<h3 id="1" style="font-weight: 600;font-size: 27px;line-height: 27px;" >Synthetic Data</h3>

<p>As the name suggests, synthetic data is artificially created information. It can be defined as - " data manufactured algorithmically resembling the original data."

Synthetic data is the resemblance of original data but without any sensitive information. Companies use synthetics data tools to test their ML models. They use simulation to create completely new high-quality data that is not from the real world. Further, it can be used to test products, services as it mimics the statistical properties of real-world data and produces high-quality new data points.</p>

AI.Reverie is a simulation platform for computer vision-based AI model training and testing. Its offerings include a suite of data and vision APIs that can be integrated with an existing platform to train machine learning algorithms. Its simulation platform develops a photorealistic virtual environment (similar to a realistic environment) and creates object models with annotated synthetic data generated in real-time (surface measurements, depth masks, edge masks, etc.) for model training, testing, and improving. The company has been invested in by Compound, Resolute Ventures, and Vulcan Capital.

AI.Reverie creates synthetic data, the material required to train computer vision AI efficiently, accurately and without bias.

Tonic provides AI-based solutions for creating safe, useful, de-identified data for QA, testing, and development. It provides a synthetic data platform that equips developers with the data they need to build products. It helps teams in shortening development cycles, eliminating data pipeline overhead, and offers data privacy. It also preserves all the characteristics of the production data, including constraints, statistical correlations, distributions, and interdependencies. It provides solutions for industries such as healthcare, financial services, logistics, edtech, and e-commerce. The clients of the company include ebay, Rollbar, Alegeus, etc.

Tonic automatically creates mock data that preserves key characteristics of secure datasets so that developers, data scientists, and salespeople can work conveniently without breaching privacy.

YData provides AI-based privacy and synthetic data tools. It is a GDPR and other legal and privacy-compliant enabled solution that allows to learn original data properties, generates a user-defined size dataset, and enables data sharing between organizations. Nvidia, Born from Knowledge, European Data Incubator, and Startup Lisboa are some of its clients.

YData helps data science teams accelerate their AI development with improved data quality

Autonoma AI create realistic synthetic training data to enable faster and more affordable development of AI.

Autonoma AI creates synthetic data for all type of Intelligent Autonomous Systems

Sarus empowers enterprises to leverage their most sensitive data assets for analytics and AI applications. With Sarus privacy-first gateway,  extract the full value from all data assets with the highest data protection — Differential Privacy.

Sarus is a machine learning software to help data practitioners leverage even the most sensitive data assets for innovation with mathematically proven privacy guarantees. 

Twinify is a provider of a cloud-based open-source platform for source code management. It is an online community of programmers for collaborative coding through projects forking, sending, and pulling of requests as well as development monitoring. Users can collaborate and review projects. It is available across Android, iOS, macOS, Windows, and Linux platforms.

Twinify a software package for privacy-preserving generation of a synthetic twin to a given sensitive data set.

Gretel Synthetic is a provider of a cloud-based open-source platform for source code management. It is an online community of programmers for collaborative coding through projects forking, sending, and pulling of requests as well as development monitoring. Users can collaborate and review projects. It is available across Android, iOS, macOS, Windows, and Linux platforms.

Gretel Synthetic vendor of an open-source synthetic data generation library and APIs to create anonymized or synthetic datasets.

Synthetic Data Pty Ltd develops and distributes software that helps asset managers and engineers use the accelerated speed and deep learning properties of machine learning to detect defects in critical assets quickly, safely, and cost-effectively.

Synthetic Data is the smart, fast and affordable way to detect defects in critical infrastructure.

Datagen provides customized high-variance training data at scale, driven by real-world benchmarks. Provider of AR/VR based training services

Datagen is a 3D simulated training data provider for Visual AI learning and development.

Provider of a cloud-based open-source platform for source code management. It is an online community of programmers for collaborative coding through projects forking, sending, and pulling of requests as well as development monitoring. Users can collaborate and review projects. It is available across Android, iOS, macOS, Windows, and Linux platforms.

Synner an open-source tool to generate real-looking synthetic data by visually specifying the properties of the dataset.

Synthesized provides data security solution. The tool offered by the company provides a solution to generate synthetic data which can be used to provide security to the data. It leverages machine learning and provides a secure infrastructure to provides secure data sharing solution.

Synthesized is the first all-in-one data project automation platform for data-driven organizations.

