough data | 
| **Algorithms** | Not enough data | Not enough data | 

#### Data Analysis

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Analysis** | Not enough data | Not enough data | 
| **Data Interaction** | Not enough data | Not enough data | 

#### Decision Making

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Modeling** | Not enough data | Not enough data | 
| **Data Visualizations** | Not enough data | Not enough data | 
| **Report Generation** | Not enough data | Not enough data | 
| **Data Unification** | Not enough data | Not enough data | 

#### Generative AI

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

### Marketing Analytics

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | N/A | N/A |
| **Looker** | 8.2/10 | 310 |

#### Marketing Operations

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **ROI Tracking** | Not enough data | 8.6 (221 reviews) ✓ Verified | 
| **Data Collection** | Not enough data | 8.7 (240 reviews) ✓ Verified | 
| **Customer Insights** | Not enough data | 8.5 (227 reviews) ✓ Verified | 
| **Multi-User Access** | Not enough data | 8.9 (244 reviews) ✓ Verified | 
| **Spend Management** | Not enough data | 8.3 (129 reviews) | 
| **White Label** | Not enough data | Feature Not Available | 

#### Campaign Activity

| Feature | GoodData.AI | Looker | 
|---|---|---|
| **Campaign Insights** | Not enough data | 8.6 (230 reviews) ✓ Verified | 
| **Reports and Dashboards** | Not enough data | 8.8 (260 reviews) ✓ Verified | 
| **Campaign Stickiness** | Not enough data | 8.5 (212 reviews) ✓ Verified | 
| **Multichannel Tracking** | Not enough data | 8.5 (213 reviews) ✓ Verified | 
| **Brand Optimization** | Not enough data | 8.4 (199 reviews) ✓ Verified | 
| **Predictive Analytics** | Not enough data | 7.9 (120 reviews) ✓ Verified | 

#### Agentic AI - Marketing Analytics

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

---
## 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 GoodData.AI (3):** [Semantic Layer Tools](https://www.g2.com/categories/semantic-layer-tools), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Agentic Analytics Software](https://www.g2.com/categories/agentic-analytics)

**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)


---
## Reviewer Demographics

### By Company Size

| Segment | GoodData.AI | Looker | 
|---|---|---|
| **Small-Business** | 41.1% | 19.3% | 
| **Mid-Market** | 43.4% | 60.7% | 
| **Enterprise** | 15.5% | 20.0% | 

### By Industry

#### GoodData.AI

- **Computer Software:** 17.1%
- **Consumer Services:** 15.5%
- **Information Technology and Services:** 15.0%
- **Retail:** 5.2%
- **Marketing and Advertising:** 4.5%
- **Internet:** 4.0%
- **Financial Services:** 3.4%
- **Education Management:** 2.3%
- **Telecommunications:** 1.8%
- **Hospital & Health Care:** 1.6%
- **Other:** 29.4%

#### Looker

- **Computer Software:** 11.4%
- **Information Technology and Services:** 11.1%
- **Marketing and Advertising:** 8.3%
- **Financial Services:** 7.4%
- **Internet:** 6.0%
- **Retail:** 5.0%
- **Food & Beverages:** 2.3%
- **Consumer Goods:** 2.1%
- **Health, Wellness and Fitness:** 2.1%
- **Hospital & Health Care:** 2.1%
- **Other:** 41.9%

---
## Alternatives

### Alternatives to GoodData.AI

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3650 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) — 4.1/5 stars (461 reviews)
- [Oracle Analytics Cloud](https://www.g2.com/products/oracle-analytics-cloud/reviews) — 4.1/5 stars (333 reviews)
- [Zoho Analytics](https://www.g2.com/products/zoho-analytics/reviews) — 4.2/5 stars (285 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1057 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)

### Alternatives to Looker

- [Mode](https://www.g2.com/products/mode-mode/reviews) — 4.5/5 stars (330 reviews)
- [Zoho Analytics](https://www.g2.com/products/zoho-analytics/reviews) — 4.2/5 stars (285 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1057 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 (3650 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 (691 reviews)

---
## Top Discussions

### GoodData.AI

- Title: [Is there any way to send .csv or Excel files to people on an automated basis?](https://www.g2.com/discussions/27530-is-there-any-way-to-send-csv-or-excel-files-to-people-on-an-automated-basis) — 2 comments
  > **Top comment:** "I don’t believe this functionality exists in GoodData. You can send the PDF reports generated or you could look at sending the reports directly from your..."
- Title: [send e-mails for users](https://www.g2.com/discussions/13774-send-e-mails-for-users) — 2 comments, 1 upvote
  > **Top comment:** "I believe you can use the API to grab the emails for registered users and then pass them to an email application. Some of this will depend on how you have..."
- Title: [What is the future of that platform?](https://www.g2.com/discussions/34286-what-is-the-future-of-that-platform) — 1 comment, 1 upvote
  > **Top comment:** "Hi - Thank you for your question! We just launched our new, API-first, fully managed analytics platform called GoodData Cloud a few weeks ago. You can get..."
- Title: [What is the best way to show the Community Post list and the topic inside a Community Post? How can you identify community post creator?](https://www.g2.com/discussions/30752-what-is-the-best-way-to-show-the-community-post-list-and-the-topic-inside-a-community-post-how-can-you-identify-community-post-creator) — 1 comment, 1 upvote *(includes official response)*
  > **Top comment:** "Hi Disnie,

It is great when projects are active. Sometimes, it is really painful to go back and try to recategorize things according to the new rules and..."
- Title: [How can I better train my team in using good data?](https://www.g2.com/discussions/30717-how-can-i-better-train-my-team-in-using-good-data) — 1 comment, 1 upvote *(includes official response)*
  > **Top comment:** "Hi Brittney,

To understand the full semantic data model of your data product can be sometimes overwhelming. I always suggest people start from the..."

### 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'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..."

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