# Sama vs data.world Comparison | | Sama | data.world | |---|---|---| | **Star Rating** | 4.6 out of 5 | 4.2 out of 5 | | **Total Reviews** | 11 | 12 | | **Largest Market Segment** | Small-Business (54.5% of reviews) | Small-Business (66.7% of reviews) | | **Entry Level Price** | No pricing available | No pricing available | --- ## Top Pros & Cons ### Sama Pros: - Analytics (1 reviews) - Customer Support (1 reviews) Cons: - Complexity (1 reviews) - Complex Setup (1 reviews) ### data.world Pros: - Analytics (1 reviews) - Data Discovery (1 reviews) Cons: - Poor Customer Support (1 reviews) - Poor Support Services (1 reviews) --- ## Ratings Comparison | Rating | Sama | data.world | |---|---|---| | **Meets Requirements** | 9.6 (8 reviews) | 9.0 (10 reviews) | | **Ease of Use** | 9.2 (8 reviews) | 8.8 (10 reviews) | | **Ease of Setup** | Not enough data | Not enough data | | **Ease of Admin** | Not enough data | Not enough data | | **Quality of Support** | 9.4 (8 reviews) | 8.5 (10 reviews) | | **Has the product been a good partner in doing business?** | Not enough data | Not enough data | | **Product Direction (% positive)** | 8.3 (7 reviews) | 10.0 (10 reviews) | --- ## Pricing ### Sama #### Entry-Level Pricing No pricing available #### Free Trial No information available ### data.world #### Entry-Level Pricing No pricing available #### Free Trial No information available --- ## Features Comparison By Category ### Machine Learning Data Catalog | Product | Score | Reviews | |---|---|---| | **Sama** | N/A | N/A | | **data.world** | 8.9/10 | 7 | #### Data Governance | Feature | Sama | data.world | |---|---|---| | **User Access Management** | Not enough data | 8.6 (7 reviews) | | **Dynamic Data Masking** | Not enough data | 9.0 (5 reviews) | | **Data Lineage** | Not enough data | 9.3 (5 reviews) | #### Data Preparation | Feature | Sama | data.world | |---|---|---| | **Search** | Not enough data | 8.1 (7 reviews) | | **Data Quality and Cleansing** | Not enough data | 9.0 (7 reviews) | | **Data Transformation** | Not enough data | 9.2 (6 reviews) | | **Data Modeling** | Not enough data | 8.3 (6 reviews) | #### Collaboration | Feature | Sama | data.world | |---|---|---| | **Commenting** | Not enough data | 9.0 (7 reviews) | | **Profiling and Classification** | Not enough data | 9.4 (6 reviews) | | **Business and Data Glossary** | Not enough data | 9.2 (6 reviews) | | **Metadata Management ** | Not enough data | 8.8 (7 reviews) | #### Artificial Intelligence | Feature | Sama | data.world | |---|---|---| | **Machine Learning Recommendations** | Not enough data | 8.8 (7 reviews) | | **Natural Language Query** | Not enough data | 8.6 (7 reviews) | | **Automatic Data Cleansing** | Not enough data | 8.6 (6 reviews) | #### Generative AI | Feature | Sama | data.world | |---|---|---| | **AI Text Generation** | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | #### Agentic AI - Machine Learning Data Catalog | Feature | Sama | data.world | |---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | | **Multi-step Planning** | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | ### Data Governance | Product | Score | Reviews | |---|---|---| | **Sama** | N/A | N/A | | **data.world** | N/A | N/A | #### Administration | Feature | Sama | data.world | |---|---|---| | **Data Modelling** | Not enough data | Not enough data | | **Recommendations** | Not enough data | Not enough data | | **Workflow Management** | Not enough data | Not enough data | | **Dashboards and Visualizations** | Not enough data | Not enough data | #### Management | Feature | Sama | data.world | |---|---|---| | **Business Glossary** | Not enough data | Not enough data | | **Data Discovery** | Not enough data | Not enough data | | **Data Profililng** | Not enough data | Not enough data | | **Reporting and Visualization** | Not enough data | Not enough data | | **Data Lineage** | Not enough data | Not enough data | #### Compliance | Feature | Sama | data.world | |---|---|---| | **Sensitive Data Compliance** | Not enough data | Not enough data | | **Training and Guidelines** | Not enough data | Not enough data | | **Policy Enforcement** | Not enough data | Not enough data | | **Compliance Monitoring** | Not enough data | Not enough data | #### Security | Feature | Sama | data.world | |---|---|---| | **Access Control** | Not enough data | Not enough data | | **Roles Management** | Not enough data | Not enough data | | **Compliance Management** | Not enough data | Not enough data | #### Data Quality | Feature | Sama | data.world | |---|---|---| | **Data Preparation** | Not enough data | Not enough data | | **Data Distribution** | Not enough data | Not enough data | | **Data Unification** | Not enough data | Not enough data | #### Maintainence | Feature | Sama | data.world | |---|---|---| | **Data Quality Management** | Not enough data | Not enough data | | **Policy Management** | Not enough data | Not enough data | #### Generative AI | Feature | Sama | data.world | |---|---|---| | **AI Text Generation** | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | #### Agentic