# GoodData.AI, Luzmo vs Infor Birst Comparison

| | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Star Rating** | 4.2 out of 5 | 4.6 out of 5 | 4.0 out of 5 | 
| **Total Reviews** | 600 | 76 | 100 | 
| **Largest Market Segment** | Mid-Market (43.4% of reviews) | Small-Business (59.7% of reviews) | Mid-Market (40.5% of reviews) | 
| **Entry Level Price** | Contact Us | $995.00 Per Month | No pricing available | 

---
## Top Pros & Cons

### GoodData.AI

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

Cons:
- Learning Curve (28 reviews)
- Missing Features (19 reviews)

### Luzmo

Pros:
- Ease of Use (7 reviews)
- Embedding Features (5 reviews)

Cons:
- Complexity (2 reviews)
- Limited Options (2 reviews)

### Infor Birst

**Not enough data**

---
## Ratings Comparison
| Rating | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
  | **Meets Requirements** | 8.4 (480 reviews) | 8.6 (59 reviews) | 8.1 (69 reviews) | 
  | **Ease of Use** | 8.4 (441 reviews) | 9.0 (61 reviews) | 7.8 (69 reviews) | 
  | **Ease of Setup** | 8.0 (382 reviews) | 8.7 (40 reviews) | 7.7 (49 reviews) | 
  | **Ease of Admin** | 7.5 (265 reviews) | 8.8 (39 reviews) | 7.7 (48 reviews) | 
  | **Quality of Support** | 8.8 (385 reviews) | 9.6 (56 reviews) | 7.9 (65 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.4 (242 reviews) | 9.4 (39 reviews) | 8.3 (47 reviews) | 
  | **Product Direction (% positive)** | 7.6 (476 reviews) | 9.6 (53 reviews) | 8.6 (65 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

### Luzmo

#### Entry-Level Pricing

Plan: Basic

Price: $995.00 Per Month

Description: Leverage a lite version of our powerful integration.

Key Features:
- Full platform integration & API access
- Includes 100 Monthly Active Viewers
- Includes 1 Monthly Active Designer

[Browse all 3 editions](https://www.g2.com/products/luzmo/pricing)

#### Free Trial

Yes

### Infor Birst

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | 8.2/10 | 408 |
| **Luzmo** | 8.9/10 | 38 |
| **Infor Birst** | N/A | N/A |

#### Reports

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Reports Interface** | 8.6 (302 reviews) ✓ Verified | 8.8 (26 reviews) ✓ Verified | 8.3 (49 reviews) ✓ Verified | 
| **Steps to Answer** | 8.3 (279 reviews) ✓ Verified | 8.2 (25 reviews) ✓ Verified | 8.3 (47 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.6 (299 reviews) ✓ Verified | 9.3 (28 reviews) ✓ Verified | 8.4 (50 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (269 reviews) ✓ Verified | 8.5 (22 reviews) ✓ Verified | 8.0 (42 reviews) ✓ Verified | 
| **Dashboards** | 8.6 (306 reviews) ✓ Verified | 9.4 (27 reviews) ✓ Verified | 8.5 (51 reviews) ✓ Verified | 

#### Self Service 

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Calculated Fields** | 8.2 (285 reviews) ✓ Verified | 8.1 (25 reviews) ✓ Verified | 8.3 (48 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.7 (289 reviews) ✓ Verified | 8.8 (24 reviews) ✓ Verified | 8.1 (49 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (275 reviews) ✓ Verified | 8.2 (23 reviews) ✓ Verified | 7.9 (44 reviews) ✓ Verified | 
| **Search** | 7.8 (261 reviews) | 8.3 (21 reviews) | 7.8 (47 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.0 (269 reviews) ✓ Verified | 8.8 (20 reviews) ✓ Verified | 7.7 (42 reviews) ✓ Verified | 
| **Automodeling** | 7.8 (243 reviews) | 7.0 (19 reviews) | 7.5 (40 reviews) ✓ Verified | 