Lexset provides patented AI-based tools enabling context-sensitive spatial search for design solutions, products and assembly processes using artificial intelligence and augmented reality. The company offers four tools namely: LexSight, LexGuide, LexTile, and LexSemble. LexSight enables spatial search using images that users have taken with their smartphone and provides product suggestions based on items they have in their home. LexGuide succedes LexSight by providing a catalog of offerings from different retailers. LexTile allows the user to visualize tile in real space thereby helping them make a better evaluation before purchasing. LexSemble is a DIY tool for making furniture in augmented reality. The company is a part of Intellectual Ventures' incubator program, Invention Science Fund.

Lexset, is a synthetic data company specialized in solving the training data problems that frustrate data scientists and limit the enormous potential of artificial intelligence. 

Syntheticus provides a Swiss 🇨🇭 cloud-hosted, GPU-accelerated SaaS solution that uses cutting-edge AI to generate synthetic data for different file formats and ensures that entities stay compliant while leveraging their data potential to boost innovation.

Syntheticus.ai, share data without sharing data. Create synthetic data using cutting-edge machine learning models.

Mostly AI is an AI-based big data analytics platform to understand customer behavior. It allows users to track and collect big data from various sources. It analyzes and provides insights related to consumer behavior and builds predictive models by using deep learning, machine learning, and artificial intelligence technologies. By using a synthetic data engine it allows users to simulate data, create patterns, and understand the variations in the data using deep neural networks.

MOSTLY AI Unlock your big data assets while protecting your customers' privacy. 

Mindtech Global provides artificial intelligence processors for visual processing. Claims that the integrated processor road map delivers solutions covering IoT sensor fusion, and visual processing for client-side products & edge servers. The company also provides Chameleon simulator which is used to create synthetic vision datasets for training neural networks & the tools and provide a data management framework for deep learning systems.

Mindtech develop unique solutions for AI enabled visual processing, democratising the availability of AI training data through the creation and management of synthetic data.

Generatrix offers synthetic data generation privacy solution. Which will save you time, labor and expensive fines while complying with privacy regulations with ease. Unlock new revenue streams and drive innovation with fast and safe data sharing.

Generatrix is an AI-based privacy preserving data synthesizing platform which can boost your big data innovations, without compromising the privacy of the individual.

Founded by a group of highly-experienced consultants, idata is an end-to-end Business Intelligence and Data Warehousing consulting firm delivering innovative data and product solutions.

iData is the flagship product of the iDataQuality suite of tools and takes the form of an on-premise or cloud-based software platform designed to help you with your Data Quality and Data Migration initiatives.

Chatterbox Labs provides machine learning and natural language processing-based solutions for analyzing social media to global partners. Claims that it delivers monetization to address each stage of the consumer decision journey in real-time. It searches and crunches through social data to get more business relevance in real time and has natural language processing across different European languages, Mandarin, Chinese and Arabic. Also claims that hidden in big data are potential consumers who compare, share interests, recommend, consider and then signal intent to purchase.

Chatterbox Labs is an Enterprise AI software company that focuses on explaining, tracing, actioning, scoring bias, testing and detecting weaknesses in AI models pre and post deployment.

GenRocket provides test data generation software and services for software testing. Can generate conditional test data for load testing and functional testing, real-time test data for integration testing. Integrates with testing frameworks and test automation platforms. Some of its customers include IDC, buzzbuilder, Sodium, WinWire, NextThougts etc. 

GenRocket is an emerging technology leader in software testing technology, serving IT services companies and enterprise customers who demand superior quality and efficiency in their software development operation.

Instill AI founded to enhance the utilization of AI in the real-world. As many stakeholders are interested in leveraging AI, there are many different setbacks along the way. Usually the unknown unknowns block the way of having a working system. 

Instill is a culture operating system that enables companies to design, scale, sustain high performing workplace cultures.

Statice facilitates complex and professional data analysis using privacy-preserving technologies. It connects companies over their data to enable new business opportunities. It is a secure platform for companies to collaborate on personal data.  It helps in generating synthetic data out of customer's original data.  This platform allows its customers to run data analysis on a new synthetic data set without touching the original data.

Statice offers a data anonymization solution.

edgecase.ai has developed a data platform that provides photo-realistic 3D data for enterprises to train neural networks.  The company claims that the platform allows creating 100k labeled images in less than a single day and allows modifying every camera angle such as lighting, textures, camera angles, scene types, and others. Use cases are in the areas of retail, agriculture, medicine, security, and other industries. The company also provides labeling service annotations for natural language processing, pixel-level segmentation, bounding boxes, tags, and other methods. Clients and Partners include LYCOS, Prodware, Microsoft, Kerv, to name a few.

Edgecase is a data factory for A.I. companies providing both synthetic data and best in class data labeling and AI as a platform and service.

