# GoodData.AI vs Zoho Analytics 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. This feature is particularly appreciated by those who need to visualize data in diverse ways, making it a strong choice for businesses with complex data needs.
- **Users say** that Zoho Analytics offers a user-friendly experience, especially for those new to data analytics. The drag-and-drop functionality for dashboard creation and strong visualization options make it easy for users to create insightful reports without extensive training.
- **Reviewers mention** that GoodData's reporting capabilities are robust, with extensive customization options that help users tailor reports to their specific requirements. This flexibility is highlighted by users who value the ability to pull metrics from various sources and view them in a single interface.
- **According to verified reviews** , Zoho Analytics shines in its documentation and support, which users find helpful for troubleshooting and learning the platform. This aspect is crucial for small businesses that may not have dedicated IT resources.
- **G2 reviewers report** that GoodData has a higher overall satisfaction score compared to Zoho Analytics, indicating a stronger performance in areas like quality of support and ease of use. Users appreciate the quick implementation process and intuitive onboarding, which can significantly reduce the time to value.
- **Users say** that while Zoho Analytics handles large datasets well, it sometimes lacks the advanced features that GoodData offers, particularly in predictive analytics and data blending. This can be a consideration for businesses looking for more sophisticated analytical capabilities.



| | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Star Rating** | 4.3 out of 5 | 4.2 out of 5 | 
| **Total Reviews** | 616 | 285 | 
| **Largest Market Segment** | Mid-Market (43.6% of reviews) | Small-Business (50.7% of reviews) | 
| **Entry Level Price** | Contact Us | $0.00 Per Month | 

---
## Top Pros & Cons

### GoodData.AI

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

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

### Zoho Analytics

Pros:
- Ease of Use (39 reviews)
- Analytics (34 reviews)

Cons:
- Learning Curve (22 reviews)
- Limited Customization (14 reviews)

---
## Ratings Comparison
| Rating | GoodData.AI | Zoho Analytics | 
|---|---|---|
  | **Meets Requirements** | 8.4 (484 reviews) | 8.2 (250 reviews) | 
  | **Ease of Use** | 8.4 (448 reviews) | 8.0 (255 reviews) | 
  | **Ease of Setup** | 8.0 (389 reviews) | 8.1 (155 reviews) | 
  | **Ease of Admin** | 7.5 (266 reviews) | 8.2 (136 reviews) | 
  | **Quality of Support** | 8.8 (390 reviews) | 8.1 (229 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.4 (243 reviews) | 8.5 (130 reviews) | 
  | **Product Direction (% positive)** | 7.6 (483 reviews) | 8.7 (251 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

### Zoho Analytics

#### Entry-Level Pricing

Plan: Free

Price: $0.00 Per Month

Description: 0.1 million rows, 2 users.

Key Features:
- 5 Workspaces
- Unlimited reports and dashboards
- 3 scheduled imports

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

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | 8.2/10 | 414 |
| **Zoho Analytics** | 8.0/10 | 199 |

#### Reports

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Reports Interface** | 8.6 (307 reviews) ✓ Verified | 8.1 (182 reviews) ✓ Verified | 
| **Steps to Answer** | 8.3 (282 reviews) ✓ Verified | 8.0 (163 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.7 (304 reviews) ✓ Verified | 8.5 (176 reviews) ✓ Verified | 
| **Score Cards** | 8.4 (271 reviews) ✓ Verified | 8.1 (113 reviews) | 
| **Dashboards** | 8.6 (311 reviews) ✓ Verified | 8.3 (177 reviews) ✓ Verified | 

#### Self Service 

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Calculated Fields** | 8.2 (288 reviews) ✓ Verified | 8.3 (166 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.7 (291 reviews) ✓ Verified | 8.4 (169 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (276 reviews) ✓ Verified | 8.0 (154 reviews) ✓ Verified | 
| **Search** | 7.9 (263 reviews) | 8.0 (153 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.0 (272 reviews) ✓ Verified | 7.8 (144 reviews) ✓ Verified | 
| **Automodeling** | 7.8 (245 reviews) | 7.7 (119 reviews) ✓ Verified | 

