--- 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: '2026-08-07' 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&qs=pros-and-cons§ion=pricing&secure%5Bexpires_at%5D=2026-08-10+23%3A41%3A11+-0500&secure%5Bsession_id%5D=c1e40f55-053c-4f30-a6e5-77be72cb9f09&secure%5Btoken%5D=db73007f71b33d4259af3fa2a82fbb4a693e29d65acbd7bf1a113f289394297e&format=llm_user) ## Sama Features **Additional Functionality** - Tagging - Natural Language Processing - Data Extraction - Multi-Language - Predictive Analytics - Drag & Drop - Speech Recognition - Reporting/Analytics - Data Storage Management - Virtual Personal Assistant (VPA) - AI Copilot - Customer Segmentation - Collaboration Tools - Data Import/Export - Generative AI - For eCommerce - Role-Based Permissions - Customizable Branding - Search/Filter - Monitoring - Document Management - API - Data Visualization - Trend Analysis - Machine Learning - Access Controls/Permissions - Alerts/Escalation - Performance Metrics - Real-Time Data - Third-Party Integrations - Mobile App - Multiple Data Sources - For Sales Teams/Organizations - Sentiment Analysis - Activity Dashboard - Chatbot - Workflow Automation **Additional Functionality** - Code Generation - Text to Image - Generative AI - API - Natural Language Processing - Virtual Characters and Avatars - Content Generation - Personalization and Recommendation - Conditional Generation - Transformer Model - Automated Image & Video Editing - Interactive and Co-Creative Systems - Text Summarization - Data Augmentation - Variation Autoencoder Models - Adversarial Training - Transfer Learning and Fine-tuning - Simulation and Scenario Generation - Creative Design - AI Copilot - Prompt Engineering - Foundation Model **Data Governance** - User Access Management - Dynamic Data Masking - Data Lineage - Workflow Management **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 - Master Data Management - Data Storage Management - Data 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 - Generative AI **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 - Third-Party Integrations **Additional Functionality** - Metadata Extraction - Automatic Backup - Search/Filter - Collaboration Tools - Activity Tracking - Authentication - Data Security - Data Mapping - Archiving & Retention - Data Discovery - Data Catalog - Multiple Data Sources - Categorization/Grouping - AI Copilot - Reporting/Analytics - Tagging - Drag & Drop - Activity Dashboard - Role-Based Permissions - Single Sign On - Data Governance - Content Library - Data Synchronization - Data Import/Export - Access Controls/Permissions - Data Visualization - API ## Top Sama Alternatives - [SuperAnnotate](https://www.g2.com/products/superannotate/reviews) - 4.8/5.0 (354 reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) - 4.6/5.0 (1,334 reviews) - [Fullstory](https://www.g2.com/products/fullstory/reviews) - 4.5/5.0 (1,033 reviews)