Suger is a technology company that provides a management platform specifically designed for Software as a Service (SaaS) businesses to facilitate sales on multiple cloud marketplaces, including AWS, Azure, GCP, Red Hat, Snowflake, and Databricks. The platform offers comprehensive features for managing product listings, offers, contracts, metering, and billing across these marketplaces. Suger’s solution automates the lifecycle management of contracts, including renewals, plan changes, and upselling, which helps businesses streamline their operations and enhance their B2B sales processes. By enabling companies to efficiently navigate the complexities of multi-cloud environments, Suger supports them in accelerating their sales efforts without limitations.
Eclypsium
Series C in 2024
Eclypsium develops a cloud-based platform that secures the unprotected firmware and hardware layer of enterprises. Its solution safeguards laptops, servers, and networking infrastructure against threats originating below the operating system.
Cherre operates a cloud-based platform that collects, resolves, and manages both public and private real estate data. The company provides tools for document analysis, price evaluation, asset reporting, and real-time data dashboards, catering to agents, investors, insurers, enterprises, and service providers in the real estate industry. Cherre's platform enables clients to automate workflows, optimize processes, reduce risks, and identify opportunities by enhancing data quality and governance. The company partners with major data providers and solution providers to create an ecosystem that supports comprehensive data needs for its clients. Founded in 2016 and based in New York, Cherre aims to improve decision-making confidence through better data management.
RunPod is a cloud platform specializing in GPU deployment for customized full-stack AI applications. It aims to make cloud computing accessible, affordable, and feature-rich while maintaining usability and user experience. RunPod empowers individuals and enterprises by providing state-of-the-art technology to harness the power of AI and cloud computing.
Rivos specializes in high-performance RISC-V systems, focusing on integrated solutions for enterprises. It manufactures computing chips designed to deliver efficient server systems for large language models and data analytics.
AI-LINK is a digital infrastructure provider specializing in industrial sites and 5G edge cloud services. The company develops advanced 5G networks and mobile edge computing platforms, offering a comprehensive range of 5G solutions that include terminals, base stations, and cloud services. By catering to various sectors such as transportation, real estate, education, industry, and tourism, AI-LINK enables businesses to enhance their communication infrastructure and leverage the benefits of advanced connectivity.
Xyte is a developer of a hardware-as-a-service platform that provides hardware manufacturers with a comprehensive cloud-based solution for managing their connected device businesses. The platform offers a white-labeled system that allows device makers to efficiently handle their customers, resellers, and devices. By leveraging Xyte's technology, manufacturers can explore new subscription-based business models and maximize the potential of their connected products. This end-to-end platform aims to streamline operations and enhance the overall customer experience in the evolving landscape of connected devices.
Suger is a technology company that provides a management platform specifically designed for Software as a Service (SaaS) businesses to facilitate sales on multiple cloud marketplaces, including AWS, Azure, GCP, Red Hat, Snowflake, and Databricks. The platform offers comprehensive features for managing product listings, offers, contracts, metering, and billing across these marketplaces. Suger’s solution automates the lifecycle management of contracts, including renewals, plan changes, and upselling, which helps businesses streamline their operations and enhance their B2B sales processes. By enabling companies to efficiently navigate the complexities of multi-cloud environments, Suger supports them in accelerating their sales efforts without limitations.
Oxide Computer Company
Series A in 2023
Oxide Computer Company, established in 2019 and headquartered in Oakland, California, specializes in designing and manufacturing server racks for on-premises compute infrastructure. The company leverages advanced technology to integrate cloud hyperscale innovations into its hardware and software solutions, focusing on key areas such as density, efficiency, cost, reliability, manageability, and security. Oxide Computer Company's offerings enable businesses and IT professionals to access cutting-edge computer infrastructure, facilitating the delivery of hyper-scale cloud computing capabilities directly within their own facilities.
Founded in 2017 by former Google, Savioke, and Redwood Robotics professionals, Formant provides a secure cloud-based platform for monitoring robot fleets. It integrates with existing tools, offers predictive maintenance, and enables efficient management of robotic automation.