Anyverse offers AI-enabled perception training-data sets for autonomous vehicles. It develops synthetic datasets based on sensor specifications, real-time scenarios, etc. The datasets can be used as perception simulation and training solutions for autonomous vehicles, perception developers, UAVs, etc.

ANYVERSE is a scalable, cloud-based Software-as-a-Service (SaaS) platform that can quickly synthesize highly accurate 3D data—covering all potential scenarios and conditions—using a high-fidelity, physics-based simulation technology.

Bifrost provides dataset solutions for building AI models. Enables users to generate synthetic datasets using 3D graphics and claims that it allows users to procedurally simulate rare and dangerous events. Allows users to detect rare & critical scenarios for geospatial analytics, generate labelled terrain data of complex, unstructured environments, and automate dataset creation for inventories.

Providing synthetic data to computer vision teams who don't have enough data.

BizDataX is a data masking solution that provides test data for safe secondary usage. It protects the identity of customers while staying GDPR compliant by data masking/data anonymization by cloning production or extracting only a subset of data.

BizDataX is data masking solution that provides test data in production quality. Protect the identity of your customers while staying GDPR compliant.

AI-based medical data monetization solutions. The platform provides data security solutions to transform medical data into tradable assets. Other features include data anonymization, data refinement, GDPR-compliancy, outsourceable and more.

Pionic applies the latest advancements in AI and data privacy to transform your medical data into tradable assets without compromising patient privacy.

Cognata provides a deep learning autonomous driving simulator platform. The company claims to use patented computer vision and deep learning algorithms to create an entire city-simulator including buildings, roads, lane marks, traffic signs, etc. It also adds dynamic layers of drivers and pedestrians behaviours along with local weather conditions based on historical data. It allows the autonomous vehicle makers to test their vehicles by creating various safety edge cases which need to be solved in order to launch an autonomous vehicle.

Cognata is a leading global supplier of large-scale automotive simulation for the Advanced Driver Assistance System (ADAS) and autonomous vehicle markets. 

Diveplane is a technology startup dedicated to developing an understandable AI system technology. Offers a general-purpose trainable machine learning platform. It also shows and explains why a particular decision was made and allows users to retest the logic that drives them. Applicable in self-driving cars, healthcare, maintenance, loan approvals, and other sectors & uses. As of April 2019, it is one of the top 10 startups to be watched by the North Carolina Tech Association.

Diveplane AI is a cloud-based machine learning technology that creates powerful AI decision-making models based on historical data observations. 

Simerse is a provider of synthetic data solutions for AI models. It provides unbiased datasets containing photorealistic and complements data for ML and computer vision model training. It provides solutions to capture various edge cases, and label data manually. It has use cases in object detection, plant monitoring, and infrastructure monitoring.

Simerse creates synthetic data to train AI & Computer Vision models. Synthetic data is perfectly annotated, can generate edge cases in unlimited quantities, and can help mitigate biased AI/ML models.

Synth offers a solution to create synthetic data environments. The solution enables the users to creates end-to-end synthetic data environments that look and behave exactly like production data. It also enables users to develop new features or run integration tests.

Synth is an open source data-as-code tool that provides a simple CLI workflow for generating consistent data in a scalable way.

CVEDIA develops robust and resilient computer vision algorithms using synthetic data. It claims that its algorithms are developed in 2-4 weeks for scenarios where data collection isn't viable. The machine vision synthetic data company solves domain adaption problems, without the need of data collection.

CVEDIA creates end-to-end synthetic computer vision solutions that encompass software, hardware, and architecture integration support.

SyntheaTM is an open-source, synthetic patient generator that models the medical history of synthetic patients. Our mission is to provide high-quality, synthetic, realistic but not real, patient data and associated health records covering every aspect of healthcare. The resulting data is free from cost, privacy, and security restrictions, enabling research with Health IT data that is otherwise legally or practically unavailable.

Synthea is an open-source, synthetic patient generator that models the medical history of synthetic patients.

Syndata ab helps companies and organisations in both the public and the private sectors to unlock data from privacy regulations for internal or external use. Providing security and compliance tools so you can release and re-purpose your data assets to give you the opportunity to develop new services without compromising data protection.
Syndata AB is founded by some of Europe's most respected privacy professionals, data ethicists, computer scientists, and futurists.

Syndata solve Real Data Problems Without the Real Data Risks

Facteus’ mission is to safely provide actionable insights from financial data. It also provides the “missing piece of the puzzle” vs. other data insights in the market. These rich insights can be used for investment decisions, benchmarking, competitive analysis, and other strategic initiatives.

