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Layer Health is a technology company specializing in AI-driven healthcare information solutions. It develops an AI-powered platform designed to help healthcare providers extract valuable insights from patient data, enabling them to make informed decisions, enhance patient care, and improve overall efficiency. The platform focuses on processing unstructured data from clinical, administrative, and research sources, transforming it into actionable insights to support providers in their clinical and operational tasks.

Karya is a data cooperative, providing economically underprivileged Indians with respectable digital jobs and a road out of poverty. Karya provides individuals and communities with equitable economic possibilities by providing high-quality data annotation services to AI/ML clients. At Karya, every individual has the right to take control of their financial destiny and sustainability through fair-paying work.

Climate X is a global climate physical risk data analytics company that specializes in climate risk management services. The firm provides tools to project and predict the impacts of climate change and extreme weather events by integrating climate models with current real-world data. Through its physical modeling capabilities, Climate X enables businesses and governments to anticipate regulatory requirements and adapt to evolving climate-related challenges. Its clientele includes prominent financial institutions in sectors such as banking, real estate, and insurance, highlighting its relevance in a rapidly changing climate landscape.

Quadratic is a company based in Boulder, Colorado, that has developed a real-time spreadsheet designed to enhance data accessibility. Its platform allows users to pull data from various sources, including SaaS applications, databases, CSV files, and APIs. Users can manipulate and analyze this data using a range of data science tools such as Python, Pandas, SQL, JavaScript, and Excel formulas. By integrating data science and visualization capabilities, Quadratic aims to streamline the process of working with data and improve user experience in data analysis.

Oort is a decentralized data cloud platform focused on enhancing privacy and cost efficiency by harnessing global computing and storage resources. The company provides enterprise-grade cloud solutions tailored for generative AI and data-driven businesses. As a pioneer in intelligent decentralized data cloud technology, Oort is supported by U.S. patents and academic research. With a strong network of partnerships, Oort collaborates with over 40 projects and companies, including notable names such as DELL, Tencent Cloud, and Cardano, and has established connections with prestigious institutions like Harvard, MIT, and the University of Chicago. Headquartered in New York, Oort's core team comprises professionals from esteemed organizations such as Columbia University, Qualcomm, AT&T, and JP Morgan. The platform also employs blockchain technology to enable metaverse developers to access decentralized computing power, offering a scalable solution for web3-native products.

Layer Health is a technology company specializing in AI-driven healthcare information solutions. It develops an AI-powered platform designed to help healthcare providers extract valuable insights from patient data, enabling them to make informed decisions, enhance patient care, and improve overall efficiency. The platform focuses on processing unstructured data from clinical, administrative, and research sources, transforming it into actionable insights to support providers in their clinical and operational tasks.

AIfficient.Tech is a revolutionary platform designed to empower small and medium-sized enterprises (SMEs) through the power of artificial intelligence. With a focus on enhancing productivity, efficiency, and innovation, AIfficient.Tech offers a wide range of AI-driven services tailored to meet the unique needs of businesses across various industries. Our mission is to level the playing field for SMEs by providing them with AI solutions that were previously accessible only to industry giants. We aim to help businesses work smarter, not harder, by automating routine tasks and providing real-time data and predictive analytics for informed decision-making. What sets AIfficient.Tech apart is our extensive library of 1,500 predefined and trained Autonomous AI Agents, classified using ONET codes, that cater to a wide array of functions and industries. These roles act as intelligent virtual employees, known as Cognitive Autonomous Agents, that integrate seamlessly into existing workflows.

Graft is a modern AI platform that allows data teams to create production-ready AI solutions with minimal effort. It eliminates the need for machine learning expertise, additional staffing, or infrastructure maintenance. The platform focuses on a data-centric approach, utilizing foundation models to enhance business outcomes. Additionally, Graft specializes in unstructured data analysis, harnessing artificial intelligence to process various types of data, including text, images, video, audio, and graphs. This capability enables clients to apply advanced analytical techniques effectively, ultimately driving improved results for their businesses.

Cropin, established in 2010, is a leader in the Agtech sector, renowned for developing the first global Intelligent Agriculture Cloud. Its platform empowers stakeholders in the agricultural ecosystem to utilize digitization and artificial intelligence, enhancing efficiency, productivity, and sustainability. Cropin has partnered with over 250 clients and has digitized 16 million acres of farmland, positively impacting the livelihoods of more than 7 million farmers. The company has amassed extensive farming data, covering 488 crops and 10,000 crop varieties across 56 countries, and has established a global 'Ag-intelligence' movement. Additionally, Cropin's farm management software integrates agriculture with information and communication technology, facilitating data-driven practices. This software supports various participants in the agricultural value chain, improving financial and operational outcomes while ensuring food quality and safety for consumers.

Flatfile Inc. is a company that specializes in data onboarding solutions, enabling developers to efficiently validate, map, and import CSV data from various web applications. Founded in 2018 and based in Denver, Colorado, Flatfile offers a platform that integrates seamlessly with software applications, allowing users to upload data through formats such as CSV, XLS, or TSV. Its key products include Portal, which provides an import button embedded via a JavaScript snippet, and Concierge, which creates secure collaborative workspaces for organizations to manage complex data ingestion challenges. The platform is designed to enhance developer productivity, reduce costs, and improve data quality by learning to identify and clean incoming data over time. Numerous companies, including AstraZeneca and Square, utilize Flatfile’s API-first platform to streamline their data import processes.

