# Top 10 Sama Alternatives & Competitors **Average Rating:** 4.6/5 **Total Number of Reviews:** 11 If you are considering Sama, you may also want to investigate similar alternatives or competitors to find the best solution. Machine Learning Data Catalog Software is a widely used technology, and many people are seeking high quality, user friendly software solutions with user access management, machine learning recommendations, and ai text summarization. Other important factors to consider when researching alternatives to Sama include training and projects. The best overall Sama alternative is SuperAnnotate. Other similar apps like Sama are Databricks, Fullstory, Workato, and Gemini Enterprise Agent Platform. Sama alternatives can be found in [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog) but may also be in [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms) or [Data Labeling Software](https://www.g2.com/categories/data-labeling). ## Best Paid & Free Alternatives to Sama - [SuperAnnotate](https://www.g2.com/products/superannotate/reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) - [Fullstory](https://www.g2.com/products/fullstory/reviews) - [Workato](https://www.g2.com/products/workato/reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) - [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) - [Botpress](https://www.g2.com/products/botpress/reviews) - [Saturn Cloud](https://www.g2.com/products/saturn-cloud-saturn-cloud/reviews) - [ZoomMate](https://www.g2.com/products/zoommate/reviews) - [Elasticsearch](https://www.g2.com/products/elastic-elasticsearch/reviews) ## Top 10 Alternatives to Sama Recently Reviewed By G2 Community Browse options below. Based on reviewer data, you can see how Sama stacks up to the competition, check reviews from current & previous users in industries like Hospitality, Mechanical or Industrial Engineering, and Telecommunications, and find the best product for your business. ### 1. [SuperAnnotate](https://www.g2.com/products/superannotate/reviews) By SuperAnnotate **Average Rating:** 4.8/5 **Total Reviews:** 381 SuperAnnotate is the leading platform for building, fine-tuning, iterating, and managing your AI models faster with the highest-quality training data. Reviewers say compared to Sama, SuperAnnotate is: - More usable - Better at support Categories in common with Sama: [Data Labeling](https://www.g2.com/categories/data-labeling) **Compare:** [Sama vs SuperAnnotate](https://www.g2.com/compare/sama-vs-superannotate) **Compare SuperAnnotate with other alternatives:** - [SuperAnnotate vs Databricks](https://www.g2.com/compare/databricks-vs-superannotate) - [SuperAnnotate vs Fullstory](https://www.g2.com/compare/fullstory-vs-superannotate) - [SuperAnnotate vs Workato](https://www.g2.com/compare/superannotate-vs-workato) - [SuperAnnotate vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-superannotate) - [SuperAnnotate vs Altair AI Studio](https://www.g2.com/compare/rapidminer-studio-vs-superannotate) - [SuperAnnotate vs Botpress](https://www.g2.com/compare/botpress-vs-superannotate) - [SuperAnnotate vs Saturn Cloud](https://www.g2.com/compare/saturn-cloud-saturn-cloud-vs-superannotate) - [SuperAnnotate vs ZoomMate](https://www.g2.com/compare/superannotate-vs-zoommate) - [SuperAnnotate vs Elasticsearch](https://www.g2.com/compare/elastic-elasticsearch-vs-superannotate) ### 2. [Databricks](https://www.g2.com/products/databricks/reviews) By Databricks Inc. **Average Rating:** 4.6/5 **Total Reviews:** 1,363 Making big data simple Categories in common with Sama: [Generative AI Infrastructure](https://www.g2.com/categories/generative-ai-infrastructure) **Compare:** [Sama vs Databricks](https://www.g2.com/compare/databricks-vs-sama) **Compare Databricks with other alternatives:** - [Databricks vs SuperAnnotate](https://www.g2.com/compare/databricks-vs-superannotate) - [Databricks vs Fullstory](https://www.g2.com/compare/databricks-vs-fullstory) - [Databricks vs Workato](https://www.g2.com/compare/databricks-vs-workato) - [Databricks vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/databricks-vs-gemini-enterprise-agent-platform) - [Databricks vs Altair AI Studio](https://www.g2.com/compare/rapidminer-studio-vs-databricks) - [Databricks vs Botpress](https://www.g2.com/compare/botpress-vs-databricks) - [Databricks vs Saturn Cloud](https://www.g2.com/compare/databricks-vs-saturn-cloud-saturn-cloud) - [Databricks