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Generative AI and Computer Vision Data Annotation | SamaSama provides ML Professionals and AI team Leads with an indispensable solution for Computer Vision and Generative AI data.Generative AI and Computer Vision Data Annotation | Sama 500+ new jobs, transitioning to 100% renewable energy, and signing onto the UN Global Compact. Read Sama's latest Impact Report XSolutions The Sama PlatformReimagine your AI development with a data-centric platform. Learn how to use Sama to transform data into advanced AI applicationsLearn More Sama CurateComprehensive Data Curation ServiceSama AnnotateBest In Class Data Annotation Service Sama Annotation SolutionsBest In Annotation Solutions Sama AnnotateBest In Class Data Annotation ServiceImage AnnotationObject Detection, Localization and SegmentationVideo AnnotationObject Tracking and Temporal Attributes3D Point Cloud AnnotationLidar, Radar, and 3D Data LabellingSama ValidateTrusted Data Validation ServiceGen AIGen AI Model EvaluationRed TeamingTraining DataSupervised Fine-TuningCase StudiesSama’s CSR Audit Sets the BenchmarkWanting to ensure that its own supply chain providers were upholding Corporate Social Responsibility (CSR) standards, a major automotive and engineering supplier conducted a CSR audit of Sama using the EU’s Corporate Sustainability Due Diligence Directive (CSDDD). Sama scored 98.6%–such an outstanding score that we’re now the auditor’s industry benchmark. Industries ADAS & Autonomous VehiclesBanking, Financial Services, & InsuranceConsumer & MediaFood & AgricultureGenerative AIRetail & E-CommerceRobotics & ManufacturingCase StudiesSama’s CSR Audit Sets the BenchmarkWanting to ensure that its own supply chain providers were upholding Corporate Social Responsibility (CSR) standards, a major automotive and engineering supplier conducted a CSR audit of Sama using the EU’s Corporate Sustainability Due Diligence Directive (CSDDD). Sama scored 98.6%–such an outstanding score that we’re now the auditor’s industry benchmark. Gen AI Prompt & Output Evaluation For Search AlgorithmsA Fortune 100 technology company wanted to fine-tune its search algorithm and elevate its AI-augmented search experience, delivering natural and engaging answers to users’ questions. Resources BlogPodcastWebinars & VideosEventsE-BooksDocumentationSama-Coco DatasetSecurityBlogWhy (and How) BFSI Should View Generative AI as an Asset, Not a LiabilitySama Expands Generative AI Solution Integrations for More Secure, Responsible AI DevelopmentCase StudiesWhy SamaAbout Us Our ImpactOur TeamOur StoryCareersNewsContact UsNewsForbes: How to Make AI Both Responsible and EthicalGlobal FinTech Series: How to Make Your Chatbot for Your FI More Effective, Not More AnnoyingNext Billion: All AI Work is Not Created EqualTalk to an ExpertThis is some text inside of a div block.Talk to an ExpertBuild Computer Vision Models FasterBuildGenerative AIFoundationComputer VisionModels FasterOur in-house team of experts help you avoid unnecessary costs and delays by surfacing proactive insights and consistently delivering a 99% first batch acceptance rate for annotations — regardless of scale or complexity.Sama for Computer VisionSama for Gen AI & LLMs500+ new jobs, transitioning to 100% renewable energy, and signing onto the UN Global Compact. Read Sama's latest Impact Report XSolutions The Sama PlatformReimagine your AI development with a data-centric platform. Learn how to use Sama to transform data into advanced AI applicationsLearn More Sama CurateComprehensive Data Curation ServiceSama AnnotateBest In Class Data Annotation Service Sama Annotation SolutionsBest In Annotation Solutions Sama AnnotateBest In Class Data Annotation ServiceImage AnnotationObject Detection, Localization and SegmentationVideo AnnotationObject Tracking and Temporal Attributes3D Point Cloud AnnotationLidar, Radar, and 3D Data LabellingSama ValidateTrusted Data Validation ServiceGen AIGen AI Model EvaluationRed TeamingTraining DataSupervised Fine-TuningCase StudiesSama’s CSR Audit Sets the BenchmarkWanting to ensure that its own supply chain providers were upholding Corporate Social Responsibility (CSR) standards, a major automotive and engineering supplier conducted a CSR audit of Sama using the EU’s Corporate Sustainability Due Diligence Directive (CSDDD). Sama scored 98.6%–such an outstanding score