#### Advanced Analytics

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Predictive Analytics** | 7.7 (243 reviews) ✓ Verified | Feature Not Available | Feature Not Available | 
| **Data Visualization** | 8.6 (294 reviews) ✓ Verified | 9.1 (27 reviews) ✓ Verified | 8.3 (47 reviews) ✓ Verified | 
| **Big Data Services** | 8.0 (253 reviews) ✓ Verified | 7.9 (19 reviews) ✓ Verified | 7.8 (37 reviews) ✓ Verified | 

#### Building Reports

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Data Transformation** | 7.7 (197 reviews) ✓ Verified | Feature Not Available | 8.0 (39 reviews) ✓ Verified | 
| **Data Modeling** | 7.7 (198 reviews) ✓ Verified | Feature Not Available | 8.0 (40 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (188 reviews) ✓ Verified | 9.0 (21 reviews) ✓ Verified | 8.0 (31 reviews) ✓ Verified | 
| **Integration APIs** | 7.9 (169 reviews) ✓ Verified | 9.0 (20 reviews) ✓ Verified | 8.0 (33 reviews) ✓ Verified | 

#### Platform

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | 

### Data Visualization

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | N/A | N/A |
| **Luzmo** | 8.6/10 | 44 |
| **Infor Birst** | N/A | N/A |

#### Reports

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Reports Interface** | 8.6 (302 reviews) ✓ Verified | 8.8 (26 reviews) ✓ Verified | 8.3 (49 reviews) ✓ Verified | 
| **Steps to Answer** | 8.3 (279 reviews) ✓ Verified | 8.2 (25 reviews) ✓ Verified | 8.3 (47 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.6 (299 reviews) ✓ Verified | 9.3 (28 reviews) ✓ Verified | 8.4 (50 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (269 reviews) ✓ Verified | 8.5 (22 reviews) ✓ Verified | 8.0 (42 reviews) ✓ Verified | 
| **Dashboards** | 8.6 (306 reviews) ✓ Verified | 9.4 (27 reviews) ✓ Verified | 8.5 (51 reviews) ✓ Verified | 

#### Reports

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Reports Interface** | Not enough data | 9.4 (6 reviews) | Not enough data | 
| **Share Reports** | Not enough data | 9.2 (6 reviews) | Not enough data | 
| **Steps to Answer** | Not enough data | 8.6 (6 reviews) | Not enough data | 

#### Generative AI

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 6.7 (6 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | 7.2 (6 reviews) | Not enough data | 

#### Visualization

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Graphs and Charts** | Not enough data | 9.7 (6 reviews) | Not enough data | 
| **Score Cards** | Not enough data | 9.2 (6 reviews) | Not enough data | 
| **Dashboards** | Not enough data | 9.7 (6 reviews) | Not enough data | 
| **Formats** | Not enough data | 9.2 (6 reviews) | Not enough data | 

#### Data Updates

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Historical Snapshots** | Not enough data | 7.2 (6 reviews) | Not enough data | 
| **Real-Time Updating** | Not enough data | 9.2 (6 reviews) | Not enough data | 

#### Collaboration

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Sharing** | Not enough data | 8.3 (6 reviews) | Not enough data | 
| **Co-Editing** | Not enough data | 6.9 (6 reviews) | Not enough data | 
| **Devices** | Not enough data | 8.9 (6 reviews) | Not enough data | 

#### Data Updates

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Historical Snapshots** | Not enough data | 6.9 (14 reviews) | Not enough data | 
| **Real-Time Updating** | Not enough data | 8.1 (21 reviews) | Not enough data | 
| **Email Reports** | Not enough data | 8.5 (13 reviews) | Not enough data | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | 8.4/10 | 455 |
| **Luzmo** | 8.4/10 | 42 |
| **Infor Birst** | 8.1/10 | 73 |