TileDB, Inc. is a technology company specializing in the management of multi-dimensional array data, primarily for scientific applications. Founded in 2017 and headquartered in Cambridge, Massachusetts, with an additional location in Athens, Greece, TileDB offers a cloud-based storage platform and embedded storage engine. Its innovative software is designed to handle diverse data types, including unstructured and multimodal data, making it suitable for complex scientific inquiries such as genomic research and biomedical imaging. TileDB enables users to access, analyze, and share intricate datasets effectively, supporting scientific teams in pharmaceutical and biotechnology sectors to advance drug discovery and other research initiatives. Through its robust platform, TileDB facilitates parallel data analytics and integrates various dimensions and attributes within data arrays, positioning itself as a critical tool for scientific breakthroughs.
MerQube provides a cloud-native platform for designing, calculating, and disseminating financial indices at scale. Its software supports index construction across equities, futures, options, and ESG, covering approaches from market-cap weighted to risk premia, volatility, and thematic strategies. The company also offers custom calculation services and access to past performance data, helping financial professionals with index research, product development, and governance and compliance.
Fly.io is a company that provides an Application Delivery Network (ADN) designed to connect website owners with their customers effectively. Its platform allows users to build application servers using JavaScript, enabling them to write, test, and run code locally before deploying it. By utilizing a network of servers, Fly.io accepts visitor traffic, processes requests through middleware, and routes them to backend applications. This infrastructure allows website owners to direct their visitors securely and efficiently, ensuring that applications can scale and operate close to end users.
OXOS is a developer of advanced digital imaging devices that focus on enhancing radiographic diagnostics in healthcare. The company offers a range of connected radiographic instruments designed to require minimal training, facilitating ease of use for healthcare providers. These instruments convert radiation into real-time static and dynamic fluoroscopic images of the human skeleton, while also delivering high-quality digital images and videos of surgical anatomy and pathology. By integrating its devices with a cloud-based telehealth delivery platform, OXOS allows for radiologic diagnostics to be accessed at the point of care, thereby increasing the accessibility and efficiency of healthcare delivery. This innovative approach transforms traditional diagnostic processes, enabling healthcare professionals to obtain clearer and more precise images directly where they are needed.
Cloudian
Venture Round in 2023
Cloudian is a company that specializes in file and object storage, particularly focusing on S3 object storage within data centers. It offers a hybrid cloud data management platform that allows customers to optimize data access, meet data sovereignty requirements, and reduce costs by consolidating information into a single, cloud-like environment. Cloudian's platform provides scalable and secure object storage for hybrid cloud deployments, enabling organizations to effectively manage and protect their data both on-premises and in the cloud. With its emphasis on data durability and user-friendly management tools, Cloudian aims to transform enterprise data into actionable insights while ensuring compatibility with the industry-standard S3 API.
Yuntian Imagination
Series C in 2022
Ivcloud is a global interactive video cloud service provider, offering ultra-high-definition, low-latency, interactive Cloud 2.0 videos.
Eclypsium
Series B in 2022
Eclypsium develops a cloud-based platform that secures the unprotected firmware and hardware layer of enterprises. Its solution safeguards laptops, servers, and networking infrastructure against threats originating below the operating system.
Anyscale develops and operates distributed programming platforms for simplifying distributed AI development. It offers Ray, an open-source framework enabling software developers and machine learning engineers to scale applications effortlessly from a laptop to the cloud.
Yuntian Imagination
Series C in 2022
Ivcloud is a global interactive video cloud service provider, offering ultra-high-definition, low-latency, interactive Cloud 2.0 videos.