that we’re now the auditor’s industry benchmark. Industries ADAS & Autonomous VehiclesBanking, Financial Services, & InsuranceConsumer & MediaFood & AgricultureGenerative AIRetail & E-CommerceRobotics & ManufacturingCase StudiesSama’s CSR Audit Sets the BenchmarkWanting to ensure that its own supply chain providers were upholding Corporate Social Responsibility (CSR) standards, a major automotive and engineering supplier conducted a CSR audit of Sama using the EU’s Corporate Sustainability Due Diligence Directive (CSDDD). Sama scored 98.6%–such an outstanding score that we’re now the auditor’s industry benchmark. Gen AI Prompt & Output Evaluation For Search AlgorithmsA Fortune 100 technology company wanted to fine-tune its search algorithm and elevate its AI-augmented search experience, delivering natural and engaging answers to users’ questions. Resources BlogPodcastWebinars & VideosEventsE-BooksDocumentationSama-Coco DatasetSecurityBlogWhy (and How) BFSI Should View Generative AI as an Asset, Not a LiabilitySama Expands Generative AI Solution Integrations for More Secure, Responsible AI DevelopmentCase StudiesWhy SamaAbout Us Our ImpactOur TeamOur StoryCareersNewsContact UsNewsForbes: How to Make AI Both Responsible and EthicalGlobal FinTech Series: How to Make Your Chatbot for Your FI More Effective, Not More AnnoyingNext Billion: All AI Work is Not Created EqualTalk to an ExpertThis is some text inside of a div block.Talk to an Expert40% of FAANG companies trust Sama to deliver industry-leading data that powers AIWHY SAMARely on our expert teams to build Enterprise AI models responsibly and cost effectivelySama leverages a combination of humans and technology to lower costs and accelerate model development.Agile Platform & FrameworksWe adjust to changing workflows through rapid instruction iterations, allowing customers to bring models to market up to 3x faster—all while maintaining clear communication and high-quality data and insights. PRODUCTIVITY TIME TO INSIGHTSLearn More In-House Teams for Data SecurityWe prioritize transparent data governance and model development practices that support enterprise-grade security and leading AI regulations, including a fully vetted workforce and biometrically secure facilities. SPEED TO MARKET RISK OF MODEL FAILURELearn More Transparent PricingAs a recognized diverse supplier, we are strong proponents of an ethical AI supply chain. Our intensive training and proactive calibration processes mean you don’t inadvertently pay for high amounts of sampling and rework. REVENUE & PROFITABILITY TOTAL COST OF OWNERSHIPLearn More 99%First batch client acceptance rate across 10B points per month3XGet models to market 3x faster by eliminating delays, missed deadlines and excessive rework68K+Lives impacted to date thanks to our purpose-driven business model92%2024 Customer Satisfaction (CSAT) score and an NPS of 64Every Sama model evaluation project begins with a collaborative launch session where your SMEs and ours align on expectations, requirements, and deliverables. Here's an example.SOLUTIONSData Annotation and Model Evaluation Solutions Built for Enterprise AISama provides a rich ecosystem of data-centric solutions designed to boost model performance. GEN AI & LLM Supervised fine-tuning SAMA ANNOTATE SAMA VALIDATE SAMA CURATEData services for Generative AI and LLM model developmentDrive higher model accuracy with dataset fine tuning, RLHF, and output evaluation—all while contributing to an ethical AI supply chain.Learn More Fine-tune high performance modelsOur dedicated Gen AI team will help you fine tune an existing LLM based on your unique objectives including domain expertise, task optimization, RAG embeddings and more.Learn More Multi-modal annotation for complex workflowsQuality 2D/3D annotations for text, audio, image, video, and LiDAR combining ML-assisted technology with a full-time workforce that delivers high-quality ground truth annotations—regardless of scale or complexity.Learn More Model prediction and performance validation Visibility into where and why models fail–including false positives/negatives or inaccurate predictions–with human-led insights to correct predictions, highlight edge cases & enhance training data for better model performance.Learn More Comprehensive data curation servicesAdvanced data selection and filtering that enables you to focus on labeling the data that