Facteus is a leading provider of financial data business intelligence (BI) solutions for processors, investment companies, financial institutions, and retail corporations.

Syntho is a cloud-based data privacy solutions provider. It provides AI based privacy-enhancing technology (PET) to generate anonymous synthetic data that preserves the value of original data. It offers features such as GDPR compliant testing, data environment developments, third-party data sharing, data retention, eliminating storage risks, governance management, agile analytics, data augmentation, balance datasets, and data assets management. Clients include AWS, Amsterdam UMC, Red Je Pakketje, NL AI Coalitie, Tech Grounds, and Worksuite.

Syntho is a data technology organization with a strong expertise in privacy enhancing technologies (PET), headquartered in Amsterdam, Netherlands. 

ZUMO LABS provides training data for computer vision models. Uses ML technology and a game engine to provide labeled synthetic datasets for models.

Zumo Labs is on a mission to make high quality, perfectly private training data for computer vision more accessible than ever. 

Reinvent Systems specializes in software and app development. Preferred tech partner for many UK startups offering MVP and product development.

Providing Technical Expertise & Architecture for Software Development Solutions based around the Microsoft Development Stack and other technologies.

Veli provides AI and ML-based big data analytics and data anonymization solutions. It allows teams to secure and protect data utility, manage data knowledge using machine learning technologies. It offers an anonymization engine that helps teams to access data, manage data quality and can analyze both structured and unstructured data. It caters solutions to healthcare and utility-based industries.

VEIL.AI provides data anonymization and synthesization services to pharma companies and hospitals. 

Synthesis AI provides a data generation platform for computer vision applications. Offers an API that enables the programmatic generation of different images with an expanded set of pixel labels for building models. Claims that the proprietary pipeline enables the generation of data for training sophisticated computer vision models.

Synthesis ai is vendor of a data generation platform for computer vision.

Exploristics is a cutting edge, dynamic company who have developed game-changing solutions for healthcare researchers developing new medical devices and treatments.

KerusCloud clinical trial optimization software, biostatistics consulting, synthetic data generation & RWD analytics.

Data privacy solutions provider. The product turns sensitive data into a synthetic version to share and analyze data. The features of the product include data generation and protection, collaboration, and data optimization, data controls, etc. It provides solutions for AI development and training, testing.

Datomize enables data scientists to develop and train the high performing machine learning models to extract superior insights. 

Hazy provides a solution for securely sharing data. It enables to track and manage who has access to data. It has built-in GDPR compliance which automatically generates GDPR compliant legal agreements and keeps an audit log of who has accessed which data, when and for what purpose.

Hazy is the synthetic data platform of choice for financial institutions that want to conduct sophisticated data analysis without compromising safety or speed.

Synthetic Data for Computer Vision Auto-generate images, videos and annotations withAPI and integrations.

Synthetic Data For Computer Vision. Build your Ai model 10X faster. Don't every have to worry about data for your AI models again.

Test Data Manager provides the capability to quickly locate, secure, design, create and provision ‘fit for purpose’ test data for the efficient, cost-effective test cycles needed to deliver applications faster. Test Data Manager can also enhance the quality of production data, by filling gaps in test data coverage, creating all the data needed to fully cover continuous testing requirements. Using innovative functionality to find and match data to the specific tests it can run, and provision it automatically on demand and in parallel, some organizations have reported a 90-95% reduction in the time taken to provision high quality test data. Test Data Manager helps ensure that teams receive the ‘right’ data, in the ‘right’ place, at the ‘right’ time to speed up the delivery of quality in the software development lifecycle (SDLC) and also to increase compliance through synthetic data creation.

Test Data Manager provides the capability to quickly locate, secure, design, create and provision ‘fit for purpose’ test data for the efficient, cost-effective test cycles needed to deliver applications faster.

Parallel Domain offers AI-enabled simulation software solutions The company provides a 3D environment generation software offering configurable, detailed & scalable simulation environments for autonomous vehicle simulation. The solution enables users to plug their content into existing simulation solutions to generate an entirely new city or tweak details on a single city street corner.It offers various products like Batch offers datasets to train and test the models, Step offers existing simulator or data log to fetch synthetic sensor data, Stream enables users to respond to actions in real-time.

 Parallel Domain is the smartest way to prepare both your machines and human operators for the real world, while minimizing the time and miles spent there.

Replica Synthesis is enterprise software to generate synthetic data based on real datasets and to package these in the form of simulators, regardless of where and by whom the data was generated. To help clients understand how the data was generated and the utility of the synthetic data, Replica Synthesis produces detailed reports describing the process and results. Multiple data simulators are available out-of-the-box covering different therapeutic areas within the Replica Synthesis software.