vs ZoomMate](https://www.g2.com/compare/databricks-vs-zoommate) - [Databricks vs Elasticsearch](https://www.g2.com/compare/databricks-vs-elastic-elasticsearch) ### 3. [Fullstory](https://www.g2.com/products/fullstory/reviews) By Fullstory **Average Rating:** 4.5/5 **Total Reviews:** 1,052 Fullstory’s behavioral data platform helps technology leaders make better, more informed decisions. By injecting digital behavioral data into their analytics stack, our patented technology unlocks the power of quality behavioral data at scale–transforming every digital visit into actionable insights. Categories in common with Sama: [Generative AI Infrastructure](https://www.g2.com/categories/generative-ai-infrastructure) **Compare:** [Sama vs Fullstory](https://www.g2.com/compare/fullstory-vs-sama) **Compare Fullstory with other alternatives:** - [Fullstory vs SuperAnnotate](https://www.g2.com/compare/fullstory-vs-superannotate) - [Fullstory vs Databricks](https://www.g2.com/compare/databricks-vs-fullstory) - [Fullstory vs Workato](https://www.g2.com/compare/fullstory-vs-workato) - [Fullstory vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/fullstory-vs-gemini-enterprise-agent-platform) - [Fullstory vs Altair AI Studio](https://www.g2.com/compare/rapidminer-studio-vs-fullstory) - [Fullstory vs Botpress](https://www.g2.com/compare/botpress-vs-fullstory) - [Fullstory vs Saturn Cloud](https://www.g2.com/compare/fullstory-vs-saturn-cloud-saturn-cloud) - [Fullstory vs ZoomMate](https://www.g2.com/compare/fullstory-vs-zoommate) - [Fullstory vs Elasticsearch](https://www.g2.com/compare/elastic-elasticsearch-vs-fullstory) ### 4. [Workato](https://www.g2.com/products/workato/reviews) By Workato **Average Rating:** 4.7/5 **Total Reviews:** 777 The only intelligent automation platform that enables both business users and IT to build, operate and rollout app and data integration, process and workflow automation, in a single platform - without compromising security and governance. Categories in common with Sama: [Generative AI Infrastructure](https://www.g2.com/categories/generative-ai-infrastructure) **Compare:** [Sama vs Workato](https://www.g2.com/compare/sama-vs-workato) **Compare Workato with other alternatives:** - [Workato vs SuperAnnotate](https://www.g2.com/compare/superannotate-vs-workato) - [Workato vs Databricks](https://www.g2.com/compare/databricks-vs-workato) - [Workato vs Fullstory](https://www.g2.com/compare/fullstory-vs-workato) - [Workato vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-workato) - [Workato vs Altair AI Studio](https://www.g2.com/compare/rapidminer-studio-vs-workato) - [Workato vs Botpress](https://www.g2.com/compare/botpress-vs-workato) - [Workato vs Saturn Cloud](https://www.g2.com/compare/saturn-cloud-saturn-cloud-vs-workato) - [Workato vs ZoomMate](https://www.g2.com/compare/workato-vs-zoommate) - [Workato vs Elasticsearch](https://www.g2.com/compare/elastic-elasticsearch-vs-workato) ### 5. [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) By Google **Average Rating:** 4.3/5 **Total Reviews:** 745 Gemini Enterprise Agent Platform is a managed machine learning (ML) platform that helps you build, train, and deploy ML models faster and easier. It includes a unified UI for the entire ML workflow, as well as a variety of tools and services to help you with every step of the process. Gemini Enterprise Agent Platform Workbench is a cloud-based IDE that is included with Gemini Enterprise Agent Platform. It makes it easy to develop and debug ML code. It provides a variety of features to help you with your ML workflow, such as code completion, linting, and debugging. Gemini Enterprise Agent Platform and Gemini Enterprise Agent Platform Workbench are a powerful combination that can help you accelerate your ML development. With Gemini Enterprise Agent Platform, you can focus on building and training your models, while Gemini Enterprise Agent Platform Workbench takes care of the rest. This frees you up to be more productive and creative, and it helps you get your models into production faster. If you're looking for a powerful and easy-to-use ML platform, then Gemini Enterprise Agent Platform is a great option. With Gemini Enterprise Agent Platform, you can build, train, and deploy ML models faster and easier than ever before. Categories in common with Sama: [Generative AI