BreezoMeter Ltd. is a company specializing in real-time air quality monitoring and health recommendations for consumers and businesses, operating primarily in the United States and Israel. Founded in 2014 and headquartered in Haifa, Israel, with an additional office in the U.S., BreezoMeter provides street-level air quality data and tailored health solutions for various demographics, including children and athletes. Its suite of APIs offers information on air pollution, pollen, and active fires, making it a preferred choice for companies like Siemens and Tata Motors. The company employs a unique multi-data layer approach that integrates data from governmental sensors, satellites, and weather patterns to achieve high accuracy in air quality reporting. With sophisticated modeling and artificial intelligence, BreezoMeter calculates air quality metrics at a resolution of 0.003 miles (5 meters/16 feet) on an hourly basis across more than 90 countries.

Graft is a modern AI platform that allows data teams to create production-ready AI solutions with minimal effort. It eliminates the need for machine learning expertise, additional staffing, or infrastructure maintenance. The platform focuses on a data-centric approach, utilizing foundation models to enhance business outcomes. Additionally, Graft specializes in unstructured data analysis, harnessing artificial intelligence to process various types of data, including text, images, video, audio, and graphs. This capability enables clients to apply advanced analytical techniques effectively, ultimately driving improved results for their businesses.

Agolo, Inc. is a New York-based company that specializes in developing an artificial intelligence platform designed to create real-time summaries from unstructured information. Utilizing machine learning and natural language processing, Agolo's technology transforms messy data into a clean, structured format, enabling various enterprise applications such as business intelligence dashboards and support site augmentation. The platform helps organizations enhance their product quality, reduce support costs, and quickly identify emerging issues by providing clear insights into customer experiences. Established in 2012 and formerly known as Ninoh, Inc., Agolo serves a diverse range of industries, empowering professionals to efficiently analyze large volumes of data and make informed decisions based on comprehensive summaries.

Pecan operates a predictive analytics platform that empowers businesses to forecast critical outcomes effectively. It utilizes a low-code interface that simplifies the predictive modeling process, allowing companies to generate accurate predictions without needing in-house data scientists or engineers. Pecan automates data preparation and feature engineering, enabling users, particularly SQL-trained business intelligence analysts, to create tailored predictive models quickly. The platform supports various industries, including fintech, insurance, retail, and consumer services, by providing pre-built models and templates that align with specific business objectives. This capability allows organizations to enhance customer lifetime value, retention, conversion rates, and demand forecasting. Pecan's solutions have a significant financial impact, influencing billions of dollars in revenue across various sectors.

Verana Health, Inc. is a digital health company based in San Francisco, California, that specializes in transforming healthcare data into actionable insights. Founded in 2008 and formerly known as Digisight Technologies, the company connects healthcare providers with patients through innovative solutions. Its flagship product, SightBook, is a mobile application that enables users to test their vision and share results with their physicians in real-time, facilitating timely appointments and treatments. Verana Health manages data from over 20,000 healthcare providers and 70 electronic health record systems, leveraging its AI-enhanced platform, VeraQ™, to create a robust healthcare data ecosystem. By utilizing advanced analytics on curated datasets, Verana Health supports life sciences partners in improving clinical research and enhancing patient care outcomes.

Yellowbrick Data, Inc. is a technology company founded in 2014 and headquartered in Palo Alto, California, with additional offices in Salt Lake City, Hong Kong, and London. The company specializes in developing and deploying data warehouse solutions, offering both on-premises and cloud-based options. Its platform is designed to efficiently store, transform, and analyze large volumes of business data, enabling organizations to run complex mixed workloads and support numerous concurrent users. Yellowbrick’s data warehouse allows for seamless analytics across various environments, including private and public clouds, while delivering superior performance and cost-effectiveness. By addressing challenges such as high availability and scalability, Yellowbrick Data empowers enterprises to make faster, data-driven decisions.

CompilerWorks, Inc. is an IT company based in Menlo Park, California, that specializes in developing an online platform focused on analyzing, converting, and optimizing enterprise data processing code. Founded in 2015, the company offers solutions such as its Lineage tool, which aids in ensuring information correctness and compliance with regulations like GDPR and PII, while also facilitating data discovery and cost control in warehouses. Additionally, CompilerWorks provides a Transpiler solution that supports cloud migrations, vendor transitions, data warehouse modernization, and platform-specific optimizations. The platform empowers organizations to visualize their data flow, track errors, and perform impact analyses of changes in their data pipelines, ultimately enhancing operational efficiency.

Snorkel AI, Inc. is a company that develops a comprehensive machine-learning platform designed to facilitate the creation, management, and monitoring of AI applications. Its primary offering, Snorkel Flow, allows users to programmatically label and augment training data, manage and integrate various datasets, and deploy machine learning models, while also providing tools for data analysis and monitoring. The platform is particularly effective in extracting structured information from complex documents and forms, as well as ranking content based on relevance. Founded in 2016 and based in Palo Alto, California, Snorkel AI serves a diverse range of industries, including finance, government, telecommunications, insurance, healthcare, and e-commerce. The technology was developed at Stanford AI Lab and employs innovative methods such as weak supervision to enhance data preparation, thereby streamlining the AI development process for enterprises.

AWB BioTech uses data from preclinical and clinical studies to guide a drug’s effect on patients.

Snorkel AI, Inc. is a company that develops a comprehensive machine-learning platform designed to facilitate the creation, management, and monitoring of AI applications. Its primary offering, Snorkel Flow, allows users to programmatically label and augment training data, manage and integrate various datasets, and deploy machine learning models, while also providing tools for data analysis and monitoring. The platform is particularly effective in extracting structured information from complex documents and forms, as well as ranking content based on relevance. Founded in 2016 and based in Palo Alto, California, Snorkel AI serves a diverse range of industries, including finance, government, telecommunications, insurance, healthcare, and e-commerce. The technology was developed at Stanford AI Lab and employs innovative methods such as weak supervision to enhance data preparation, thereby streamlining the AI development process for enterprises.