AI - Data Governance | Feature | Sama | data.world | |---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | | **Multi-step Planning** | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | | **Natural Language Interaction** | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | ### Data Labeling | Product | Score | Reviews | |---|---|---| | **Sama** | 8.9/10 | 5 | | **data.world** | N/A | N/A | #### Quality | Feature | Sama | data.world | |---|---|---| | **Labeler Quality** | 9.0 (5 reviews) | Not enough data | | **Task Quality** | 9.0 (5 reviews) | Not enough data | | **Data Quality** | 9.3 (5 reviews) | Not enough data | | **Human-in-the-Loop** | 9.0 (5 reviews) | Not enough data | #### Automation | Feature | Sama | data.world | |---|---|---| | **Machine Learning Pre-Labeling** | 8.3 (5 reviews) | Not enough data | | **Automatic Routing of Labeling** | 9.0 (5 reviews) | Not enough data | #### Image Annotation | Feature | Sama | data.world | |---|---|---| | **Image Segmentation ** | Not enough data | Not enough data | | **Object Detection** | Not enough data | Not enough data | | **Object Tracking** | Not enough data | Not enough data | | **Data Types** | Not enough data | Not enough data | #### Natural Language Annotation | Feature | Sama | data.world | |---|---|---| | **Named Entity Recognition** | Not enough data | Not enough data | | **Sentiment Detection** | Not enough data | Not enough data | | **OCR** | Not enough data | Not enough data | #### Speech Annotation | Feature | Sama | data.world | |---|---|---| | **Transcription** | Feature Not Available | Not enough data | | **Emotion Recognition** | Not enough data | Not enough data | ### Data Fabric | Product | Score | Reviews | |---|---|---| | **Sama** | N/A | N/A | | **data.world** | N/A | N/A | #### Data Management | Feature | Sama | data.world | |---|---|---| | **Data Integration** | Not enough data | Not enough data | | **Data Discovery** | Not enough data | Not enough data | | **Multi - Platform** | Not enough data | Not enough data | | **Metadata** | Not enough data | Not enough data | #### Analytics | Feature | Sama | data.world | |---|---|---| | **Data Analytics** | Not enough data | Not enough data | #### Security | Feature | Sama | data.world | |---|---|---| | **Compliance** | Not enough data | Not enough data | | **Governance** | Not enough data | Not enough data | | **Data Protection** | Not enough data | Not enough data | #### Generative AI | Feature | Sama | data.world | |---|---|---| | **AI Text Generation** | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | #### Agentic AI - Data Fabric | Feature | Sama | data.world | |---|---|---| | **Autonomous Task Execution** | Not enough data | Not enough data | | **Multi-step Planning** | Not enough data | Not enough data | | **Cross-system Integration** | Not enough data | Not enough data | | **Adaptive Learning** | Not enough data | Not enough data | | **Decision Making** | Not enough data | Not enough data | ### Graph Databases | Product | Score | Reviews | |---|---|---| | **Sama** | N/A | N/A | | **data.world** | N/A | N/A | #### Data Management | Feature | Sama | data.world | |---|---|---| | **Data Model** | Not enough data | Not enough data | | **Data Types** | Not enough data | Not enough data | | **Built - In Search** | Not enough data | Not enough data | | **Event Triggers** | Not enough data | Not enough data | | **Query Language** | Not enough data | Not enough data | #### Availability | Feature | Sama | data.world | |---|---|---| | **Auto Sharding** | Not enough data | Not enough data | | **Auto Recovery** | Not enough data | Not enough data | #### Performance | Feature | Sama | data.world | |---|---|---| | **Query Optimization** | Not enough data | Not enough data | #### Security | Feature | Sama | data.world | |---|---|---| | **Role-Based Authorization** | Not enough data | Not enough data | | **Authentication** | Not enough data | Not enough data | | **Audit Logs** | Not enough data | Not enough data | | **Encryption** | Not enough data | Not enough data | #### Support | Feature | Sama | data.world | |---|---|---| | **Multi-Model** | Not enough data | Not enough data | | **BI Connectors** | Not enough data | Not enough data | | **Operating Systems** | Not enough data | Not enough data | ### Active Metadata Management | Product | Score | Reviews | |---|---|---| | **Sama** | N/A | N/A | | **data.world** | N/A | N/A | #### Data management | Feature | Sama | data.world | |---|---|---| | **Metadata Management** | Not enough data | Not enough data | | **Automation Features** | Not enough data | Not enough data | | **Collaboration** | Not enough data | Not enough data | | **Data Lineage** | Not enough data | Not enough data | | **Data Discovery** | Not enough data | Not enough data | #### Reporting | Feature | Sama | data.world | |---|---|---| | **Intelligent Insights** | Not enough data | Not enough data | | **Actionable Insights** | Not enough data | Not enough data | | **Dashboards** | Not enough data | Not enough data | #### Generative AI | Feature | Sama | data.world | |---|---|---| | **AI Text Generation** | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | ### Generative AI Infrastructure | Product | Score | Reviews | |---|---|---| | **Sama** | N/A | N/A | | **data.world** | N/A | N/A | #### Scalability and Performance - Generative AI Infrastructure | Feature | Sama | data.world | |---|---|---| | **AI High Availability** | Not enough data | Not enough data | | **AI Model Training Scalability** | Not enough data | Not enough data | | **AI Inference Speed** | Not enough data | Not enough data | #### Cost and Efficiency - Generative AI Infrastructure | Feature | Sama | data.world | |---|---|---| | **AI Cost per API Call** | Not enough data | Not enough data | | **AI Resource Allocation Flexibility** | Not enough data | Not enough data | | **AI Energy Efficiency** | Not enough data | Not enough data | #### Integration and Extensibility - Generative AI Infrastructure | Feature | Sama | data.world | |---|---|---| | **AI Multi-cloud Support** | Not enough data | Not enough data | | **AI Data Pipeline Integration** | Not enough data | Not enough data | | **AI API Support and Flexibility** | Not enough data | Not enough data | #### Security and Compliance - Generative AI Infrastructure | Feature | Sama | data.world | |---|---|---| | **AI GDPR and Regulatory Compliance** | Not enough data | Not enough data | | **AI Role-based Access Control** | Not enough data | Not enough data | | **AI Data Encryption** | Not enough data | Not enough data | #### Usability and Support - Generative AI Infrastructure | Feature | Sama | data.world | |---|---|---| | **AI Documentation Quality** | Not enough data | Not enough data | | **AI Community Activity** | Not enough data | Not enough data | --- ## Categories **Shared Categories (1):** [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog) **Unique to Sama (2):** [Data Labeling Software](https://www.g2.com/categories/data-labeling), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure) **Unique to data.world (4):** [Graph Databases](https://www.g2.com/categories/graph-databases), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [Data Fabric Software](https://www.g2.com/categories/data-fabric), [Active Metadata Management Software](https://www.g2.com/categories/active-metadata-management) --- ## Reviewer Demographics ### By Company Size | Segment | Sama | data.world | |---|---|---| | **Small-Business** | 54.5% | 66.7% | | **Mid-Market** | 9.1% | 25.0% | | **Enterprise** | 36.4% | 8.3% | ### By Industry #### Sama - **Hospitality:** 27.3% - **Computer Software:** 18.2% - **Telecommunications:** 9.1% - **Retail:** 9.1% - **Oil & Energy:** 9.1% - **Mechanical or Industrial Engineering:** 9.1% - **Entertainment:** 9.1% - **Construction:** 9.1% #### data.world - **Computer Software:** 25.0% - **Research:** 16.7% - **Information Technology and Services:** 16.7% - **Manufacturing:** 8.3% - **Telecommunications:** 8.3% - **Medical Devices:** 8.3% - **Marketing and Advertising:** 8.3% - **Financial Services:** 8.3% --- ## Alternatives ### Alternatives to Sama - [Fullstory](https://www.g2.com/products/fullstory/reviews) — 4.5/5 stars (1049 reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (789 reviews) - [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (755 reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (657 reviews) - [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (518 reviews) - [Botpress](https://www.g2.com/products/botpress/reviews) — 4.5/5 stars (493 reviews) - [Saturn Cloud](https://www.g2.com/products/saturn-cloud-saturn-cloud/reviews) — 4.8/5 stars (320 reviews) - [SuperAnnotate](https://www.g2.com/products/superannotate/reviews) — 4.9/5 stars (280 reviews) - [Elasticsearch](https://www.g2.com/products/elastic-elasticsearch/reviews) — 4.5/5 stars (292 reviews) - [Zoom AI Companion](https://www.g2.com/products/zoom-ai-companion/reviews) — 4.6/5 stars (290 reviews) ### Alternatives to data.world - [Atlan](https://www.g2.com/products/atlan/reviews) — 4.5/5 stars (131 reviews) - [Tealium Customer Data Hub](https://www.g2.com/products/tealium-customer-data-hub/reviews) — 4.3/5 stars (474 reviews) - [Twilio Segment](https://www.g2.com/products/twilio-segment/reviews) — 4.5/5 stars (566 reviews) - [Egnyte](https://www.g2.com/products/egnyte/reviews) — 4.4/5 stars (1162 reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (789 reviews) - [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 reviews) - [Teradata Vantage](https://www.g2.com/products/teradata-teradata-vantage/reviews) — 4.3/5 stars (375 reviews) - [Alation](https://www.g2.com/products/alation/reviews) — 4.4/5 stars (91 reviews) --- ## Top Discussions ### Sama No discussions available for this product. ### data.world - Title: [What is data.world used for?](https://www.g2.com/discussions/what-is-data-world-used-for) — 1 comment > **Top comment:** "Used as a library of data sets " --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/sama-vs-data-world)