# Top 10 Sama Alternatives & Competitors (11)4.6 out of 5 Many buyers researching Sama on G2 ultimately choose a competing solution from this list of highly rated tools. Machine Learning Data Catalog Software is used by teams seeking reliable, user friendly platforms with features like user access management, machine learning recommendations, and ai text summarization, according to G2 reviews. When comparing Sama with other tools, reviewers most often evaluate training and projects as key differentiators. The best overall alternative to Sama is [SuperAnnotate](https://www.g2.com/products/superannotate/reviews), rated ~4.8 stars on G2 from 354+ reviewers. It is frequently praised for user interface and annotation efficiency. Other well-known alternatives to Sama are: - [Databricks](https://www.g2.com/products/databricks/reviews) – known for collaboration and analytics (G2 star rating ~4.6) - [Fullstory](https://www.g2.com/products/fullstory/reviews) – highly rated for insights and customer support (G2 star rating ~4.5) - [Workato](https://www.g2.com/products/workato/reviews) – offers easy integrations and automation (G2 star rating ~4.7) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) – best suited for teams that need machine learning and model variety (G2 star rating ~4.3) Browse top options below. Based on G2 review data, Sama is most commonly used in industries like [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Data Labeling Software](https://www.g2.com/categories/data-labeling). Compare user ratings by vertical to find the best fit. ## Best Paid & Free Alternatives to Sama - SuperAnnotate - Databricks - Fullstory - Workato - Gemini Enterprise Agent Platform - Altair AI Studio - Botpress - Saturn Cloud ## 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. [![G2 Advertising](/assets/my-g2-logo-41632af6f81a240a0a9886638f412b2ac9a29f4001534f8c83be89a58ef9d45d.svg "G2 Advertising")](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) Sponsored G2 Advertising Get 2x conversion than Google Ads with G2 Advertising! G2 Advertising places your product in premium positions on high-traffic pages and on targeted competitor pages to reach buyers at key comparison moments. [ Learn More ](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/9a85895001c537f0499ee1e5f9f9cb2d/superannotate.png "Product Avatar Image") ](https://www.g2.com/products/superannotate/reviews) [ SuperAnnotate ](https://www.g2.com/products/superannotate/reviews) By [SuperAnnotate](https://www.g2.com/sellers/superannotate) [ 4.8/5(381) ](https://www.g2.com/products/superannotate/reviews#reviews) Product Description 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 ](/categories/data-labeling) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/a6c205d533dba77b318af96d91beb2ac/databricks.jpeg "Product Avatar Image") ](https://www.g2.com/products/databricks/reviews) [ Databricks ](https://www.g2.com/products/databricks/reviews) By [Databricks Inc.](https://www.g2.com/sellers/databricks-inc) [ 4.6/5(1,364) ](https://www.g2.com/products/databricks/reviews#reviews) Product Description Making big data simple Categories in common with Sama: [ Generative AI Infrastructure ](/categories/generative-ai-infrastructure) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/7c9a73590d298181d8d2df5c933c8f93/fullstory.png "Product Avatar Image") ](https://www.g2.com/products/fullstory/reviews) [ Fullstory ](https://www.g2.com/products/fullstory/reviews) By [Fullstory](https://www.g2.com/sellers/fullstory) [ 4.5/5(1,052) ](https://www.g2.com/products/fullstory/reviews#reviews) Product Description 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 ](/categories/generative-ai-infrastructure) [![G2 Advertising](/assets/my-g2-logo-41632af6f81a240a0a9886638f412b2ac9a29f4001534f8c83be89a58ef9d45d.svg "G2 Advertising")](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) Sponsored G2 Advertising Get 2x conversion than Google Ads with G2 Advertising! G2 Advertising places your product in premium positions on high-traffic pages and on targeted competitor pages to reach buyers at key comparison moments. [ Learn More ](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/50b25c72253e48a2b66e69f996196956/workato.png "Product Avatar Image") ](https://www.g2.com/products/workato/reviews) [ Workato ](https://www.g2.com/products/workato/reviews) By [Workato](https://www.g2.com/sellers/workato) [ 4.7/5(777) ](https://www.g2.com/products/workato/reviews#reviews) Product Description 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 ](/categories/generative-ai-infrastructure) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/aeae116c52945fdecd7ed16d621cb315/gemini-enterprise-agent-platform.png "Product Avatar Image") ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) [ Gemini Enterprise Agent Platform ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) By [Google](https://www.g2.com/sellers/google) [ 4.3/5(745) ](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews#reviews) Product Description 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 ](/categories/generative-ai-infrastructure) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/ee17796061589e2a79a55be43c8f67cc/rapidminer-studio.png "Product Avatar Image") ](https://www.g2.com/products/rapidminer-studio/reviews) [ Altair AI Studio ](https://www.g2.com/products/rapidminer-studio/reviews) By [Altair](https://www.g2.com/sellers/altair-186799f5-3238-493f-b3ad-b8cac484afd7) [ 4.6/5(532) ](https://www.g2.com/products/rapidminer-studio/reviews#reviews) Product Description 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 ](/categories/generative-ai-infrastructure) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/af904ec66da039f0f2f90568837b8115/botpress.gif "Product Avatar Image") ](https://www.g2.com/products/botpress/reviews) [ Botpress ](https://www.g2.com/products/botpress/reviews) By [Botpress](https://www.g2.com/sellers/botpress) [ 4.5/5(508) ](https://www.g2.com/products/botpress/reviews#reviews) Product Description 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 ](/categories/generative-ai-infrastructure) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/03427dcbad4366f509528198014c8568/saturn-cloud-saturn-cloud.png "Product Avatar Image") ](https://www.g2.com/products/saturn-cloud-saturn-cloud/reviews) [ Saturn Cloud ](https://www.g2.com/products/saturn-cloud-saturn-cloud/reviews) By [Saturn Cloud](https://www.g2.com/sellers/saturn-cloud) [ 4.8/5(321) ](https://www.g2.com/products/saturn-cloud-saturn-cloud/reviews#reviews) Product Description 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 ](/categories/generative-ai-infrastructure) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/16d8915e8598f14d9a728196cb706f83/zoommate.png "Product Avatar Image") ](https://www.g2.com/products/zoommate/reviews) [ ZoomMate ](https://www.g2.com/products/zoommate/reviews) By [Zoom](https://www.g2.com/sellers/zoom-a5000ea1-6d30-4ab4-b591-20723189ac97) [ 4.6/5(302) ](https://www.g2.com/products/zoommate/reviews#reviews) Product Description 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 ](/categories/generative-ai-infrastructure) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/da633d2d1c1fd43e5e3cc46236965f55/elastic-elasticsearch.png "Product Avatar Image") ](https://www.g2.com/products/elastic-elasticsearch/reviews) [ Elasticsearch ](https://www.g2.com/products/elastic-elasticsearch/reviews) By [Elastic](https://www.g2.com/sellers/elastic) [ 4.5/5(292) ](https://www.g2.com/products/elastic-elasticsearch/reviews#reviews) Product Description 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 ](/categories/generative-ai-infrastructure) ## Sama Alternatives FAQs Generated using AI ### 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. The platform's ability to quickly diagnose issues and improve product optimization, supported by a large user base of over 1,000 reviews, makes it a preferred choice for organizations seeking detailed qualitative and quantitative user insights. ### Explore Articles [ What's the best sales intelligence software that integrates smoothly with Salesforce, HubSpot and outbound sequencing tools? ](https://www.g2.com/discussions/what-s-the-best-sales-intelligence-software-that-integrates-smoothly-with-salesforce-hubspot-and-outbound-sequencing-tools) [ Which MEP software platforms best enable real-time coordination between electrical and mechanical disciplines in the same model? ](https://www.g2.com/discussions/which-mep-software-platforms-best-enable-real-time-coordination-between-electrical-and-mechanical-disciplines-in-the-same-model) [ PCB Design Software ](https://www.g2.com/glossary/pcb-design-software-definition) [ Top biometric authentication platforms for remote identity verification ](https://www.g2.com/discussions/top-biometric-authentication-platforms-for-remote-identity-verification) [ Best platform for account-based strategies in service sector ](https://www.g2.com/discussions/best-platforms-for-account-based-strategies-in-the-service-sector) [ Most reliable EOR software for a growing service business ](https://www.g2.com/discussions/most-reliable-eor-software-for-a-growing-service-business) ### Spotlight Categories [ Communication Platform as a Service (cPaaS) Platforms ](https://www.g2.com/categories/communication-platform-as-a-service) [ Pricing Software ](https://www.g2.com/categories/pricing) [ Cloud Infrastructure Monitoring Tools and Software ](https://www.g2.com/categories/cloud-infrastructure-monitoring)