Pliops is an Israel-based developer of cloud storage processor technology founded in 2017. The company provides solutions that accelerate storage performance for databases, analytics, and AI/ML workloads in cloud and enterprise data centers. Its flagship Pliops Extreme Data Processor (XDP) is delivered as a compact PCIe card that consolidates multiple storage processing layers into a single ultra-fast device, dramatically increasing throughput, capacity and data efficiency while reducing power consumption and computational load. By simplifying data processing and storage management, Pliops aims to unlock faster access to data and lower infrastructure costs as data growth and modern workloads intensify.
Fortanix
Venture Round in 2022
Fortanix Inc. is a cybersecurity company headquartered in Mountain View, California, with an additional office in Singapore. Founded in 2016, it specializes in developing advanced security solutions for mobile, cloud, and enterprise platforms. The company's flagship product, the Self-Defending Key Management Service (SDKMS), combines key generation, management, and encryption-as-a-service into a single, highly secure cloud-native solution. Leveraging Intel SGX, Fortanix's Runtime Encryption technology safeguards keys, data, and applications even in compromised environments, protecting against unauthorized access by malicious users. Additional offerings include the Fortanix Confidential Computing Enclave Manager, which enables secure application execution in confidential environments, and the Fortanix Cloud Key Manager, designed to protect sensitive data during cloud migration. Fortanix’s solutions are available as both Software as a Service for cloud customers and as licensed software for on-premises deployment. The company has established strategic partnerships with major firms such as Equinix and IBM Cloud and has garnered recognition as a Gartner Cool Vendor, reflecting its innovative contributions to the field of cybersecurity.
Fly.io is a company that provides an Application Delivery Network (ADN) designed to connect website owners with their customers effectively. Its platform allows users to build application servers using JavaScript, enabling them to write, test, and run code locally before deploying it. By utilizing a network of servers, Fly.io accepts visitor traffic, processes requests through middleware, and routes them to backend applications. This infrastructure allows website owners to direct their visitors securely and efficiently, ensuring that applications can scale and operate close to end users.
Opaque Systems
Series A in 2022
Opaque Systems is a startup that provides secure data analytics and machine learning services in the cloud. The company specializes in enabling organizations to analyze encrypted data without exposing it in an unencrypted form, thus ensuring data privacy. Their platform, built on the open-source MC2 Platform, incorporates advanced technologies such as secure hardware enclaves and cryptographic fortification. This allows users to utilize familiar tools like Apache Spark for various data-related tasks, including running SQL queries, performing complex analytics, and executing ETL (extract, transform, load) pipelines on encrypted data. Additionally, Opaque facilitates the secure training of machine learning models on sensitive data, enhancing privacy through federated learning and server-side aggregation of client updates.
TiBit Communications
Series C in 2022
TiBit Communications is a manufacturer specializing in innovative technology designed to transform broadband access deployment across global Service Provider markets, including cable, telecommunications, and wireless sectors. The company produces small, low-power, and cost-effective pluggable devices that facilitate virtualization of the access network. These devices enable multi-Gigabit connectivity and allow high-performance Ethernet switching systems to replace traditional access equipment. By simplifying network architecture, TiBit's solutions empower businesses to reduce costs while enhancing overall network efficiency.
Immuta, Inc. is a data security company that specializes in providing organizations with a platform for managing data privacy, security, and access control. The Immuta Data Security Platform enables users to discover and classify sensitive data, implement access control policies, and monitor data usage without the need for coding. This automated data governance solution supports self-service access to data while ensuring compliance with various regulations. Immuta is utilized by a diverse range of industries, including finance, healthcare, government, and manufacturing, to facilitate cloud migration and secure collaboration. Founded in 2014 and headquartered in College Park, Maryland, with additional offices in Boston, Massachusetts and Columbus, Ohio, Immuta has established itself as a trusted partner for Fortune 500 companies and government agencies worldwide.