Freyda is a technology company that utilizes artificial intelligence to streamline data extraction from documents, specifically targeting the financial services sector. By automating the process of manual data entry, Freyda's platform enhances productivity, allowing users to manage data significantly faster. The company's machine learning algorithms are designed to recognize, extract, and normalize essential information, making it easier for clients to analyze data directly from documents without the need for manual intervention. This innovation not only simplifies workflows but also supports informed decision-making in investment strategies.

Tempus, established in 2015 and based in Chicago, Illinois, is a technology company specializing in precision medicine. It develops a comprehensive library of molecular and clinical data, along with an operating system that makes this information accessible and useful for patients, physicians, and researchers. Tempus offers services such as genomic sequencing, clinical data restructuring, and biological modeling, enabling real-time data-driven decisions for personalized patient care and facilitating the discovery of optimized therapeutic options.

Tempus, established in 2015 and based in Chicago, Illinois, is a technology company specializing in precision medicine. It develops a comprehensive library of molecular and clinical data, along with an operating system that makes this information accessible and useful for patients, physicians, and researchers. Tempus offers services such as genomic sequencing, clinical data restructuring, and biological modeling, enabling real-time data-driven decisions for personalized patient care and facilitating the discovery of optimized therapeutic options.

Ursa Computing is a developer of data-science tools aimed at enhancing the efficiency and effectiveness of data teams. The company focuses on creating enterprise products and services that facilitate machine learning and artificial intelligence projects. Ursa Computing offers open-source developer tools designed to improve data access, preparation, cleaning, analytics, and feature engineering, addressing essential tasks in the data science lifecycle. By advancing high-productivity, high-performance, and cross-language software, Ursa Computing seeks to elevate the capabilities of data scientists and streamline their workflows.

Pixie Labs Inc. specializes in developing tools that enhance application management within Kubernetes environments. Founded in 2018 and based in San Francisco, the company offers a zero-touch, unsampled edge monitoring system that enables developers to instantly debug applications without altering code or manually configuring dashboards. Its platform seamlessly integrates with any Kubernetes environment through a single command, automatically collecting baseline performance data and presenting it in pre-configured live views. This functionality allows developers to efficiently explore, monitor, secure, and manage their applications, providing essential insights into production environments.

Snorkel AI, Inc. is a company that develops a comprehensive machine-learning platform designed to facilitate the creation, management, and monitoring of AI applications. Its primary offering, Snorkel Flow, allows users to programmatically label and augment training data, manage and integrate various datasets, and deploy machine learning models, while also providing tools for data analysis and monitoring. The platform is particularly effective in extracting structured information from complex documents and forms, as well as ranking content based on relevance. Founded in 2016 and based in Palo Alto, California, Snorkel AI serves a diverse range of industries, including finance, government, telecommunications, insurance, healthcare, and e-commerce. The technology was developed at Stanford AI Lab and employs innovative methods such as weak supervision to enhance data preparation, thereby streamlining the AI development process for enterprises.

Snorkel AI, Inc. is a company that develops a comprehensive machine-learning platform designed to facilitate the creation, management, and monitoring of AI applications. Its primary offering, Snorkel Flow, allows users to programmatically label and augment training data, manage and integrate various datasets, and deploy machine learning models, while also providing tools for data analysis and monitoring. The platform is particularly effective in extracting structured information from complex documents and forms, as well as ranking content based on relevance. Founded in 2016 and based in Palo Alto, California, Snorkel AI serves a diverse range of industries, including finance, government, telecommunications, insurance, healthcare, and e-commerce. The technology was developed at Stanford AI Lab and employs innovative methods such as weak supervision to enhance data preparation, thereby streamlining the AI development process for enterprises.

Verana Health, Inc. is a digital health company based in San Francisco, California, that specializes in transforming healthcare data into actionable insights. Founded in 2008 and formerly known as Digisight Technologies, the company connects healthcare providers with patients through innovative solutions. Its flagship product, SightBook, is a mobile application that enables users to test their vision and share results with their physicians in real-time, facilitating timely appointments and treatments. Verana Health manages data from over 20,000 healthcare providers and 70 electronic health record systems, leveraging its AI-enhanced platform, VeraQ™, to create a robust healthcare data ecosystem. By utilizing advanced analytics on curated datasets, Verana Health supports life sciences partners in improving clinical research and enhancing patient care outcomes.

Plaid, Inc. is a Tokyo-based company that develops and operates KARTE, a cloud-based customer experience platform designed to enhance customer interactions on websites and applications. Founded in 2011, the platform analyzes user behavior to facilitate personalized communication with customers. In addition to its primary offering, Plaid engages in the planning and management of specialized media, including EC-focused media called Shopping Tribe and customer experience-oriented media known as XD. The company's services cater to a diverse range of industries, including finance, insurance, human resources, retail, real estate, IT, media, travel, manufacturing, healthcare, and education. By leveraging data analysis, Plaid aims to optimize customer engagement and streamline communication strategies for its clients.

Agolo, Inc. is a New York-based company that specializes in developing an artificial intelligence platform designed to create real-time summaries from unstructured information. Utilizing machine learning and natural language processing, Agolo's technology transforms messy data into a clean, structured format, enabling various enterprise applications such as business intelligence dashboards and support site augmentation. The platform helps organizations enhance their product quality, reduce support costs, and quickly identify emerging issues by providing clear insights into customer experiences. Established in 2012 and formerly known as Ninoh, Inc., Agolo serves a diverse range of industries, empowering professionals to efficiently analyze large volumes of data and make informed decisions based on comprehensive summaries.

Looker is an enterprise platform specializing in business intelligence, data applications, and embedded analytics, aimed at enhancing data-driven decision-making for businesses. By integrating data into daily workflows, Looker enables organizations to derive actionable insights that drive operational efficiency and create new value streams. The platform supports various functions, including digital marketing analytics and web event analytics, allowing businesses to unlock the full potential of their data at scale. As part of Google Cloud, Looker continues to evolve its offerings, focusing on delivering meaningful insights at critical decision points and embedding data seamlessly into products and workflows.