#### Advanced Analytics

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Predictive Analytics** | 7.7 (245 reviews) ✓ Verified | 8.4 (89 reviews) | 
| **Data Visualization** | 8.6 (298 reviews) ✓ Verified | 8.5 (161 reviews) | 
| **Big Data Services** | 8.1 (257 reviews) ✓ Verified | 7.8 (130 reviews) | 

#### Building Reports

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Data Transformation** | 7.7 (199 reviews) ✓ Verified | 8.0 (133 reviews) ✓ Verified | 
| **Data Modeling** | 7.8 (201 reviews) ✓ Verified | 8.0 (125 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (191 reviews) ✓ Verified | 8.1 (120 reviews) ✓ Verified | 
| **Integration APIs** | 7.9 (173 reviews) ✓ Verified | 8.2 (112 reviews) ✓ Verified | 

#### Platform

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **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 |
| **Zoho Analytics** | 8.3/10 | 196 |

#### Reports

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Reports Interface** | 8.6 (307 reviews) ✓ Verified | 8.1 (182 reviews) ✓ Verified | 
| **Steps to Answer** | 8.3 (282 reviews) ✓ Verified | 8.0 (163 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.7 (304 reviews) ✓ Verified | 8.5 (176 reviews) ✓ Verified | 
| **Score Cards** | 8.4 (271 reviews) ✓ Verified | 8.1 (113 reviews) | 
| **Dashboards** | 8.6 (311 reviews) ✓ Verified | 8.3 (177 reviews) ✓ Verified | 

#### Reports

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | 
| **Share Reports** | Not enough data | Not enough data | 
| **Steps to Answer** | Not enough data | Not enough data | 

#### Generative AI

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

#### Visualization

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Graphs and Charts** | Not enough data | Not enough data | 
| **Score Cards** | Not enough data | Not enough data | 
| **Dashboards** | Not enough data | Not enough data | 
| **Formats** | Not enough data | Not enough data | 

#### Data Updates

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Historical Snapshots** | Not enough data | Not enough data | 
| **Real-Time Updating** | Not enough data | Not enough data | 

#### Collaboration

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Sharing** | Not enough data | Not enough data | 
| **Co-Editing** | Not enough data | Not enough data | 
| **Devices** | Not enough data | Not enough data | 

#### Data Updates

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Historical Snapshots** | Not enough data | Not enough data | 
| **Real-Time Updating** | Not enough data | 7.2 (6 reviews) | 
| **Email Reports** | Not enough data | 7.3 (5 reviews) | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | 8.4/10 | 461 |
| **Zoho Analytics** | 8.4/10 | 203 |

#### Reports

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Reports Interface** | 8.6 (307 reviews) ✓ Verified | 8.1 (182 reviews) ✓ Verified | 
| **Steps to Answer** | 8.3 (282 reviews) ✓ Verified | 8.0 (163 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.7 (304 reviews) ✓ Verified | 8.5 (176 reviews) ✓ Verified | 
| **Score Cards** | 8.4 (271 reviews) ✓ Verified | 8.1 (113 reviews) | 
| **Dashboards** | 8.6 (311 reviews) ✓ Verified | 8.3 (177 reviews) ✓ Verified | 

#### Data Preparation

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Connectors** | 8.2 (198 reviews) ✓ Verified | 8.3 (83 reviews) | 
| **Data Governance** | 8.2 (191 reviews) ✓ Verified | Feature Not Available | 

#### Data Modeling and Blending

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Data Querying** | 8.1 (227 reviews) ✓ Verified | 8.3 (81 reviews) | 
| **Data Filtering** | 8.4 (243 reviews) ✓ Verified | 8.5 (87 reviews) | 
| **Data Blending** | 8.1 (208 reviews) ✓ Verified | 8.4 (81 reviews) | 