JupiterOne
Series C in 2022
JupiterOne, Inc. is a cloud-based cybersecurity asset management and automation software company headquartered in Morrisville, North Carolina, with additional offices in Charlotte, Salt Lake City, and Seattle. Founded in 2018, JupiterOne provides organizations with tools designed to enhance visibility and compliance in their cloud infrastructure. Its software assists chief information security officers, security operations teams, and compliance officers by automating asset discovery, managing cloud posture, conducting risk analysis, and facilitating compliance reporting. The platform also enables vulnerability management, threat hunting, and incident response. Additionally, the JupiterOne Insights application allows users to create customized reporting dashboards and visualizations, aiding in the identification of security issues within code repositories and development processes. By offering continuous data aggregation and relationship modeling across all assets, JupiterOne simplifies cloud security, making it more accessible and effective for organizations.
Ananki
Acquisition in 2022
Ananki is a company focused on accelerating enterprise digital transformation through the provision of software-defined private 5G connectivity-as-a-service. Leveraging open-source hardware and software, Ananki offers a robust and easily deployable solution that significantly reduces total cost of ownership. This innovative approach is designed to facilitate the transition of businesses into Industry 4.0 by ensuring high-quality connectivity that meets the demands of modern enterprises. As a spin-out of the Open Networking Foundation, Ananki aligns with industry standards to promote the widespread adoption of open networking technologies, simplifying the integration of advanced connectivity solutions in various sectors.
Granulate
Acquisition in 2022
Granulate Cloud Solutions Ltd. is an Israeli company established in 2018, specializing in AI-powered optimization software. Its platform focuses on enhancing the performance of applications by optimizing machine processes at the kernel and operating system levels. The Granulate solution offers real-time, continuous optimization for specific and repetitive tasks, ensuring high performance and scalability. The software’s agents can be installed on any Linux server and are compatible with various architectures, including data centers and multi-cloud environments. By analyzing resource usage patterns, these agents intelligently adjust resource allocation to alleviate performance bottlenecks, ultimately enabling businesses to improve application performance while reducing operational costs.
ParkourSC
Venture Round in 2022
ParkourSC is a logistics and supply chain company that delivers a cloud‑based sensor platform for real‑time visibility of assets in motion. The platform creates a digital twin of the supply chain, processing billions of events per second to provide continuous insight into location, condition, timing, and utilization. By collecting data from any source, it enables predictive analytics that detect anomalies and forecast disruptions before they occur. Founded in 2014 and headquartered in Milpitas, California, the company serves manufacturing and pharmaceutical sectors with diagnostic and actionable intelligence.
MinIO, Inc. is a developer of a high-performance, open-source distributed object storage server that is fully compatible with Amazon S3 APIs. Founded in 2014 and based in Palo Alto, California, the company focuses on providing a minimal object storage solution optimized for cloud-native workloads, making it suitable for deployment in both public and private clouds, including Kubernetes environments. MinIO's platform enables enterprises to manage unstructured data effectively, supporting various applications such as machine learning, analytics, and data backup and archival processes. The company also hosts a MinIO play server, allowing developers and system administrators to familiarize themselves with its S3-compatible object storage capabilities.
Verica, Inc., founded in 2018 and based in Fairfax, Virginia, operates within the technology sector with a focus on continuous verification for complex systems. The company employs chaos engineering principles to proactively uncover system vulnerabilities and security flaws, thereby enhancing system resilience. By integrating with popular streaming and automation software platforms, Verica provides developers and organizations with proactive insights that facilitate detection, remediation, and disaster recovery. This approach aims to reduce the risk of costly incidents and instills confidence in the reliability and security of their systems.
Anyscale develops and operates distributed programming platforms for simplifying distributed AI development. It offers Ray, an open-source framework enabling software developers and machine learning engineers to scale applications effortlessly from a laptop to the cloud.
Screenovate
Acquisition in 2021
Screenovate is a technology company that specializes in device virtualization, providing a platform that facilitates seamless connectivity between various devices, such as smartphones, tablets, TVs, and computers. The company enables users to wirelessly project their smartphone screens onto larger displays, enhancing entertainment and productivity experiences. Its platform supports a range of functionalities, including the ability to scan, print, and copy files, as well as transforming mobile devices into game controllers. By offering a flexible solution for beaming content across multiple screens, Screenovate enhances user experience without compromising on quality or performance, catering to the needs of sectors such as entertainment, education, and productivity.