#### Reports

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Reports Interface** | 8.6 (302 reviews) ✓ Verified | 8.8 (26 reviews) ✓ Verified | 8.3 (49 reviews) ✓ Verified | 
| **Steps to Answer** | 8.3 (279 reviews) ✓ Verified | 8.2 (25 reviews) ✓ Verified | 8.3 (47 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.6 (299 reviews) ✓ Verified | 9.3 (28 reviews) ✓ Verified | 8.4 (50 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (269 reviews) ✓ Verified | 8.5 (22 reviews) ✓ Verified | 8.0 (42 reviews) ✓ Verified | 
| **Dashboards** | 8.6 (306 reviews) ✓ Verified | 9.4 (27 reviews) ✓ Verified | 8.5 (51 reviews) ✓ Verified | 

#### Data Preparation

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Connectors** | 8.2 (197 reviews) ✓ Verified | 7.7 (11 reviews) ✓ Verified | 8.0 (25 reviews) ✓ Verified | 
| **Data Governance** | 8.2 (190 reviews) ✓ Verified | 8.7 (10 reviews) ✓ Verified | 8.3 (21 reviews) ✓ Verified | 

#### Data Modeling and Blending

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Data Querying** | 8.1 (225 reviews) ✓ Verified | 8.5 (13 reviews) ✓ Verified | 8.6 (23 reviews) ✓ Verified | 
| **Data Filtering** | 8.4 (241 reviews) ✓ Verified | 8.5 (12 reviews) ✓ Verified | 8.3 (25 reviews) ✓ Verified | 
| **Data Blending** | 8.1 (207 reviews) ✓ Verified | 8.5 (12 reviews) ✓ Verified | 8.3 (24 reviews) ✓ Verified | 

#### Generative AI

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **AI Text Generation** | 7.6 (114 reviews) | 6.7 (5 reviews) | Not enough data | 
| **AI Text Summarization** | 7.6 (110 reviews) | 7.7 (5 reviews) | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Autonomous Task Execution** | 8.3 (26 reviews) | Not enough data | Not enough data | 
| **Multi-step Planning** | 9.0 (26 reviews) | Not enough data | Not enough data | 
| **Cross-system Integration** | 8.4 (24 reviews) | Not enough data | Not enough data | 
| **Adaptive Learning** | 8.7 (24 reviews) | Not enough data | Not enough data | 
| **Natural Language Interaction** | 8.8 (26 reviews) | Not enough data | Not enough data | 
| **Proactive Assistance** | 9.2 (25 reviews) | Not enough data | Not enough data | 
| **Decision Making** | 8.4 (23 reviews) | Not enough data | Not enough data | 

#### Self Service 

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Calculated Fields** | 8.2 (285 reviews) ✓ Verified | 8.1 (25 reviews) ✓ Verified | 8.3 (48 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.7 (289 reviews) ✓ Verified | 8.8 (24 reviews) ✓ Verified | 8.1 (49 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (275 reviews) ✓ Verified | 8.2 (23 reviews) ✓ Verified | 7.9 (44 reviews) ✓ Verified | 
| **Search** | 7.8 (261 reviews) | 8.3 (21 reviews) | 7.8 (47 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.0 (269 reviews) ✓ Verified | 8.8 (20 reviews) ✓ Verified | 7.7 (42 reviews) ✓ Verified | 
| **Automodeling** | 7.8 (243 reviews) | 7.0 (19 reviews) | 7.5 (40 reviews) ✓ Verified | 

#### Deployment & Integration - Analytics Platforms

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **No-code Dashboard Builder** | 9.1 (23 reviews) | Not enough data | Not enough data | 
| **Report Scheduling and Automation** | 8.6 (25 reviews) | Not enough data | Not enough data | 
| **Embedded Analytics and White-labeling** | 9.0 (28 reviews) | Not enough data | Not enough data | 
| **Data Source Connectivity** | 8.8 (27 reviews) | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Predictive Analytics** | 7.7 (243 reviews) ✓ Verified | Feature Not Available | Feature Not Available | 
| **Data Visualization** | 8.6 (294 reviews) ✓ Verified | 9.1 (27 reviews) ✓ Verified | 8.3 (47 reviews) ✓ Verified | 
| **Big Data Services** | 8.0 (253 reviews) ✓ Verified | 7.9 (19 reviews) ✓ Verified | 7.8 (37 reviews) ✓ Verified | 