is most likely to improve model performance–enhancing cost efficiency and model maturity.Learn More PLATFORMAn advanced platform designed for collaboration and agilityOur advanced platform delivers iterative quality and calibration processes that scale, along with a collaborative space for project management and reporting. Our human-in-the-loop approach and proprietary algorithms surface proactive insights including early edge case and trend detection, sensor or data distribution issues, missing data identification and more. TESTIMONIALS15 Years of Building Enterprise AI — ResponsiblyTop teams across industries trust Sama for quality AI data annotation. Trying to create AI models that can work on any stage of plant can be a challenge. Sama’s annotation solution helped us overcome this issue. Sama’s accuracy rate is consistently at 99%, which is incredible!Learn More Heather ClairProduct Manager atPrecision AITrying to create AI models that can work on any stage of plant can be a challenge. Sama’s annotation solution helped us overcome this issue. Sama’s accuracy rate is consistently at 99%, which is incredible!Heather ClairProduct Manager atPrecision AISama’s agility, ability to scale, and transparency they’ve given along the way make them the ideal training data partner.Learn More Ankur KhatorSr. Program Manager atMicrosoftSama’s agility, ability to scale, and transparency they’ve given along the way make them the ideal training data partner.Ankur KhatorSr. Program Manager atMicrosoftIn a partner we’re looking for someone that can handle the volumes of data that we can generate, and handle those volumes in a quality manner. Sama is able to fulfill our business requirements, and do that cost effectively, but they have the added benefit of being an impact provider.Learn More Steve HeckCTO atGetty ImagesIn a partner we’re looking for someone that can handle the volumes of data that we can generate, and handle those volumes in a quality manner. Sama is able to fulfill our business requirements, and do that cost effectively, but they have the added benefit of being an impact provider.Steve HeckCTO atGetty ImagesWe have been impressed, not only with their consistent level of high quality, but with their entire approach to training data strategy. To us they are a perfect addition to our work in AI.Learn More Demetrio AielloHead of the Artificial Intelligence & Robotics Labs atContinentalWe have been impressed, not only with their consistent level of high quality, but with their entire approach to training data strategy. To us they are a perfect addition to our work in AI.Demetrio AielloHead of the Artificial Intelligence & Robotics Labs atContinentalOnce you have a trained team, it pays off because they know what to look for. Some objects just blend into the background in images, so you need a trained eye to spot them.Learn More Ben SuidmanSenior Program ManageratVulcanOnce you have a trained team, it pays off because they know what to look for. Some objects just blend into the background in images, so you need a trained eye to spot them.Ben SuidmanSenior Program ManageratVulcanWe had a ton of pictures of cows from Washington, where we are, but cows look different in Africa. Diversity in the dataset has been super challenging.Learn More Gracie ErmiResearch Software EngineeratVulcanWe had a ton of pictures of cows from Washington, where we are, but cows look different in Africa. Diversity in the dataset has been super challenging.Gracie ErmiResearch Software EngineeratVulcanWe significantly improved our training data, enhancing our object detection algorithm to identify people or doors.Learn More Naty ShemerR&D Group ManageratIndoor RoboticsWe significantly improved our training data, enhancing our object detection algorithm to identify people or doors.Naty ShemerR&D Group ManageratIndoor RoboticsSama was a force multiplier for us and a key success factor for our project. They delivered high-quality annotated data on time, listened to our feedback, and were very flexible in accommodating our requests.Learn More Xuan YangComputer Vision ResearcheratGoogleSama was a force multiplier for us and a key success factor for our project. They delivered high-quality annotated data on time, listened to our feedback, and were very flexible in accommodating our requests.Xuan YangComputer Vision ResearcheratGoogleQuality is important to them. You