Founded in 2017, Upbound develops a multi-cloud platform that enables organizations to treat multiple cloud environments as one. Its platform facilitates automation, cost optimization, capacity management, failover, policy enforcement, and portability across clouds.
Founded in 2016, EasySend empowers financial institutions and insurance companies worldwide to convert paper forms and PDFs into digital journeys using its no-code platform. The platform supports various use cases such as mortgage processing, lending, policy renewals, claims, and customer onboarding. It integrates seamlessly with legacy systems and third-party services, optimizing workflows and driving revenue growth.
RemoteMyApp
Acquisition in 2021
RemoteMyApp specializes in delivering customized cloud gaming solutions for businesses worldwide, enhancing the gaming experience for end-users. The company focuses on mobile gaming applications that enable high-resolution, graphics-intensive games to be streamed from gaming computers to various devices, such as smartphones and tablets. This innovative approach allows users to enjoy their favorite computer games on the go, significantly broadening accessibility. One of RemoteMyApp's notable offerings is MagentaGaming, a cloud gaming platform developed for Deutsche Telekom, launched in August 2020, which exemplifies the company's commitment to advancing cloud gaming technology.
Duality Technologies
Series B in 2021
Duality Technologies Inc. is a leading provider of privacy-preserving data collaboration solutions, focused on maximizing the value of data while maintaining privacy and regulatory compliance. Founded in 2016 and based in Maplewood, New Jersey, the company offers a secure collaboration platform that includes SecurePlus Data, which facilitates secure data sharing between data owners and analysts, and SecurePlus Insights, which integrates with analytical and AI tools within a secure hosted environment. Serving industries such as healthcare, finance, automotive, insurance, telecommunications, and education, Duality operationalizes privacy-enhancing technologies to enable analysis and AI on encrypted data, protecting sensitive information and intellectual property. The company has garnered recognition as a Gartner Cool Vendor and was named a Tech Pioneer by the World Economic Forum, underscoring its innovative approach in the field.
Caresyntax
Series C in 2021
Caresyntax develops a digital surgery platform that improves patient outcomes by analyzing large volumes of data from operating rooms. Its proprietary software and AI enable OR teams to predict and enhance surgical performance, helping surgeons benchmark their care, hospital administrators optimize resources, medical device companies advance products, and insurance providers assess risk.
Fly.io is a company that provides an Application Delivery Network (ADN) designed to connect website owners with their customers effectively. Its platform allows users to build application servers using JavaScript, enabling them to write, test, and run code locally before deploying it. By utilizing a network of servers, Fly.io accepts visitor traffic, processes requests through middleware, and routes them to backend applications. This infrastructure allows website owners to direct their visitors securely and efficiently, ensuring that applications can scale and operate close to end users.
Opaque Systems
Seed Round in 2021
Opaque Systems is a startup that provides secure data analytics and machine learning services in the cloud. The company specializes in enabling organizations to analyze encrypted data without exposing it in an unencrypted form, thus ensuring data privacy. Their platform, built on the open-source MC2 Platform, incorporates advanced technologies such as secure hardware enclaves and cryptographic fortification. This allows users to utilize familiar tools like Apache Spark for various data-related tasks, including running SQL queries, performing complex analytics, and executing ETL (extract, transform, load) pipelines on encrypted data. Additionally, Opaque facilitates the secure training of machine learning models on sensitive data, enhancing privacy through federated learning and server-side aggregation of client updates.