#### Generative AI

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **AI Text Generation** | 7.6 (115 reviews) | 8.1 (13 reviews) | 
| **AI Text Summarization** | 7.6 (112 reviews) | 8.2 (13 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Autonomous Task Execution** | 8.5 (28 reviews) | Not enough data | 
| **Multi-step Planning** | 9.1 (27 reviews) | Not enough data | 
| **Cross-system Integration** | 8.3 (25 reviews) | Not enough data | 
| **Adaptive Learning** | 8.8 (26 reviews) | Not enough data | 
| **Natural Language Interaction** | 8.8 (27 reviews) | Not enough data | 
| **Proactive Assistance** | 9.1 (27 reviews) | Not enough data | 
| **Decision Making** | 8.5 (25 reviews) | Not enough data | 

#### Self Service 

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Calculated Fields** | 8.2 (288 reviews) ✓ Verified | 8.3 (166 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.7 (291 reviews) ✓ Verified | 8.4 (169 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (276 reviews) ✓ Verified | 8.0 (154 reviews) ✓ Verified | 
| **Search** | 7.9 (263 reviews) | 8.0 (153 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.0 (272 reviews) ✓ Verified | 7.8 (144 reviews) ✓ Verified | 
| **Automodeling** | 7.8 (245 reviews) | 7.7 (119 reviews) ✓ Verified | 

#### Deployment & Integration - Analytics Platforms

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **No-code Dashboard Builder** | 9.0 (24 reviews) | 9.0 (5 reviews) | 
| **Report Scheduling and Automation** | 8.7 (26 reviews) | Not enough data | 
| **Embedded Analytics and White-labeling** | 9.0 (29 reviews) | Not enough data | 
| **Data Source Connectivity** | 8.8 (30 reviews) | 9.1 (9 reviews) | 

#### Advanced Analytics

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Predictive Analytics** | 7.7 (245 reviews) ✓ Verified | 8.4 (89 reviews) | 
| **Data Visualization** | 8.6 (298 reviews) ✓ Verified | 8.5 (161 reviews) | 
| **Big Data Services** | 8.1 (257 reviews) ✓ Verified | 7.8 (130 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Large data handling and Query Speed** | 9.1 (27 reviews) | Not enough data | 
| **Concurrent User Support** | 8.8 (26 reviews) | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Data Modeling and Governance** | 8.6 (27 reviews) | Not enough data | 
| **Notebook and Script Integration** | 8.5 (28 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | 9.0 (26 reviews) | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Auto-generated Insights and Narratives** | 8.0 (25 reviews) | Not enough data | 
| **Natural Language Queries** | 8.9 (28 reviews) | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 9.2 (28 reviews) | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 8.5 (24 reviews) | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 8.6 (24 reviews) | Not enough data | 
| **Role-based Insight Personalization** | 8.8 (26 reviews) | Not enough data | 
| **Conversational and Prompt-based Analytics** | 8.7 (29 reviews) | Not enough data | 

#### Building Reports

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Data Transformation** | 7.7 (199 reviews) ✓ Verified | 8.0 (133 reviews) ✓ Verified | 
| **Data Modeling** | 7.8 (201 reviews) ✓ Verified | 8.0 (125 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (191 reviews) ✓ Verified | 8.1 (120 reviews) ✓ Verified | 
| **Integration APIs** | 7.9 (173 reviews) ✓ Verified | 8.2 (112 reviews) ✓ Verified | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | 8.2/10 | 413 |
| **Zoho Analytics** | 8.0/10 | 199 |

#### Reports

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Reports Interface** | 8.6 (307 reviews) ✓ Verified | 8.1 (182 reviews) ✓ Verified | 
| **Steps to Answer** | 8.3 (282 reviews) ✓ Verified | 8.0 (163 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.7 (304 reviews) ✓ Verified | 8.5 (176 reviews) ✓ Verified | 
| **Score Cards** | 8.4 (271 reviews) ✓ Verified | 8.1 (113 reviews) | 
| **Dashboards** | 8.6 (311 reviews) ✓ Verified | 8.3 (177 reviews) ✓ Verified | 