really get the sense they are there for more than just the financial transaction. They are a true partner.Learn More Vamsi MadabhushiProduct ManageratWalmartQuality is important to them. You really get the sense they are there for more than just the financial transaction. They are a true partner.Vamsi MadabhushiProduct ManageratWalmartWorking with Sama has made a demonstrable impact on our ability not only to service our current clients better but also to expand our services to new types of clients and new markets.Learn More Clare BruzekVP of OperationsatTribe DynamicsWorking with Sama has made a demonstrable impact on our ability not only to service our current clients better but also to expand our services to new types of clients and new markets.Clare BruzekVP of OperationsatTribe DynamicsSama gave us visibility into the data labeling process, with tight QA feedback loops to ensure the high standard of quality we required for our models.Learn More Dhanesh RamachandramSenior Machine Learning ResearcheratSwift MedicalSama gave us visibility into the data labeling process, with tight QA feedback loops to ensure the high standard of quality we required for our models.Dhanesh RamachandramSenior Machine Learning ResearcheratSwift MedicalThe team quickly learned to distinguish between waste objects, which differ greatly from region to region. Communication channels remained open for feedback, with a continuous open discussion about how efforts were progressing.Learn More Rafael HautekietCEOatPolyPerceptionThe team quickly learned to distinguish between waste objects, which differ greatly from region to region. Communication channels remained open for feedback, with a continuous open discussion about how efforts were progressing.Rafael HautekietCEOatPolyPerceptionThere’s a possibility to make an impact on legislation and on the environment, but not without accurately labeled data.Learn More Parshva MehtaCOOatPolyPerceptionThere’s a possibility to make an impact on legislation and on the environment, but not without accurately labeled data.Parshva MehtaCOOatPolyPerceptionHaving worked with different cloud providers where the staff doing the actual work was always very hidden from us, we appreciated the transparency and social sustainability of Sama.Learn More Mikael AnderssonSr Product OwneratVolumentalHaving worked with different cloud providers where the staff doing the actual work was always very hidden from us, we appreciated the transparency and social sustainability of Sama.Mikael AnderssonSr Product OwneratVolumentalSama’s agents became increasingly better at labeling our data thanks to feedback loops. This iterative way of working has made them experts on our data.Learn More Johanna SchachtAI Team LeadatOrbiskSama’s agents became increasingly better at labeling our data thanks to feedback loops. This iterative way of working has made them experts on our data.Johanna SchachtAI Team LeadatOrbiskYou can imagine the heaps of images coming in from the restaurants that we work with. Most are identified by image recognition algorithms, but for outliers and edge cases, we rely on Sama.Learn More Olaf van der VeenCEO and Co-FounderatOrbiskYou can imagine the heaps of images coming in from the restaurants that we work with. Most are identified by image recognition algorithms, but for outliers and edge cases, we rely on Sama.Olaf van der VeenCEO and Co-FounderatOrbiskTrying to create AI models that can work on any stage of plant can be a challenge. Sama’s annotation solution helped us overcome this issue. Sama’s accuracy rate is consistently at 99%, which is incredible!Learn More Heather ClairProduct Manager Precision AITrying to create AI models that can work on any stage of plant can be a challenge. Sama’s annotation solution helped us overcome this issue. Sama’s accuracy rate is consistently at 99%, which is incredible!Heather ClairProduct Manager Precision AISama’s agility, ability to scale, and transparency they’ve given along the way make them the ideal training data partner.Learn More Ankur KhatorSr. Program Manager MicrosoftSama’s agility, ability to scale, and transparency they’ve given along the way make them the ideal training data partner.Ankur KhatorSr. Program Manager MicrosoftIn a partner we’re looking for someone that can handle the volumes of data that we can generate, and handle those volumes in a quality manner. Sama