Augtera Networks
Series A in 2021
Founded in 2016, Augtera Networks specializes in an AI-powered platform designed for complex network environments. It offers proactive operations, incident prevention, and seamless integration across physical, virtual, and cloud networks, serving hyper-scale cloud platforms, financial institutions, service providers, and enterprises.
floLIVE provides a cloud-native connectivity platform for enterprises, mobile operators and cloud providers. The platform combines local core networks that deliver local connectivity with centralized cloud management, enabling secure, high-performance, regulatory-compliant connectivity with scalable elasticity. It offers a complete cloud-based IoT ecosystem that includes core network functionality, integrated device management, inventory and billing services, all delivered as-a-service under a pay-as-you-grow model. The company focuses on secure, private connectivity for IoT and mobile networks, integrating services in a single offering to simplify deployment and governance while protecting against internal and external threats. Founded in 2015 and based in London, United Kingdom, the company operates globally.
Immuta, Inc. is a data security company that specializes in providing organizations with a platform for managing data privacy, security, and access control. The Immuta Data Security Platform enables users to discover and classify sensitive data, implement access control policies, and monitor data usage without the need for coding. This automated data governance solution supports self-service access to data while ensuring compliance with various regulations. Immuta is utilized by a diverse range of industries, including finance, healthcare, government, and manufacturing, to facilitate cloud migration and secure collaboration. Founded in 2014 and headquartered in College Park, Maryland, with additional offices in Boston, Massachusetts and Columbus, Ohio, Immuta has established itself as a trusted partner for Fortune 500 companies and government agencies worldwide.
Cherre operates a cloud-based platform that collects, resolves, and manages both public and private real estate data. The company provides tools for document analysis, price evaluation, asset reporting, and real-time data dashboards, catering to agents, investors, insurers, enterprises, and service providers in the real estate industry. Cherre's platform enables clients to automate workflows, optimize processes, reduce risks, and identify opportunities by enhancing data quality and governance. The company partners with major data providers and solution providers to create an ecosystem that supports comprehensive data needs for its clients. Founded in 2016 and based in New York, Cherre aims to improve decision-making confidence through better data management.
IRIS.TV, Inc. is a Los Angeles-based company that specializes in developing a cloud-based personalized video programming system designed to enhance user engagement and increase video views across multiple devices. Founded in 2009, the company offers a suite of products that include Adaptive Stream, which allows for real-time personalized streaming tailored to specific business and editorial guidelines, and Asset IQ, which automates data structuring and asset optimization. Additionally, IRIS Vision provides business intelligence and programming management tools. By leveraging artificial intelligence and machine learning, IRIS.TV automates the delivery of personalized content based on audience preferences and behaviors, thereby improving the viewing experience and operational efficiency for web, mobile, and over-the-top video distribution. The company's platform also facilitates video data connectivity for enhanced advertising outcomes and audience insights, making it a vital resource for publishers, advertisers, and content owners.
Centrical
Series C in 2021
Centrical is a software company that offers an AI-powered, gamified employee performance ecosystem designed to improve learning, engagement, and performance. Its platform unifies real-time performance management, continuous feedback, microlearning, and employee engagement, while providing managers with interactive coaching and managerial tools. Built on principles of behavioral psychology and motivation, the solution aims to help employees connect emotionally to their work and foster a positive, productive culture. The company serves clients through offices in New York, Ra’anana, Israel, and London.
Tetrate.io, Inc., founded in 2017 and based in San Francisco, California, specializes in application management for hybrid and multi-cloud environments. The company provides an enterprise-ready service mesh platform that simplifies the management of complex application infrastructures for DevOps, security, and network administrators. Tetrate's platform enables organizations to run and manage microservices effectively, facilitating the modernization of applications and accelerating the adoption of public cloud solutions. By partnering with enterprises on their app modernization journeys, Tetrate supports businesses in navigating the intricacies of modern cloud infrastructures.
Pliops
Venture Round in 2021
Pliops is an Israel-based developer of cloud storage processor technology founded in 2017. The company provides solutions that accelerate storage performance for databases, analytics, and AI/ML workloads in cloud and enterprise data centers. Its flagship Pliops Extreme Data Processor (XDP) is delivered as a compact PCIe card that consolidates multiple storage processing layers into a single ultra-fast device, dramatically increasing throughput, capacity and data efficiency while reducing power consumption and computational load. By simplifying data processing and storage management, Pliops aims to unlock faster access to data and lower infrastructure costs as data growth and modern workloads intensify.