Infrastructure](https://www.g2.com/categories/generative-ai-infrastructure) **Compare:** [Sama vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-sama) **Compare Gemini Enterprise Agent Platform with other alternatives:** - [Gemini Enterprise Agent Platform vs SuperAnnotate](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-superannotate) - [Gemini Enterprise Agent Platform vs Databricks](https://www.g2.com/compare/databricks-vs-gemini-enterprise-agent-platform) - [Gemini Enterprise Agent Platform vs Fullstory](https://www.g2.com/compare/fullstory-vs-gemini-enterprise-agent-platform) - [Gemini Enterprise Agent Platform vs Workato](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-workato) - [Gemini Enterprise Agent Platform vs Altair AI Studio](https://www.g2.com/compare/rapidminer-studio-vs-gemini-enterprise-agent-platform) - [Gemini Enterprise Agent Platform vs Botpress](https://www.g2.com/compare/botpress-vs-gemini-enterprise-agent-platform) - [Gemini Enterprise Agent Platform vs Saturn Cloud](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-saturn-cloud-saturn-cloud) - [Gemini Enterprise Agent Platform vs ZoomMate](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-zoommate) - [Gemini Enterprise Agent Platform vs Elasticsearch](https://www.g2.com/compare/elastic-elasticsearch-vs-gemini-enterprise-agent-platform) ### 6. [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) By Altair **Average Rating:** 4.6/5 **Total Reviews:** 532 RapidMiner is a powerful, easy to use and intuitive graphical user interface for the design of analytic processes. Let the Wisdom of Crowds and recommendations from the RapidMiner community guide your way. And you can easily reuse your R and Python code. Categories in common with Sama: [Generative AI Infrastructure](https://www.g2.com/categories/generative-ai-infrastructure) **Compare:** [Sama vs Altair AI Studio](https://www.g2.com/compare/rapidminer-studio-vs-sama) **Compare Altair AI Studio with other alternatives:** - [Altair AI Studio vs SuperAnnotate](https://www.g2.com/compare/rapidminer-studio-vs-superannotate) - [Altair AI Studio vs Databricks](https://www.g2.com/compare/rapidminer-studio-vs-databricks) - [Altair AI Studio vs Fullstory](https://www.g2.com/compare/rapidminer-studio-vs-fullstory) - [Altair AI Studio vs Workato](https://www.g2.com/compare/rapidminer-studio-vs-workato) - [Altair AI Studio vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/rapidminer-studio-vs-gemini-enterprise-agent-platform) - [Altair AI Studio vs Botpress](https://www.g2.com/compare/rapidminer-studio-vs-botpress) - [Altair AI Studio vs Saturn Cloud](https://www.g2.com/compare/rapidminer-studio-vs-saturn-cloud-saturn-cloud) - [Altair AI Studio vs ZoomMate](https://www.g2.com/compare/rapidminer-studio-vs-zoommate) - [Altair AI Studio vs Elasticsearch](https://www.g2.com/compare/rapidminer-studio-vs-elastic-elasticsearch) ### 7. [Botpress](https://www.g2.com/products/botpress/reviews) By Botpress **Average Rating:** 4.5/5 **Total Reviews:** 508 Botpress is a user-friendly conversational AI platform that empowers individuals and teams of all sizes to design, build, and deploy AI-powered chatbots for various applications. As a pioneer in the chatbot industry, Botpress embraces the power of large language models (LLM) and generative AI to create personalized, engaging chatbot experiences for any purpose. Available in 100+ languages and with a GPT-native suite of tools to help you unlock your creativity, Botpress supports you in achieving your conversation automation goals. Categories in common with Sama: [Generative AI Infrastructure](https://www.g2.com/categories/generative-ai-infrastructure) **Compare:** [Sama vs Botpress](https://www.g2.com/compare/botpress-vs-sama) **Compare Botpress with other alternatives:** - [Botpress vs SuperAnnotate](https://www.g2.com/compare/botpress-vs-superannotate) - [Botpress vs Databricks](https://www.g2.com/compare/botpress-vs-databricks) - [Botpress vs Fullstory](https://www.g2.com/compare/botpress-vs-fullstory) - [Botpress vs Workato](https://www.g2.com/compare/botpress-vs-workato) - [Botpress vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/botpress-vs-gemini-enterprise-agent-platform) - [Botpress vs Altair AI Studio](https://www.g2.com/compare/rapidminer-studio-vs-botpress) - [Botpress vs Saturn Cloud](https://www.g2.com/compare/botpress-vs-saturn-cloud-saturn-cloud) - [Botpress vs