#### Self Service 

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Calculated Fields** | 8.2 (288 reviews) ✓ Verified | 8.3 (166 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.7 (291 reviews) ✓ Verified | 8.4 (169 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (276 reviews) ✓ Verified | 8.0 (154 reviews) ✓ Verified | 
| **Search** | 7.9 (263 reviews) | 8.0 (153 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.0 (272 reviews) ✓ Verified | 7.8 (144 reviews) ✓ Verified | 
| **Automodeling** | 7.8 (245 reviews) | 7.7 (119 reviews) ✓ Verified | 

#### Building Reports

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Data Transformation** | 7.7 (199 reviews) ✓ Verified | 8.0 (133 reviews) ✓ Verified | 
| **Data Modeling** | 7.8 (201 reviews) ✓ Verified | 8.0 (125 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (191 reviews) ✓ Verified | 8.1 (120 reviews) ✓ Verified | 
| **Integration APIs** | 7.9 (173 reviews) ✓ Verified | 8.2 (112 reviews) ✓ Verified | 

### Sales Analytics

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | N/A | N/A |
| **Zoho Analytics** | 8.2/10 | 61 |

#### Agentic AI - Sales Analytics

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 

#### Data Sourcing

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Data Sourcing** | Not enough data | 8.4 (53 reviews) | 
| **Exporting & Sharing Data** | Not enough data | 8.5 (56 reviews) | 
| **Multi-Device Data Visualization** | Not enough data | 8.4 (48 reviews) | 
| **Interactive Dashboards** | Not enough data | 8.6 (55 reviews) | 
| **Data Segmentation** | Not enough data | 8.4 (51 reviews) | 

#### Predictive Analytics

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Lead Scoring** | Not enough data | 7.9 (47 reviews) | 
| **Opportunity Scoring** | Not enough data | 7.7 (45 reviews) | 
| **Risk Analysis** | Not enough data | 7.8 (46 reviews) | 
| **Live Forecasting** | Not enough data | 7.9 (46 reviews) | 

#### Sales Management

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Live Pipeline Management** | Not enough data | 8.0 (46 reviews) | 
| **Sales Gamification** | Not enough data | Feature Not Available | 
| **Account-Based Analytics** | Not enough data | 8.3 (53 reviews) | 
| **Activity Tracking** | Not enough data | 8.5 (55 reviews) | 

### Semantic Layer Tools

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | 8.8/10 | 25 |
| **Zoho Analytics** | N/A | N/A |

#### Deployment & Integration - Semantic Layer Tools

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Multi-Environment & Multi-Cloud Support** | 8.8 (14 reviews) | Not enough data | 
| **Open API & SDK Integration** | 8.5 (16 reviews) | Not enough data | 

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

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Cross-Source Query Federation** | 8.7 (17 reviews) | Not enough data | 
| **Dynamic Schema & Metadata Adaptation** | 8.8 (17 reviews) | Not enough data | 

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

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Derived & Calculated Metrics** | 9.0 (17 reviews) | Not enough data | 
| **Time Intelligence Functions** | 8.7 (17 reviews) | Not enough data | 

#### Performance Optimization - Semantic Layer Tools

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Query Caching & Acceleration** | 9.0 (18 reviews) | Not enough data | 
| **Adaptive Query Optimization** | 9.0 (15 reviews) | Not enough data | 

#### Governance - Semantic Layer Tools

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **AI Governance & Observability** | 8.9 (14 reviews) | Not enough data | 
| **Metric Lineage for AI Training Data** | 8.6 (15 reviews) | Not enough data | 
| **Version Control & Change Impact Analysis** | 8.9 (18 reviews) | Not enough data | 

#### Advanced Intelligence - Semantic Layer Tools

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Natural Language Query Interface** | 8.3 (14 reviews) | Not enough data | 
| **Semantic Layer for AI/ML Models** | 9.3 (16 reviews) | Not enough data | 
| **Recommendation Engine** | 8.7 (15 reviews) | Not enough data | 