is able to fulfill our business requirements, and do that cost effectively, but they have the added benefit of being an impact provider.Learn More Steve HeckCTO Getty ImagesIn a partner we’re looking for someone that can handle the volumes of data that we can generate, and handle those volumes in a quality manner. Sama is able to fulfill our business requirements, and do that cost effectively, but they have the added benefit of being an impact provider.Steve HeckCTO Getty ImagesWe have been impressed, not only with their consistent level of high quality, but with their entire approach to training data strategy. To us they are a perfect addition to our work in AI.Learn More Demetrio AielloHead of the Artificial Intelligence & Robotics Labs ContinentalWe have been impressed, not only with their consistent level of high quality, but with their entire approach to training data strategy. To us they are a perfect addition to our work in AI.Demetrio AielloHead of the Artificial Intelligence & Robotics Labs ContinentalOnce you have a trained team, it pays off because they know what to look for. Some objects just blend into the background in images, so you need a trained eye to spot them.Learn More Ben SuidmanSenior Program ManagerVulcanOnce you have a trained team, it pays off because they know what to look for. Some objects just blend into the background in images, so you need a trained eye to spot them.Ben SuidmanSenior Program ManagerVulcanWe had a ton of pictures of cows from Washington, where we are, but cows look different in Africa. Diversity in the dataset has been super challenging.Learn More Gracie ErmiResearch Software EngineerVulcanWe had a ton of pictures of cows from Washington, where we are, but cows look different in Africa. Diversity in the dataset has been super challenging.Gracie ErmiResearch Software EngineerVulcanWe significantly improved our training data, enhancing our object detection algorithm to identify people or doors.Learn More Naty ShemerR&D Group ManagerIndoor RoboticsWe significantly improved our training data, enhancing our object detection algorithm to identify people or doors.Naty ShemerR&D Group ManagerIndoor RoboticsSama was a force multiplier for us and a key success factor for our project. They delivered high-quality annotated data on time, listened to our feedback, and were very flexible in accommodating our requests.Learn More Xuan YangComputer Vision ResearcherGoogleSama was a force multiplier for us and a key success factor for our project. They delivered high-quality annotated data on time, listened to our feedback, and were very flexible in accommodating our requests.Xuan YangComputer Vision ResearcherGoogleQuality is important to them. You really get the sense they are there for more than just the financial transaction. They are a true partner.Learn More Vamsi MadabhushiProduct ManagerWalmartQuality is important to them. You really get the sense they are there for more than just the financial transaction. They are a true partner.Vamsi MadabhushiProduct ManagerWalmartWorking with Sama has made a demonstrable impact on our ability not only to service our current clients better but also to expand our services to new types of clients and new markets.Learn More Clare BruzekVP of OperationsTribe DynamicsWorking with Sama has made a demonstrable impact on our ability not only to service our current clients better but also to expand our services to new types of clients and new markets.Clare BruzekVP of OperationsTribe DynamicsSama gave us visibility into the data labeling process, with tight QA feedback loops to ensure the high standard of quality we required for our models.Learn More Dhanesh RamachandramSenior Machine Learning ResearcherSwift MedicalSama gave us visibility into the data labeling process, with tight QA feedback loops to ensure the high standard of quality we required for our models.Dhanesh RamachandramSenior Machine Learning ResearcherSwift MedicalThe team quickly learned to distinguish between waste objects, which differ greatly from region to region. Communication channels remained open for feedback, with a continuous open discussion about how efforts were progressing.Learn More Rafael HautekietCEOPolyPerceptionThe team quickly learned to distinguish between waste objects, which differ greatly from region to region. Communication channels remained open for feedback, with a continuous