Yellowbrick Data, Inc. is a technology company founded in 2014 and headquartered in Palo Alto, California, with additional offices in Salt Lake City, Hong Kong, and London. The company specializes in developing and deploying data warehouse solutions, offering both on-premises and cloud-based options. Its platform is designed to efficiently store, transform, and analyze large volumes of business data, enabling organizations to run complex mixed workloads and support numerous concurrent users. Yellowbrick’s data warehouse allows for seamless analytics across various environments, including private and public clouds, while delivering superior performance and cost-effectiveness. By addressing challenges such as high availability and scalability, Yellowbrick Data empowers enterprises to make faster, data-driven decisions.

Heex Technologies offers a data management platform aimed at assisting engineering teams in transitioning from Big Data to Smart Data. The platform automates data pipelines and workflows, allowing companies to extract relevant data efficiently, either at the edge or in the cloud. By focusing on providing precise information, Heex Technologies helps organizations improve productivity, optimize costs, and enhance resource management. This approach addresses the challenges faced by businesses in adapting to the evolving demands of artificial intelligence, where the need for specific and actionable data has become increasingly critical.

Alooma Ltd. is a data platform provider that enables users to build and manage data pipelines efficiently. Founded in 2013 and headquartered in Tel Aviv, Israel, with an additional office in California, the company allows data teams to integrate various data sources into a centralized data warehouse in real-time, primarily facilitating migration to Google Cloud services. Alooma supports numerous popular data sources and features a fault-tolerant, distributed architecture, providing users with visibility into their data pipelines, including monitoring of throughput, latency, and error rates. The platform also offers web and email notifications to alert users of any issues within their data pipelines, enhancing the overall data management and migration experience. As of March 2019, Alooma operates as a subsidiary of Google LLC.

DevOps Research and Assessment LLC, founded in 2015 and based in Portland, Oregon, specializes in providing research and analysis solutions focused on digital transformation within the IT industry. The firm is known for its in-depth studies of the DevOps space and offers evidence-based tools that aid organizations in software development and product management. Through its scorecard system, the company delivers priority analysis that helps businesses make informed decisions regarding resource allocation and capability development. As a subsidiary of Alphabet Inc., DevOps Research and Assessment plays a significant role in promoting high-performance practices in the technology sector.

UjuziKilimo is a data-driven agronomy services company that leverages innovative data acquisition technologies to collect and analyze farm data. By utilizing data science and machine learning, UjuziKilimo offers actionable agronomic insights to farmers and provides business intelligence and predictive analytics to agricultural service providers and businesses. The company operates a fully integrated data platform, powered by extensive datasets, that enables farmers to enhance their crop productivity. Additionally, UjuziKilimo's tools facilitate knowledge sharing among agricultural stakeholders, allowing them to make informed decisions and develop targeted services through mobile technology.

Zlto is a virtual incentives platform that allows organizations to track and increase positive behavior while generating valuable data on emerging markets.

Yellowbrick Data, Inc. is a technology company founded in 2014 and headquartered in Palo Alto, California, with additional offices in Salt Lake City, Hong Kong, and London. The company specializes in developing and deploying data warehouse solutions, offering both on-premises and cloud-based options. Its platform is designed to efficiently store, transform, and analyze large volumes of business data, enabling organizations to run complex mixed workloads and support numerous concurrent users. Yellowbrick’s data warehouse allows for seamless analytics across various environments, including private and public clouds, while delivering superior performance and cost-effectiveness. By addressing challenges such as high availability and scalability, Yellowbrick Data empowers enterprises to make faster, data-driven decisions.

Verana Health, Inc. is a digital health company based in San Francisco, California, that specializes in transforming healthcare data into actionable insights. Founded in 2008 and formerly known as Digisight Technologies, the company connects healthcare providers with patients through innovative solutions. Its flagship product, SightBook, is a mobile application that enables users to test their vision and share results with their physicians in real-time, facilitating timely appointments and treatments. Verana Health manages data from over 20,000 healthcare providers and 70 electronic health record systems, leveraging its AI-enhanced platform, VeraQ™, to create a robust healthcare data ecosystem. By utilizing advanced analytics on curated datasets, Verana Health supports life sciences partners in improving clinical research and enhancing patient care outcomes.

Tamr, Inc. is an enterprise data unification company that specializes in providing data management solutions. The company offers a platform that utilizes machine learning combined with human expertise to identify and integrate diverse internal and external data sources, thereby enabling organizations to manage siloed data effectively. Tamr's services include enterprise data preparation, clinical data conversion, procurement optimization, and customer data integration, catering to various sectors such as financial services, life sciences, government, and manufacturing. Founded in 2013 by experienced professionals in the database industry, Tamr is headquartered in Cambridge, Massachusetts, with additional offices in major cities including New York, Seattle, San Francisco, Washington, D.C., and London. The company aims to deliver valuable insights from data, supporting clients in achieving successful business outcomes.

Fletch is a data analytics platform that streamlines the process of data management and analysis for security teams. By employing advanced AI search technology, Fletch automatically connects and maintains various data feeds, allowing users—both technical and non-technical—to quickly access valuable insights. The platform organizes and cross-correlates data, offering visualizations and trends in an understandable format. Fletch focuses on providing ready-to-use analytics that help organizations gain visibility into their risk posture, compliance frameworks, and emerging threats. Users can select specific solution sets, connect their data sources, and within 24 hours, receive actionable insights to enhance operational efficiency. With a proven track record in delivering analytics solutions for Fortune 500 companies, small and medium enterprises, and government agencies, Fletch aims to eliminate busywork and empower users to make informed decisions swiftly. The company is supported by prominent investors, including August Capital and Google Ventures.