ZoomMate](https://www.g2.com/compare/botpress-vs-zoommate) - [Botpress vs Elasticsearch](https://www.g2.com/compare/botpress-vs-elastic-elasticsearch) ### 8. [Saturn Cloud](https://www.g2.com/products/saturn-cloud-saturn-cloud/reviews) By Saturn Cloud **Average Rating:** 4.8/5 **Total Reviews:** 321 Saturn Cloud is a data science and machine learning platform for scalable Python analytics with Dask and GPUs, on hosted notebooks. Share work and dashboards, access Your favorite Python libraries, connect from existing cloud-hosted services, and more. Reviewers say compared to Sama, Saturn Cloud is: - More usable Categories in common with Sama: [Generative AI Infrastructure](https://www.g2.com/categories/generative-ai-infrastructure) **Compare:** [Sama vs Saturn Cloud](https://www.g2.com/compare/sama-vs-saturn-cloud-saturn-cloud) **Compare Saturn Cloud with other alternatives:** - [Saturn Cloud vs SuperAnnotate](https://www.g2.com/compare/saturn-cloud-saturn-cloud-vs-superannotate) - [Saturn Cloud vs Databricks](https://www.g2.com/compare/databricks-vs-saturn-cloud-saturn-cloud) - [Saturn Cloud vs Fullstory](https://www.g2.com/compare/fullstory-vs-saturn-cloud-saturn-cloud) - [Saturn Cloud vs Workato](https://www.g2.com/compare/saturn-cloud-saturn-cloud-vs-workato) - [Saturn Cloud vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-saturn-cloud-saturn-cloud) - [Saturn Cloud vs Altair AI Studio](https://www.g2.com/compare/rapidminer-studio-vs-saturn-cloud-saturn-cloud) - [Saturn Cloud vs Botpress](https://www.g2.com/compare/botpress-vs-saturn-cloud-saturn-cloud) - [Saturn Cloud vs ZoomMate](https://www.g2.com/compare/saturn-cloud-saturn-cloud-vs-zoommate) - [Saturn Cloud vs Elasticsearch](https://www.g2.com/compare/elastic-elasticsearch-vs-saturn-cloud-saturn-cloud) ### 9. [ZoomMate](https://www.g2.com/products/zoommate/reviews) By Zoom **Average Rating:** 4.6/5 **Total Reviews:** 302 Your single AI assistant available throughout your day at no additional cost.\* Get more done with AI Companion 2.0 by surfacing important information, prioritizing what matters most, and turning every interaction into action. Categories in common with Sama: [Generative AI Infrastructure](https://www.g2.com/categories/generative-ai-infrastructure) **Compare:** [Sama vs ZoomMate](https://www.g2.com/compare/sama-vs-zoommate) **Compare ZoomMate with other alternatives:** - [ZoomMate vs SuperAnnotate](https://www.g2.com/compare/superannotate-vs-zoommate) - [ZoomMate vs Databricks](https://www.g2.com/compare/databricks-vs-zoommate) - [ZoomMate vs Fullstory](https://www.g2.com/compare/fullstory-vs-zoommate) - [ZoomMate vs Workato](https://www.g2.com/compare/workato-vs-zoommate) - [ZoomMate vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/gemini-enterprise-agent-platform-vs-zoommate) - [ZoomMate vs Altair AI Studio](https://www.g2.com/compare/rapidminer-studio-vs-zoommate) - [ZoomMate vs Botpress](https://www.g2.com/compare/botpress-vs-zoommate) - [ZoomMate vs Saturn Cloud](https://www.g2.com/compare/saturn-cloud-saturn-cloud-vs-zoommate) - [ZoomMate vs Elasticsearch](https://www.g2.com/compare/elastic-elasticsearch-vs-zoommate) ### 10. [Elasticsearch](https://www.g2.com/products/elastic-elasticsearch/reviews) By Elastic **Average Rating:** 4.5/5 **Total Reviews:** 292 Create and manage a search experience tailored to your specific needs in no time, thanks to seamless indexing, best-in-class relevance and intuitive customization features. Categories in common with Sama: [Generative AI Infrastructure](https://www.g2.com/categories/generative-ai-infrastructure) **Compare:** [Sama vs Elasticsearch](https://www.g2.com/compare/elastic-elasticsearch-vs-sama) **Compare Elasticsearch with other alternatives:** - [Elasticsearch vs SuperAnnotate](https://www.g2.com/compare/elastic-elasticsearch-vs-superannotate) - [Elasticsearch vs Databricks](https://www.g2.com/compare/databricks-vs-elastic-elasticsearch) - [Elasticsearch vs Fullstory](https://www.g2.com/compare/elastic-elasticsearch-vs-fullstory) - [Elasticsearch vs Workato](https://www.g2.com/compare/elastic-elasticsearch-vs-workato) - [Elasticsearch vs Gemini Enterprise Agent Platform](https://www.g2.com/compare/elastic-elasticsearch-vs-gemini-enterprise-agent-platform) - [Elasticsearch vs Altair AI Studio](https://www.g2.com/compare/rapidminer-studio-vs-elastic-elasticsearch) - [Elasticsearch vs Botpress](https://www.g2.com/compare/botpress-vs-elastic-elasticsearch) - [Elasticsearch