open discussion about how efforts were progressing.Rafael HautekietCEOPolyPerceptionThere’s a possibility to make an impact on legislation and on the environment, but not without accurately labeled data.Learn More Parshva MehtaCOOPolyPerceptionThere’s a possibility to make an impact on legislation and on the environment, but not without accurately labeled data.Parshva MehtaCOOPolyPerceptionHaving worked with different cloud providers where the staff doing the actual work was always very hidden from us, we appreciated the transparency and social sustainability of Sama.Learn More Mikael AnderssonSr Product OwnerVolumentalHaving worked with different cloud providers where the staff doing the actual work was always very hidden from us, we appreciated the transparency and social sustainability of Sama.Mikael AnderssonSr Product OwnerVolumentalSama’s agents became increasingly better at labeling our data thanks to feedback loops. This iterative way of working has made them experts on our data.Learn More Johanna SchachtAI Team LeadOrbiskSama’s agents became increasingly better at labeling our data thanks to feedback loops. This iterative way of working has made them experts on our data.Johanna SchachtAI Team LeadOrbiskYou can imagine the heaps of images coming in from the restaurants that we work with. Most are identified by image recognition algorithms, but for outliers and edge cases, we rely on Sama.Learn More Olaf van der VeenCEO and Co-FounderOrbiskYou can imagine the heaps of images coming in from the restaurants that we work with. Most are identified by image recognition algorithms, but for outliers and edge cases, we rely on Sama.Olaf van der VeenCEO and Co-FounderOrbiskINDUSTRIESExperts in Human-in-the-Loop Insights Across IndustriesConsumer Tech & MediaSama provides the highest quality annotated data for consumer electronics, smart home devices, consumer software, and consumer surveillance applications.Learn More Banking & Financial ServicesDeliver personalized experiences and optimize operations. Combining methods like SFT and RAG can give your models accuracy and a personalized touch, setting your solutions apart from generic implementations.Learn More Retail & E-CommerceSama’s best-in-class data annotation leads to better customer experiences — resulting in better conversion rates, higher average order values, and ultimately, increased revenue.Learn More ADAS & Autonomous VehiclesFrom advanced driver-assistance systems to autonomous vehicles, Sama powers your ML models with the most accurate data in the industry.Learn More DATA SECURITYData Security is Our Top PriorityYour data remains protected and private because it’s managed in a secure facility by full-time in-house workforce of data experts. Your Data is Yours – Sama does not share or keep any datasets for training or other purposes, unlike crowdsourced alternatives.ISO 9001ISO 27001EU GDPR COMPLIANTTISAXRESOURCESPopular ResourcesLearn more about Sama's work with data curationBLOG7MIN READWhy (and How) BFSI Should View Generative AI as an Asset, Not a LiabilityTo ensure effective and responsible implementation of Gen AI, financial institutions must navigate challenges such as model explainability, data privacy, and regulatory compliance. By understanding the tech’s potential and the strategies for overcoming associated risks, you can position your organization for a competitive advantage in the age of intelligent automation. Here are four key things to consider.Learn More PODCAST25MIN LISTENUPS Sr. Director & Head of Innovation Sunzay PassariLearn More BLOGMIN READSama Expands Generative AI Solution Integrations for More Secure, Responsible AI DevelopmentLearn More BLOG5MIN READ3 key conversations from CVPR 2024Learn More With Sama, Go Beyond Your DataTalk to an ExpertenDEfrSama provides ML Professionals and AI team Leads with an indispensable solution for Computer Vision data labeling.SolutionsSama CurateSama AnnotateSama ValidateSama GenAIUse CasesADAS & Autonomous VehiclesRetail & E-CommerceAgriculture & FoodConsumer Tech & MediaRobotics & ManufacturingResourcesBlogPodcastCase StudiesEventsNewsSecuritySama-Coco DatasetAbout UsOur ImpactOur TeamOur StoryWhy SamaCareersContact UsCopyright © 2024 Samasource Impact Sourcing, Inc. All rights reserved.SecurityTermsPrivacyQuality & Informationenenhttps://sama.com

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