Kaggle Inc. is a prominent platform that facilitates data prediction competitions, allowing organizations to submit their datasets for analysis by a global community of data scientists. Established in 2010 and headquartered in San Francisco, Kaggle serves a diverse range of sectors, including pharmaceuticals, financial services, energy, information technology, and retail. The platform not only hosts competitions but also provides access to datasets, models, and coding resources, enabling users to collaboratively execute and refine their data science projects. Additionally, Kaggle Prospect, one of its offerings, assists companies and government entities in transforming raw data into actionable insights. As a subsidiary of Google, Kaggle continues to foster innovation in data science, positioning itself as a vital resource for professionals seeking to address complex challenges across various industries.

ClearStory Data Inc. is a provider of data analytics solutions aimed at enhancing business intelligence across various industries, including consumer packaged goods, healthcare, and financial services. Founded in 2011 and headquartered in Menlo Park, California, with an additional office in Chicago, the company specializes in enabling users to easily discover and analyze data from diverse sources, such as relational databases, Hadoop, and third-party data providers. Its platform modernizes data analysis by automating complex tasks like data harmonization and facilitating interactive analysis, allowing organizations to combine corporate and external data for timely insights. This capability empowers business users to make informed decisions quickly, fostering collaboration among distributed teams. ClearStory Data operates as a subsidiary of Alteryx, Inc. as of April 2019.

Kifi operates an online platform designed to facilitate collaboration among individuals and teams through the sharing of knowledge on the web. The platform enables users to save and organize valuable content they encounter online, alleviating the cognitive burden of remembering what to keep and where to find it. By integrating with external sources like Slack and Twitter, Kifi enhances the user experience by mining collective knowledge and providing contextual insights during browsing and searches. This functionality not only surfaces previously unnoticed information but also reveals opportunities for meaningful connections with others. Kifi aims to foster productive interactions and spark conversations through an immersive messaging and annotation experience, ultimately helping teams align and collaborate effectively. The company is supported by a team of skilled software engineers with backgrounds from leading tech firms, focused on addressing challenges in machine learning, artificial intelligence, and large-scale data analysis. Kifi is committed to delivering consumer-centric solutions that unlock the potential of shared knowledge.

ClearStory Data Inc. is a provider of data analytics solutions aimed at enhancing business intelligence across various industries, including consumer packaged goods, healthcare, and financial services. Founded in 2011 and headquartered in Menlo Park, California, with an additional office in Chicago, the company specializes in enabling users to easily discover and analyze data from diverse sources, such as relational databases, Hadoop, and third-party data providers. Its platform modernizes data analysis by automating complex tasks like data harmonization and facilitating interactive analysis, allowing organizations to combine corporate and external data for timely insights. This capability empowers business users to make informed decisions quickly, fostering collaboration among distributed teams. ClearStory Data operates as a subsidiary of Alteryx, Inc. as of April 2019.

Udacity, established in 2011, is a Mountain View, California-based online learning platform that specializes in providing industry-relevant skills training. It offers a range of nanodegree programs in areas such as artificial intelligence, machine learning, data science, and cloud computing, among others. Udacity's courses are designed to equip learners with the skills that employers value, and its credentials are endorsed by industry partners. The company aims to make education accessible and affordable, with a mission to help students worldwide secure the jobs they desire. Udacity has raised over $163 million from investors, including Andreessen Horowitz and GV, and is valued at over $1 billion.

23andMe, Inc. is a consumer genetics and research company headquartered in Sunnyvale, California, founded in 2006. It specializes in providing direct-to-consumer personal genome services through home-based saliva collection kits. The company offers a range of services, including Health + Ancestry, which provides insights into ancestry, traits, and health, and Ancestry + Traits, which details ancestry breakdown and various trait reports. 23andMe aims to help individuals understand their genetic makeup, enabling users to explore their ancestry, genealogy, and inherited traits. Additionally, the company markets its services to researchers and scientists, offering categorized and searchable genetic data. With a focus on consumer and research services, 23andMe is positioned within the rapidly growing biotech and healthcare sectors, contributing to the understanding of genetics and its implications for health.

The German Research Center for Artificial Intelligence (DFKI) GmbH was founded in 1988 as a Public-Private Partnership (PPP). It maintains offices in Kaiserslautern, Saarbrücken, Bremen and a project office in Berlin. DFKI is in the field of innovative software technology based on artificial intelligence techniques, the leading economic research center in Germany. In fifteen research areas and research groups, eight competence centers and six Living Labs product features, prototypes and patentable solutions in the field of information and communication technology will be developed starting from application-oriented basic research. Funding is provided through tendering of public funding authorities such as the European Union, the Federal Ministry of Education and Research (BMBF), the Federal Ministry of Economics and Technology (BMWi), the federal states and the German Research Foundation (DFG) as well as by development contracts from industry. The progress of publicly funded projects will be reviewed twice a year by an international expert panel (Scientific Advisory Board). As part of the five-yearly evaluation by the BMBF, DFKI in 2010 was again a very positive rating. In addition to the federal states of Rhineland-Palatinate, Saarland and Bremen numerous well-known German and foreign high-tech companies are represented in the DFKI Supervisory Board. The successful DFKI model of a non-profit public-private partnership is considered both nationally and internationally as a pioneering structure in the field of cutting-edge research. DFKI is involved in numerous committees for science and technology in Germany and enjoys high reputation far beyond Germany in the training of young scientists. Currently 457 highly qualified scientists and 371 student employees from more than 60 nations to 180 research projects. DFKI serves as a career springboard for young scientists in leadership positions in industry or in self-employment through spin-off companies. More than 60 employees were appointed over the years as professors on chairs at universities and colleges in Germany and abroad.