#### Performance & Scalability - Analytics Platforms

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Large data handling and Query Speed** | 9.0 (24 reviews) | Not enough data | Not enough data | 
| **Concurrent User Support** | 8.8 (25 reviews) | Not enough data | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Data Modeling and Governance** | 8.5 (26 reviews) | Not enough data | Not enough data | 
| **Notebook and Script Integration** | 8.6 (27 reviews) | Not enough data | Not enough data | 
| **Built-in Predictive and Statistical Models** | 9.0 (24 reviews) | Not enough data | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Auto-generated Insights and Narratives** | 7.9 (23 reviews) | Not enough data | Not enough data | 
| **Natural Language Queries** | 8.9 (25 reviews) | Not enough data | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 9.1 (27 reviews) | Not enough data | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 8.5 (23 reviews) | Not enough data | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 8.6 (23 reviews) | Not enough data | Not enough data | 
| **Role-based Insight Personalization** | 8.9 (25 reviews) | Not enough data | Not enough data | 
| **Conversational and Prompt-based Analytics** | 8.7 (26 reviews) | Not enough data | Not enough data | 

#### Building Reports

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Data Transformation** | 7.7 (197 reviews) ✓ Verified | Feature Not Available | 8.0 (39 reviews) ✓ Verified | 
| **Data Modeling** | 7.7 (198 reviews) ✓ Verified | Feature Not Available | 8.0 (40 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (188 reviews) ✓ Verified | 9.0 (21 reviews) ✓ Verified | 8.0 (31 reviews) ✓ Verified | 
| **Integration APIs** | 7.9 (169 reviews) ✓ Verified | 9.0 (20 reviews) ✓ Verified | 8.0 (33 reviews) ✓ Verified | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | 8.2/10 | 407 |
| **Luzmo** | 8.9/10 | 38 |
| **Infor Birst** | N/A | N/A |

#### Reports

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Reports Interface** | 8.6 (302 reviews) ✓ Verified | 8.8 (26 reviews) ✓ Verified | 8.3 (49 reviews) ✓ Verified | 
| **Steps to Answer** | 8.3 (279 reviews) ✓ Verified | 8.2 (25 reviews) ✓ Verified | 8.3 (47 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.6 (299 reviews) ✓ Verified | 9.3 (28 reviews) ✓ Verified | 8.4 (50 reviews) ✓ Verified | 
| **Score Cards** | 8.3 (269 reviews) ✓ Verified | 8.5 (22 reviews) ✓ Verified | 8.0 (42 reviews) ✓ Verified | 
| **Dashboards** | 8.6 (306 reviews) ✓ Verified | 9.4 (27 reviews) ✓ Verified | 8.5 (51 reviews) ✓ Verified | 

#### Self Service 

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Calculated Fields** | 8.2 (285 reviews) ✓ Verified | 8.1 (25 reviews) ✓ Verified | 8.3 (48 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.7 (289 reviews) ✓ Verified | 8.8 (24 reviews) ✓ Verified | 8.1 (49 reviews) ✓ Verified | 
| **Data Discovery** | 8.4 (275 reviews) ✓ Verified | 8.2 (23 reviews) ✓ Verified | 7.9 (44 reviews) ✓ Verified | 
| **Search** | 7.8 (261 reviews) | 8.3 (21 reviews) | 7.8 (47 reviews) ✓ Verified | 
| **Collaboration / Workflow** | 8.0 (269 reviews) ✓ Verified | 8.8 (20 reviews) ✓ Verified | 7.7 (42 reviews) ✓ Verified | 
| **Automodeling** | 7.8 (243 reviews) | 7.0 (19 reviews) | 7.5 (40 reviews) ✓ Verified | 

#### Building Reports

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Data Transformation** | 7.7 (197 reviews) ✓ Verified | Feature Not Available | 8.0 (39 reviews) ✓ Verified | 
| **Data Modeling** | 7.7 (198 reviews) ✓ Verified | Feature Not Available | 8.0 (40 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 8.0 (188 reviews) ✓ Verified | 9.0 (21 reviews) ✓ Verified | 8.0 (31 reviews) ✓ Verified | 
| **Integration APIs** | 7.9 (169 reviews) ✓ Verified | 9.0 (20 reviews) ✓ Verified | 8.0 (33 reviews) ✓ Verified | 

