--- title: Sama Reviews meta_title: 'Sama Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 11 reviews by the users' company size, role or industry to find out how Sama works for a business like yours. aggregate_rating: rating_value: 4.6 review_count: 11 scale: '5' date_modified: '2026-07-17' parent_category: name: IT Infrastructure url: https://www.g2.com/categories/it-infrastructure --- # Sama Reviews **Vendor:** Sama **Category:** [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog) **Average Rating:** 4.6/5.0 **Total Reviews:** 11 ## About Sama Sama is a globally recognized leader in data annotation solutions for enterprise computer vision and generative AI models that require the highest accuracy. As an industry pioneer with 15 years of experience, Sama’s expertise and solutions are trusted by leading companies such as GM, Ford, Continental, Google, and many more. Sama specializes in data annotation services for generative AI, and 2D and 3D image and video (including LiDAR and sensor fusion). We also validate complex machine learning algorithms. As a leader in ethical AI and a Certified B-Corp, we’ve pioneered an impact model that harnesses the power of markets for social good. We have meaningfully improved employment and income outcomes for those with the greatest barriers to formal work (validated by an independent MIT study). So far, we've helped more than 60,000 people lift themselves out of poverty. For more information, visit www.sama.com ## Sama Pros & Cons **What users like:** - Users value the **powerful analytics and data preparation features** of Sama, enhancing their insights and efficiency. (1 reviews) - Users appreciate the **24/7 customer support** of Sama, finding it helpful alongside tutorials and demos for better usability. (1 reviews) - Users commend Sama for its **amazing data cataloging features** , enhancing data preparation and providing fast insights. (1 reviews) - Users value the **amazing data pre-processing and enrichment features** of Sama, enhancing their analytics experience. (1 reviews) - Users appreciate the **amazing data pre processing and enrichment features** of Sama, enhancing their analytics capabilities. (1 reviews) - Users value the **extensive documentation and support** provided by Sama, enhancing their data preparation experience significantly. (1 reviews) - Users value the **high accuracy and efficiency** of Sama, enhancing their data preparation and analytics performance. (1 reviews) - Users value the **high annotations’ accuracy** of Sama, enhancing confidence and performance in their AI models. (1 reviews) - Insights (1 reviews) - Product Improvement (1 reviews) **What users dislike:** - Users find the product **complex and hard to run** , necessitating extensive training or skilled personnel to operate effectively. (1 reviews) - Users find the **complex setup** of Sama demanding extensive training or skilled personnel to operate effectively. (1 reviews) - Users struggle with the **lack of training** required for Sama, finding it complex and difficult to operate effectively. (1 reviews) - Users find the **extensive training requirements** of Sama challenging, making it difficult to operate effectively. (1 reviews) - [View Sama pricing details and edition comparison](https://www.g2.com/products/sama/reviews?page=2§ion=pricing&secure%5Bexpires_at%5D=2026-07-17+18%3A07%3A28+-0500&secure%5Bsession_id%5D=2072ee2a-0bb6-40fd-87dc-c3cc0306a5ec&secure%5Btoken%5D=c5665896a184489c554a9590cd2d1d05de29eac8d3fe95adf0a3945835cd2370&format=llm_user) ## Sama Features **Data Governance** - User Access Management - Dynamic Data Masking - Data Lineage **Quality** - Labeler Quality - Task Quality - Data Quality - Human-in-the-Loop **Scalability and Performance - Generative AI Infrastructure** - AI High Availability - AI Model Training Scalability - AI Inference Speed **Data Preparation** - Search - Data Quality and Cleansing - Data Transformation - Data Modeling **Automation** - Machine Learning Pre-Labeling - Automatic Routing of Labeling **Cost and Efficiency - Generative AI Infrastructure** - AI Cost per API Call - AI Resource Allocation Flexibility - AI Energy Efficiency **Collaboration** - Commenting - Profiling and Classification - Business and Data Glossary - Metadata Management **Image Annotation** - Image Segmentation - Object Detection - Object Tracking - Data Types **Integration and Extensibility - Generative AI Infrastructure** - AI Multi-cloud Support - AI Data Pipeline Integration - AI API Support and Flexibility **Artificial Intelligence** - Machine Learning Recommendations - Natural Language Query - Automatic Data Cleansing **Natural Language Annotation** - Named Entity Recognition - Sentiment Detection - OCR **Security and Compliance - Generative AI Infrastructure** - AI GDPR and Regulatory Compliance - AI Role-based Access Control - AI Data Encryption **Speech Annotation** - Emotion Recognition **Generative AI** - AI Text Generation - AI Text Summarization **Usability and Support - Generative AI Infrastructure** - AI Documentation Quality - AI Community Activity **Agentic AI - Machine Learning Data Catalog** - Autonomous Task Execution - Multi-step Planning - Cross-system Integration - Adaptive Learning - Decision Making ## Top Sama Alternatives - [SuperAnnotate](https://www.g2.com/products/superannotate/reviews) - 4.8/5.0 (353 reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) - 4.6/5.0 (1,319 reviews) - [Fullstory](https://www.g2.com/products/fullstory/reviews) - 4.5/5.0 (1,032 reviews)