Tamr, Inc. is an enterprise data unification company that specializes in providing data management solutions. The company offers a platform that utilizes machine learning combined with human expertise to identify and integrate diverse internal and external data sources, thereby enabling organizations to manage siloed data effectively. Tamr's services include enterprise data preparation, clinical data conversion, procurement optimization, and customer data integration, catering to various sectors such as financial services, life sciences, government, and manufacturing. Founded in 2013 by experienced professionals in the database industry, Tamr is headquartered in Cambridge, Massachusetts, with additional offices in major cities including New York, Seattle, San Francisco, Washington, D.C., and London. The company aims to deliver valuable insights from data, supporting clients in achieving successful business outcomes.

Timeful Inc. is a technology company based in Mountain View, California, focused on transforming time management through an innovative application. Established in 2012, it operates as a subsidiary of Alphabet Inc. Timeful's platform employs machine learning and behavioral science to assist users in managing their time effectively. By tracking commitments and categorizing tasks, the application generates personalized schedules that align with individual preferences and previous behaviors. Co-founded by experts in artificial intelligence, data mining, and behavioral science, Timeful aims to help users prioritize what matters most in their lives and cultivate better lifestyle habits.

Rocana specializes in IT Operations Analytics, offering advanced root cause analysis software that assists technology leaders in fostering digital transformation. Founded by experienced professionals from Cloudera, Vertica, and Experian, the company addresses the complexities of shared services infrastructure through innovative technology. Rocana's software captures and analyzes machine data from various sources, ensuring that this information remains accessible over time. This capability allows IT professionals to quickly identify emerging issues, enhance system performance, and promote innovation within their organizations. By leveraging the Apache Hadoop ecosystem, Rocana provides a scalable and open solution to modern IT challenges.

Clarifai, Inc. is a prominent provider of advanced artificial intelligence solutions specializing in image recognition, natural language processing, and audio recognition. Founded in 2013 by Matt Zeiler, Ph.D., the company develops a deep learning platform that enables organizations to convert unstructured data—such as images, videos, text, and audio—into structured data efficiently and accurately. Clarifai's image recognition technology is capable of detecting near-duplicates, categorizing objects, and tagging images, while also allowing users to search for similar images within extensive uncategorized collections through a combination of semantic and visual similarity. Additionally, the company offers a labeling tool called Labeler, which aids in dataset labeling, AI training, and model auto-scaling in production environments. Headquartered in New York, with an office in Tallinn, Estonia, Clarifai employs a distributed team across various countries, including the United States, Canada, Argentina, and India.

Framed Data specializes in transforming business data into actionable insights by leveraging machine learning techniques. The company offers an analytic marketing platform that identifies high-value users, predicts user behavior, and monitors user retention. By training, optimizing, and storing production-ready models in the cloud, Framed Data provides predictions through an API, thereby reducing the need for extensive infrastructure management. Additionally, their platform features dashboards and scenario analysis tools that highlight the key drivers of important business metrics, allowing organizations to make informed decisions based on data-driven insights.

Datanyze, Inc. is a technology company based in San Mateo, California, that specializes in providing insights into web technologies through its Web crawling tool. Its primary product, Datanyze, enables sales and marketing teams to identify which technologies are utilized by various websites, thereby enhancing their efficiency in lead generation and customer retention. The company collects data from high-ranking websites daily, offering valuable information that supports various industries, including advertising, e-commerce, and customer relationship management. By delivering accurate and up-to-date technographic insights, Datanyze assists over 600 global clients in converting potential leads into customers. Founded in 2014, Datanyze has gained recognition for its innovative approach, being acknowledged as a Gartner Cool Vendor and a G2Crowd High Performer. As of September 2018, Datanyze operates as a subsidiary of Zoom Information, Inc.

Rocana specializes in IT Operations Analytics, offering advanced root cause analysis software that assists technology leaders in fostering digital transformation. Founded by experienced professionals from Cloudera, Vertica, and Experian, the company addresses the complexities of shared services infrastructure through innovative technology. Rocana's software captures and analyzes machine data from various sources, ensuring that this information remains accessible over time. This capability allows IT professionals to quickly identify emerging issues, enhance system performance, and promote innovation within their organizations. By leveraging the Apache Hadoop ecosystem, Rocana provides a scalable and open solution to modern IT challenges.

Tamr, Inc. is an enterprise data unification company that specializes in providing data management solutions. The company offers a platform that utilizes machine learning combined with human expertise to identify and integrate diverse internal and external data sources, thereby enabling organizations to manage siloed data effectively. Tamr's services include enterprise data preparation, clinical data conversion, procurement optimization, and customer data integration, catering to various sectors such as financial services, life sciences, government, and manufacturing. Founded in 2013 by experienced professionals in the database industry, Tamr is headquartered in Cambridge, Massachusetts, with additional offices in major cities including New York, Seattle, San Francisco, Washington, D.C., and London. The company aims to deliver valuable insights from data, supporting clients in achieving successful business outcomes.

ClearStory Data Inc. is a provider of data analytics solutions aimed at enhancing business intelligence across various industries, including consumer packaged goods, healthcare, and financial services. Founded in 2011 and headquartered in Menlo Park, California, with an additional office in Chicago, the company specializes in enabling users to easily discover and analyze data from diverse sources, such as relational databases, Hadoop, and third-party data providers. Its platform modernizes data analysis by automating complex tasks like data harmonization and facilitating interactive analysis, allowing organizations to combine corporate and external data for timely insights. This capability empowers business users to make informed decisions quickly, fostering collaboration among distributed teams. ClearStory Data operates as a subsidiary of Alteryx, Inc. as of April 2019.