### Semantic Layer Tools

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | 8.8/10 | 22 |
| **Luzmo** | N/A | N/A |
| **Infor Birst** | N/A | N/A |

#### Deployment & Integration - Semantic Layer Tools

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Multi-Environment & Multi-Cloud Support** | 8.8 (13 reviews) | Not enough data | Not enough data | 
| **Open API & SDK Integration** | 8.6 (15 reviews) | Not enough data | Not enough data | 

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

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Cross-Source Query Federation** | 8.6 (16 reviews) | Not enough data | Not enough data | 
| **Dynamic Schema & Metadata Adaptation** | 8.9 (16 reviews) | Not enough data | Not enough data | 

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

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Derived & Calculated Metrics** | 9.0 (16 reviews) | Not enough data | Not enough data | 
| **Time Intelligence Functions** | 8.8 (16 reviews) | Not enough data | Not enough data | 

#### Performance Optimization - Semantic Layer Tools

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Query Caching & Acceleration** | 9.0 (16 reviews) | Not enough data | Not enough data | 
| **Adaptive Query Optimization** | 9.0 (13 reviews) | Not enough data | Not enough data | 

#### Governance - Semantic Layer Tools

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **AI Governance & Observability** | 8.8 (13 reviews) | Not enough data | Not enough data | 
| **Metric Lineage for AI Training Data** | 8.6 (13 reviews) | Not enough data | Not enough data | 
| **Version Control & Change Impact Analysis** | 8.8 (16 reviews) | Not enough data | Not enough data | 

#### Advanced Intelligence - Semantic Layer Tools

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Natural Language Query Interface** | 8.5 (13 reviews) | Not enough data | Not enough data | 
| **Semantic Layer for AI/ML Models** | 9.2 (14 reviews) | Not enough data | Not enough data | 
| **Recommendation Engine** | 8.6 (14 reviews) | Not enough data | Not enough data | 

#### Agentic AI Enablement - Semantic Layer Tools

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Agentic Query Orchestration** | 9.0 (14 reviews) | Not enough data | Not enough data | 
| **Contextual Reasoning Layer** | 9.1 (16 reviews) | Not enough data | Not enough data | 
| **Workflow Automation via Semantic Agents** | 9.1 (13 reviews) | Not enough data | Not enough data | 

### Agentic Analytics

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | N/A | N/A |
| **Luzmo** | N/A | N/A |
| **Infor Birst** | N/A | N/A |

#### Data Connectivity and Prep - Agentic Analytics

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Data Source Connectivity** | Not enough data | Not enough data | Not enough data | 
| **Automated Data Preparation** | Not enough data | Not enough data | Not enough data | 

#### Autonomous Insight Generation - Agentic Analytics

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Continuous Pattern Detection** | Not enough data | Not enough data | Not enough data | 
| **Multi‑Step Reasoning** | Not enough data | Not enough data | Not enough data | 
| **Predictive & Prescriptive Analytics** | Not enough data | Not enough data | Not enough data | 

#### Interaction and Workflow - Agentic Analytics

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Natural Language Query and Conversational Analytics** | Not enough data | Not enough data | Not enough data | 
| **Action Triggering & Workflow Orchestration** | Not enough data | Not enough data | Not enough data | 
| **Explainability & Audit Trails** | Not enough data | Not enough data | Not enough data | 

#### AI Agent Management - Agentic Analytics

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

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **GoodData.AI** | N/A | N/A |
| **Luzmo** | N/A | N/A |
| **Infor Birst** | N/A | N/A |

#### Statistical Tool

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Scripting** | Not enough data | Not enough data | Not enough data | 
| **Data Mining** | Not enough data | Not enough data | Not enough data | 
| **Algorithms** | Not enough data | Not enough data | Not enough data | 

#### Data Analysis

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Analysis** | Not enough data | Not enough data | Not enough data | 
| **Data Interaction** | Not enough data | Not enough data | Not enough data | 