Replica Analytics provides two core synthetic data solutions - Data Synthesis Software & Services and, Privacy Assurance Software & Services

Synthetaic is on a mission to unlock impossible AI for all.We believe deeply in data parity and in helping organizations transcend data access and data quality issues. Synthetic data democratizes AI and unleashes its full impact in all fields, no matter the starting dataset.Synthetaic was founded in 2019 by Corey Jaskolski after his work to help save the endangered Sumatran rhino inspired him to reimagine the limits of AI and data.

Synthetaic is a Delafield, Wisconsin-based company that grows large and high-​quality datasets sufficient for machine learning.

Neurolabs is a povider of a solution to create and train computer vision applications. It allows users to use generate 3D assets and synthetic data, and train computer vision models using neural networks. It also provides deployment, validation, and monitoring solutions.

Neurolabs builds a Computer Vision platform allowing users to build custom image recognition algorithms using 3D models.

Smart noise uses state-of-the-art differential privacy (DP) techniques to inject noise into data, to prevent disclosure of sensitive information and manage exposure risk.

Smartnoise is an open-source toolkit designed to be a layer between queries and data systems, relying on differential privacy.

Kymera Labs provides synthetic data for financial institutions. It specializes in creating synthetic data based on real data. Kymera Labs's synthetic data supports testing environments, staging, AI, ML, open banking, and productions.

Kymera Labs develops synthetic data to securely process your confidential information.

Sogeti offers information technology services such as testing, cloud and BI. & Analytics. Its testing services are functional testing, non-functional testing, quality transformation services, managed testing services, testing automation services. It also offers cybersecurity services, infrastructure management, and cloud migration services. Its clients are Renault, ING, Alstom, Total, Prorail, Laporte, and Ariva among others.

Sogeti is the Technology and Engineering Services Division of Capgemini. 

Syntegra provides an AI-based data-sharing platform. The company offers a tool for data aggregation and access to clinical data. It uses machine learning methods for health system information and data like patient-level, clinical trials, among others. It also offers statistical analysis.

Syntegra is unlocking the promise of healthcare by employing groundbreaking machine learning models to enable low-burden access to high-quality, privacy-preserved data.

The Usearch search engine is built entirely from AI-generated data. It eliminates the need to collect users’ data, such as search queries to be bootstrapped or improved. Its groundbreaking technology generates synthetic data that is identical to real users’ data, thus making it accurate, scalable, independent and truly private.

The Usearch web search engine is built entirely from AI-generated data. It eliminates the need to collect users’ data, such as search queries to be bootstrapped or improved. 

MDClone designs and develops software that analyzes medical records. The MDClone engine process examines medical data, extracts their statistical characteristics and dependencies, and extrapolates from these to generate a new data set containing sham medical records for fictitious patients, thus claiming to overcome the risk of public disclosure of medical data from actual patients.

The MDClone ADAMS Platform is a self-service, data analytics environment powering healthcare collaboration, innovation, and data-driven projects.

OneView's generates virtual synthetic data, fully controlled and customized with advanced annotations to accelerate machine learning training

OneView accelerates machine learning training by using synthetic imagery to supercharge earth observation analytics.

Neuromation is developing neural network based platform which can be used for drones, chatbot, robotics and AI-based applications. The company claims that platform manages all the information as human thoughts. Instead of requiring file names and directory paths, data will be retrieved based on thoughts linked to it, making it easier for individuals and workgroups to manage. 

Neuromation is a leading Enterprise AI solutions and platform provider recently recognized by Gartner as a Cool Vendors in AI Core Technologies.​ 

Rendered.ai provides tools for producing synthetic datasets for AI training. Provides cloud-based graphical interface for dataset generation and APIs for access of analysis data. Provides AI training & AI deployment solutions and offers a rendering engine which are GPU-accelerated. Has use case in medical, automotive, robotics, security and other industries.

Rendered.ai provides tools for producing synthetic datasets for AI training

Vypno AI-based construction site monitoring solution. The platform leverages synthetic data and deep learning to recognize and classify objects in images from drones, cameras, satellites, or mobile phones. Additionally, it also enables users to track construction project progress.

Vypno ai is vendor of a software solution to recognize and classify objects in images from drones, cameras, satellites or mobile phones.​

Synthetik is a fast-growing technology start-up based in Austin, TX. It creates and develops breakthrough technology to mitigate the biggest threats to the world around us, including terrorism, extreme events, and global environmental impacts.

Synthetik is uniquely skilled and experienced in the development, training and effective implementation of AI applications.

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