Cloudera, Inc. is a provider of data analytics and management solutions, operating primarily in the United States, Europe, and Asia. The company offers a comprehensive suite of products through its Subscription and Services segments. Its flagship Cloudera Enterprise Data Hub enables organizations to perform various analytics on a governed and secure data set across public and private clouds or data centers. Cloudera also provides a hybrid cloud solution known as Cloudera Data Warehouse for self-service analytics, along with tools like Cloudera Data Science and Engineering for big data processing and Cloudera Operational DB for real-time analytics. Additional offerings include the Hortonworks Data Platform, Cloudera DataFlow for data collection and analysis, and Cloudera SDX for security and governance. Cloudera supports its clients—corporate enterprises and public sector organizations—through software subscriptions and professional services that include consultation, training, and machine learning expertise. Founded in 2008 and headquartered in Palo Alto, California, Cloudera aims to transform complex data into actionable insights while ensuring efficiency and security.

Freshplum is a provider of data analytic software focused on enhancing decision-making for companies engaged in electronic commerce. By offering revenue analytic tools, Freshplum aims to empower businesses that sell goods and services online, enabling them to leverage data science for improved operational insights and performance.

DataFox is a company intelligence platform based in San Francisco that assists sales, marketing, and investment teams in identifying and prioritizing target companies to enhance opportunity sourcing. The platform combines AI-generated insights with verification from a team of over 100 human analysts, delivering comprehensive company data, growth signals, and account scoring. By employing data science and machine learning, DataFox creates proprietary datasets and integrates key leading indicators to rank and score the fastest-growing private companies. The platform is utilized by a diverse range of organizations, from high-growth startups to Fortune 500 companies, including notable names in various industries.

Industrial Pereception is home to some of the world’s foremost authorities and pioneers in machine vision and artificial intelligence.

DataFox is a company intelligence platform based in San Francisco that assists sales, marketing, and investment teams in identifying and prioritizing target companies to enhance opportunity sourcing. The platform combines AI-generated insights with verification from a team of over 100 human analysts, delivering comprehensive company data, growth signals, and account scoring. By employing data science and machine learning, DataFox creates proprietary datasets and integrates key leading indicators to rank and score the fastest-growing private companies. The platform is utilized by a diverse range of organizations, from high-growth startups to Fortune 500 companies, including notable names in various industries.

Weotta is a technology company that specializes in transforming unstructured location and event data into meaningful, contextually relevant insights. By utilizing machine learning and advanced search technology, Weotta enables users to discover local eateries, bars, movies, and events tailored to specific preferences, such as romantic dining or post-game activities. The company's deep ontology allows for nuanced inquiries, enhancing the user experience when seeking recommendations. Weotta showcased its capabilities with the WeottaMakePlans itinerary generator and recently launched WeottaGo, a mobile app designed to help users quickly and enjoyably discover activities nearby. The company has garnered support from leading investors and advisors in the fields of data, local discovery, and search.

Behavio, an MIT-Media Labs spin-off, specializes in developing software and services that enable mobile devices to sense, understand, and respond to human behavior and context. This capability allows developers to create smart, context-aware applications and services. The company is also known for its open-source sensing platform, Funf.org, which is designed for Android devices and has received several accolades, including recognition at the SXSW Accelerator competition and winning the 2012 John S. and James L. Knight Foundation’s News Challenge on Networks. Through its innovative approach, Behavio aims to enhance the functionality of mobile technology by integrating behavioral data into app development.

23andMe, Inc. is a consumer genetics and research company headquartered in Sunnyvale, California, founded in 2006. It specializes in providing direct-to-consumer personal genome services through home-based saliva collection kits. The company offers a range of services, including Health + Ancestry, which provides insights into ancestry, traits, and health, and Ancestry + Traits, which details ancestry breakdown and various trait reports. 23andMe aims to help individuals understand their genetic makeup, enabling users to explore their ancestry, genealogy, and inherited traits. Additionally, the company markets its services to researchers and scientists, offering categorized and searchable genetic data. With a focus on consumer and research services, 23andMe is positioned within the rapidly growing biotech and healthcare sectors, contributing to the understanding of genetics and its implications for health.

ClearStory Data Inc. is a provider of data analytics solutions aimed at enhancing business intelligence across various industries, including consumer packaged goods, healthcare, and financial services. Founded in 2011 and headquartered in Menlo Park, California, with an additional office in Chicago, the company specializes in enabling users to easily discover and analyze data from diverse sources, such as relational databases, Hadoop, and third-party data providers. Its platform modernizes data analysis by automating complex tasks like data harmonization and facilitating interactive analysis, allowing organizations to combine corporate and external data for timely insights. This capability empowers business users to make informed decisions quickly, fostering collaboration among distributed teams. ClearStory Data operates as a subsidiary of Alteryx, Inc. as of April 2019.

TrueLens specializes in marketing technology that enables brands to effectively target customers through the analysis of social media data. The company compiles and analyzes socialgraphic information from various social networks, providing insights into the customer bases of prominent brands such as Adidas and Neiman Marcus. By leveraging this data, TrueLens assists marketers in optimizing their campaigns to achieve better results with both existing customers and potential prospects. The company's focus is on enhancing marketing strategies through data-driven insights, helping brands make informed decisions in their outreach efforts.

Predilytics, Inc. is a healthcare information technology company that specializes in providing analytical solutions to health plans, providers, and other entities involved in risk management. Founded in 2011 and headquartered in Burlington, Massachusetts, the company utilizes advanced machine-learning tools to analyze both structured and unstructured data, along with external data sources, to generate actionable insights. Its offerings include Consumer Acquisition and Retention solutions that help organizations understand consumer behavior to enhance product design and member retention. Additionally, Predilytics provides Care Directions solutions to identify high-risk members who are most likely to benefit from care management, a Risk Adjustment solution aimed at optimizing risk adjustment activities for better reimbursement and care quality, and Quality Insight solutions to identify quality improvement opportunities. As of 2015, Predilytics operates as a subsidiary of Welltok, Inc.