#### Decision Making

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

#### Generative AI

| Feature | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (1):** [Analytics Platforms](https://www.g2.com/categories/analytics-platforms)

**Unique to GoodData.AI (4):** [Semantic Layer Tools](https://www.g2.com/categories/semantic-layer-tools), [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Agentic Analytics Software](https://www.g2.com/categories/agentic-analytics)

**Unique to Luzmo (2):** [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools), [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence)



---
## Reviewer Demographics

### By Company Size

| Segment | GoodData.AI | Luzmo | Infor Birst | 
|---|---|---|---|
| **Small-Business** | 41.3% | 59.7% | 19.0% | 
| **Mid-Market** | 43.4% | 34.3% | 40.5% | 
| **Enterprise** | 15.3% | 6.0% | 40.5% | 

### By Industry

#### GoodData.AI

- **Computer Software:** 17.0%
- **Consumer Services:** 15.8%
- **Information Technology and Services:** 15.1%
- **Retail:** 5.2%
- **Marketing and Advertising:** 4.5%
- **Internet:** 3.9%
- **Financial Services:** 3.4%
- **Education Management:** 2.3%
- **Telecommunications:** 1.8%
- **Hospital & Health Care:** 1.6%
- **Other:** 29.4%

#### Luzmo

- **Computer Software:** 20.9%
- **Information Technology and Services:** 14.9%
- **Marketing and Advertising:** 6.0%
- **Financial Services:** 4.5%
- **Food & Beverages:** 3.0%
- **Logistics and Supply Chain:** 3.0%
- **Mechanical or Industrial Engineering:** 3.0%
- **Retail:** 3.0%
- **Telecommunications:** 3.0%
- **Commercial Real Estate:** 1.5%
- **Other:** 37.3%

#### Infor Birst

- **Information Technology and Services:** 11.9%
- **Computer Software:** 8.3%
- **Retail:** 6.0%
- **Financial Services:** 4.8%
- **Telecommunications:** 4.8%
- **Hospital & Health Care:** 4.8%
- **Human Resources:** 4.8%
- **Electrical/Electronic Manufacturing:** 3.6%
- **Marketing and Advertising:** 3.6%
- **Food & Beverages:** 2.4%
- **Other:** 45.2%

---
## Alternatives

### Alternatives to GoodData.AI

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3653 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 (810 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 (287 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1642 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1062 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)

### Alternatives to Luzmo

- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1642 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1062 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (692 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [Toucan](https://www.g2.com/products/toucan/reviews) — 4.7/5 stars (182 reviews)
- [ThoughtSpot](https://www.g2.com/products/thoughtspot/reviews) — 4.4/5 stars (330 reviews)
- [Microsoft Power BI](https://www.g2.com/products/microsoft-microsoft-power-bi/reviews) — 4.5/5 stars (1628 reviews)
- [Logi Symphony](https://www.g2.com/products/logi-symphony/reviews) — 4.3/5 stars (421 reviews)
- [Sigma](https://www.g2.com/products/sigma-computing-sigma/reviews) — 4.4/5 stars (557 reviews)

### Alternatives to Infor Birst

- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1642 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1062 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) — 4.1/5 stars (461 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (810 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [SAP BusinessObjects Business Intelligence (BI)](https://www.g2.com/products/sap-businessobjects-business-intelligence-bi/reviews) — 3.8/5 stars (254 reviews)
- [Oracle Analytics Cloud](https://www.g2.com/products/oracle-analytics-cloud/reviews) — 4.1/5 stars (333 reviews)
- [Pentaho](https://www.g2.com/products/pentaho/reviews) — 4.1/5 stars (50 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..."

### Luzmo

- Title: [Is there a roadmap to new features and updates?](https://www.g2.com/discussions/26492-is-there-a-roadmap-to-new-features-and-updates) — 1 comment, 1 upvote *(includes official response)*
  > **Top comment:** "Hi Bert,

Our public roadmap is available at https://cumul.io/roadmap.

In addition, if you would like to stay up-to-date on the latest releases in..."

### Infor Birst

No discussions available for this product.

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