vs Saturn Cloud](https://www.g2.com/compare/elastic-elasticsearch-vs-saturn-cloud-saturn-cloud) - [Elasticsearch vs ZoomMate](https://www.g2.com/compare/elastic-elasticsearch-vs-zoommate) --- ## Sama Alternatives FAQs ### How does Sama compare to Fullstory? According to G2, [Sama](https://www.g2.com/products/sama/reviews) holds a higher average rating of 4.6/5 from 11 reviews compared to [Fullstory](https://www.g2.com/products/fullstory/reviews)'s 4.5/5 from 1,050 reviews. Sama scores notably higher in meeting requirements (9.6 vs 8.7) and usability (9.2 vs 8.3) by 0.9 and 0.9 points respectively, and also leads in support with a 0.4-point advantage (9.4 vs 9.0). Conversely, Fullstory outperforms Sama in ease of setup (8.4 vs no data), ease of administration (8.7 vs no data), and ease of doing business with (9.0 vs no data). User sentiment for Fullstory highlights 55 mentions of ease of use, 51 mentions of insights, and 45 mentions of customer support, while Sama's sentiment includes pros such as smooth performance, scalability, and data management but notes complexity and training requirements as cons. ### What are the best alternatives to Sama? The best alternatives to Sama include [SuperAnnotate](https://www.g2.com/products/superannotate/reviews) (4.8/5 stars from 346 reviews), [Fullstory](https://www.g2.com/products/fullstory/reviews) (4.5/5 stars from 1050 reviews), [Databricks](https://www.g2.com/products/databricks/reviews) (4.6/5 stars from 801 reviews), and [Workato](https://www.g2.com/products/workato/reviews) (4.7/5 stars from 759 reviews). SuperAnnotate is praised for its ease of use, annotation efficiency, collaboration, and AI-assisted labeling. Fullstory is valued for session replay, behavioral analytics, and customer support. Databricks is favored for its unified data and AI platform, collaborative notebooks, and scalability. Workato stands out for its low-code automation, extensive connectors, and enterprise-grade security. ### What features do alternatives offer that Sama does not? Alternatives to Sama offer features not present in Sama, such as transcription capabilities available natively in SuperAnnotate. Additionally, Workato provides extensive automation features including integration, API management, RPA, data orchestration, and intelligent agents in a single cloud-native platform, which are beyond Sama's scope. Databricks excels in unified data engineering, analytics, and machine learning workflows with collaborative notebooks, Delta Lake for data versioning, and MLflow integration for model lifecycle management, features not highlighted in Sama's offering. ### Which Machine Learning Data Catalog tools do reviewers recommend instead of Sama? Reviewers recommend [SuperAnnotate](https://www.g2.com/products/superannotate/reviews) for its intuitive interface, AI-assisted annotation, and comprehensive collaboration and quality control features, making it ideal for large-scale AI data projects. [Fullstory](https://www.g2.com/products/fullstory/reviews) is recommended for digital experience analytics with powerful session replay and behavioral insights. [Databricks](https://www.g2.com/products/databricks/reviews) is endorsed for end-to-end data engineering, analytics, and machine learning workflows with strong performance and governance. [Workato](https://www.g2.com/products/workato/reviews) is favored for enterprise automation with a user-friendly low-code platform and extensive integration capabilities, suitable for complex business process automation. ### Why do users choose Fullstory over Sama? Users choose [Fullstory](https://www.g2.com/products/fullstory/reviews) over Sama primarily for its ease of use and extensive session replay capabilities, with 33 mentions emphasizing session replay as a key differentiator. Fullstory's intuitive interface and robust customer support, cited in 45 reviews, facilitate adoption across diverse teams including UX researchers, product managers, and customer support. Its integration capabilities and AI-driven insights further enhance user experience. Despite a steeper learning curve noted in 25 reviews and some limitations, Fullstory's comprehensive behavioral analytics, powerful filtering, and segmentation tools enable users to deeply understand customer journeys and identify friction points effectively. 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