#### Agentic AI Enablement - Semantic Layer Tools

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Agentic Query Orchestration** | 9.1 (16 reviews) | Not enough data | 
| **Contextual Reasoning Layer** | 9.1 (17 reviews) | Not enough data | 
| **Workflow Automation via Semantic Agents** | 9.0 (14 reviews) | Not enough data | 

### Agentic Analytics

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

#### Data Connectivity and Prep - Agentic Analytics

| Feature | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **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 | Zoho Analytics | 
|---|---|---|
| **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 | Zoho Analytics | 
|---|---|---|
| **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 | Zoho Analytics | 
|---|---|---|
| **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 |
| **Zoho Analytics** | N/A | N/A |

#### Statistical Tool

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

#### Decision Making

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

---
## Categories
**Shared Categories (3):** [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics)

**Unique to GoodData.AI (2):** [Semantic Layer Tools](https://www.g2.com/categories/semantic-layer-tools), [Agentic Analytics Software](https://www.g2.com/categories/agentic-analytics)

**Unique to Zoho Analytics (2):** [Sales Analytics Software](https://www.g2.com/categories/sales-analytics), [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools)


---
## Reviewer Demographics

### By Company Size

| Segment | GoodData.AI | Zoho Analytics | 
|---|---|---|
| **Small-Business** | 41.4% | 50.7% | 
| **Mid-Market** | 43.6% | 41.8% | 
| **Enterprise** | 15.0% | 7.5% | 

### By Industry

#### GoodData.AI

- **Computer Software:** 17.2%
- **Consumer Services:** 16.0%
- **Information Technology and Services:** 15.1%
- **Retail:** 5.1%
- **Marketing and Advertising:** 4.4%
- **Internet:** 3.9%
- **Financial Services:** 3.4%
- **Education Management:** 2.3%
- **Telecommunications:** 1.8%
- **Insurance:** 1.6%
- **Other:** 29.3%

#### Zoho Analytics

- **Information Technology and Services:** 14.3%
- **Computer Software:** 8.6%
- **Financial Services:** 6.1%
- **Marketing and Advertising:** 5.7%
- **Management Consulting:** 4.3%
- **Education Management:** 3.9%
- **Real Estate:** 2.5%
- **Internet:** 2.1%
- **Market Research:** 2.1%
- **Accounting:** 1.8%
- **Other:** 48.6%

---
## Alternatives

### Alternatives to GoodData.AI

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3692 reviews)
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- [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 (930 reviews)
- [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) — 4.5/5 stars (1640 reviews)

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## 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..."

### Zoho Analytics

- Title: [What is Zoho Analytics used for?](https://www.g2.com/discussions/what-is-zoho-analytics-used-for) — 2 comments
  > **Top comment:** "Zoho Analytics is used for data analysis. It helps organizations collect, process and informed decision-making. 
With features like interactive reporting ,..."
- Title: [What is the use of Zoho?](https://www.g2.com/discussions/what-is-the-use-of-zoho) — 1 comment
  > **Top comment:** "Zoho is a cloud-based software company that provides a suite of business and productivity applications."
- Title: [Is Zoho Analytics free?](https://www.g2.com/discussions/is-zoho-analytics-free) — 1 comment
  > **Top comment:** "Free trial for 15 days usually available"
- Title: [What are the features of Zoho?](https://www.g2.com/discussions/zoho-analytics-what-are-the-features-of-zoho) — 1 comment
  > **Top comment:** "Efficient, I love it."
- Title: [Hi, I would you request you to put a downloading options.](https://www.g2.com/discussions/16124-hi-i-would-you-request-you-to-put-a-downloading-options) — 1 comment, 1 upvote
  > **Top comment:** "Zoho Analyitcs on-premise installable version is available since November 2018, when we released Zoho Analytics 4.0.

It can be downloaded from this page -..."

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