ClearStory Data Inc. is a provider of data analytics solutions aimed at enhancing business intelligence across various industries, including consumer packaged goods, healthcare, and financial services. Founded in 2011 and headquartered in Menlo Park, California, with an additional office in Chicago, the company specializes in enabling users to easily discover and analyze data from diverse sources, such as relational databases, Hadoop, and third-party data providers. Its platform modernizes data analysis by automating complex tasks like data harmonization and facilitating interactive analysis, allowing organizations to combine corporate and external data for timely insights. This capability empowers business users to make informed decisions quickly, fostering collaboration among distributed teams. ClearStory Data operates as a subsidiary of Alteryx, Inc. as of April 2019.

Freshplum is a provider of data analytic software focused on enhancing decision-making for companies engaged in electronic commerce. By offering revenue analytic tools, Freshplum aims to empower businesses that sell goods and services online, enabling them to leverage data science for improved operational insights and performance.

tenXer is a company focused on enhancing personal productivity through its innovative platform that allows employees to analyze their daily work habits. Founded by Jeff Ma, who was inspired by his experiences in the human capital management industry, tenXer targets individual workers rather than upper management. The platform employs a proprietary, data-driven approach to help employees gain insights into their performance and work habits. By collecting data from various cloud-based services where users already operate, tenXer presents this information in an engaging format. Additionally, the platform integrates social and game-like motivational systems, encouraging users to improve productivity and foster intrinsic motivation. Through this comprehensive approach, tenXer aims to redefine how individuals understand and enhance their work performance.

JustSpotted is a celebrity-tracking tool that aggregates and organizes real-time information about celebrities from various social media platforms, including Twitter, Facebook, and Foursquare. Originally known as Scoopler, the service has evolved to focus specifically on celebrity sightings, providing fans with a way to see what their favorite stars are doing at any given moment. JustSpotted collects data from users who report spontaneous encounters with celebrities, thereby enhancing the platform's offerings with real-life sightings. By mapping these occurrences, JustSpotted enables users to easily access and enjoy a curated collection of celebrity activities, transforming the way fans engage with celebrity culture in the age of social media. The service was launched in October 2010 and was developed by AJ Asver, Dilan Jarawardane, and Benjamin Tauber.

PostRank Inc. is a technology company based in Waterloo, Ontario, that specializes in monitoring and collecting real-time social engagement data related to online content. Established in 2007, PostRank tracks various forms of interaction, such as comments, bookmarks, and tweets, across multiple social media platforms. This data allows publishers and content creators to analyze their audience engagement, assess their influence and reach, benchmark performance, and conduct competitive analysis. PostRank offers several services, including PostRank Analytics, which helps users measure engagement with their content, and PostRank Connect, which facilitates collaboration between brands and bloggers for campaigns and relationship-building. Additionally, PostRank Data Services provides APIs and reporting tools to assist organizations in understanding their social media performance and making informed decisions in the digital landscape.

Zynamics is a company based in Bochum, Germany, specializing in the development of reverse engineering tools aimed at enhancing both offensive and defensive security measures. Its suite of products includes BinDiff, which helps users understand security updates and identify free and open-source software within binaries, and BinNavi, designed to identify flaws in closed-source software and facilitate the creation of inputs to exploit these vulnerabilities. Additionally, Zynamics offers VxClass for the automated clustering of malicious software and signature generation, BinCrowd for collaborative information sharing among reverse engineers, and PDFDissector for the analysis of malicious documents. These tools are vital for preventing security vulnerabilities in software applications and improving overall cybersecurity.

23andMe, Inc. is a consumer genetics and research company headquartered in Sunnyvale, California, founded in 2006. It specializes in providing direct-to-consumer personal genome services through home-based saliva collection kits. The company offers a range of services, including Health + Ancestry, which provides insights into ancestry, traits, and health, and Ancestry + Traits, which details ancestry breakdown and various trait reports. 23andMe aims to help individuals understand their genetic makeup, enabling users to explore their ancestry, genealogy, and inherited traits. Additionally, the company markets its services to researchers and scientists, offering categorized and searchable genetic data. With a focus on consumer and research services, 23andMe is positioned within the rapidly growing biotech and healthcare sectors, contributing to the understanding of genetics and its implications for health.

23andMe, Inc. is a consumer genetics and research company headquartered in Sunnyvale, California, founded in 2006. It specializes in providing direct-to-consumer personal genome services through home-based saliva collection kits. The company offers a range of services, including Health + Ancestry, which provides insights into ancestry, traits, and health, and Ancestry + Traits, which details ancestry breakdown and various trait reports. 23andMe aims to help individuals understand their genetic makeup, enabling users to explore their ancestry, genealogy, and inherited traits. Additionally, the company markets its services to researchers and scientists, offering categorized and searchable genetic data. With a focus on consumer and research services, 23andMe is positioned within the rapidly growing biotech and healthcare sectors, contributing to the understanding of genetics and its implications for health.

23andMe, Inc. is a consumer genetics and research company headquartered in Sunnyvale, California, founded in 2006. It specializes in providing direct-to-consumer personal genome services through home-based saliva collection kits. The company offers a range of services, including Health + Ancestry, which provides insights into ancestry, traits, and health, and Ancestry + Traits, which details ancestry breakdown and various trait reports. 23andMe aims to help individuals understand their genetic makeup, enabling users to explore their ancestry, genealogy, and inherited traits. Additionally, the company markets its services to researchers and scientists, offering categorized and searchable genetic data. With a focus on consumer and research services, 23andMe is positioned within the rapidly growing biotech and healthcare sectors, contributing to the understanding of genetics and its implications for health.