ScienceLogic
Series E in 2021
ScienceLogic provides an AI-driven hybrid IT monitoring platform for service providers, enterprises, and government organizations worldwide. Its platform offers discovery, relationship mapping, monitoring, event management, automation, analytics, asset management, and ticketing across various technologies. With strategic alliances with major tech companies, ScienceLogic supports over 50,000 global clients in optimizing IT efficiency and ensuring business continuity.
Cellwize specializes in accelerating next-generation mobile networks through its cloud-based automation platform, Chime. This AI-driven solution enables mobile network operators to swiftly deploy and manage 5G networks, optimize coverage, and enhance user experience across diverse environments.
cnvrg.io
Acquisition in 2020
cnvrg.io is a comprehensive data science platform that empowers enterprises to manage and scale AI projects. It offers an end-to-end solution for collaborative machine learning model development, enabling businesses to accelerate innovation across various industries such as finance, gaming, automotive, and e-commerce.
Panoply Ltd. is a cloud data analytics company that offers an automated data management platform known as Panoply.io. Founded in 2015 and headquartered in Tel Aviv, Israel, with an additional office in San Francisco, California, the company simplifies complex data management tasks to enhance efficiency for analysts and data scientists. Panoply.io automates processes such as data modeling, normalization, and cleanup, enabling users to focus on analysis rather than data preparation. The platform employs advanced technologies, including machine learning and natural language processing, to adapt to users' needs and streamline data handling. By optimizing data workflows, Panoply significantly reduces the time and effort required for data management, allowing organizations to achieve greater productivity and faster insights.
Anyscale develops and operates distributed programming platforms for simplifying distributed AI development. It offers Ray, an open-source framework enabling software developers and machine learning engineers to scale applications effortlessly from a laptop to the cloud.
Accurics, Inc. is a cybersecurity company based in Pleasanton, California, founded in 2019. It specializes in developing a security platform designed to protect the entire cloud-native stack in hybrid and multi-cloud environments. The Accurics platform scans Infrastructure as Code for misconfigurations and potential vulnerabilities, allowing organizations to address risks before provisioning their cloud infrastructure. Additionally, it monitors production deployments for any changes that may introduce security risks, facilitating a return to a secure state if necessary. By integrating security throughout the development lifecycle, Accurics aims to enhance compliance, governance, and overall security for organizations adopting cloud-native technologies. The company also provides free cloud-based and open-source tools to support its mission of enabling cyber resilience.
Eclypsium
Series B in 2020
Eclypsium develops a cloud-based platform that secures the unprotected firmware and hardware layer of enterprises. Its solution safeguards laptops, servers, and networking infrastructure against threats originating below the operating system.
Lightbit
Funding Round in 2020
Lightbits Labs, Inc. specializes in developing innovative data storage solutions designed for enterprise private clouds and service providers. Founded in 2015 and based in San Jose, California, with additional offices in Israel and New York, the company focuses on delivering high-performance block storage that is scalable and cost-effective. Lightbits is known for its Cloud Data Platform and the proprietary LightOS Software Defined Storage, which integrates seamlessly with existing datacenter infrastructure. The company's products leverage the NVMe over TCP protocol to enhance performance comparable to local flash storage, catering to cloud-native applications in various environments, including bare metal, virtualized, and containerized systems. By providing a comprehensive data storage platform, Lightbits enables organizations to improve agility and cost efficiency while effectively scaling their storage infrastructure.
Founded in 2016, EasySend empowers financial institutions and insurance companies worldwide to convert paper forms and PDFs into digital journeys using its no-code platform. The platform supports various use cases such as mortgage processing, lending, policy renewals, claims, and customer onboarding. It integrates seamlessly with legacy systems and third-party services, optimizing workflows and driving revenue growth.
Eclypsium
Convertible Note in 2020
Eclypsium develops a cloud-based platform that secures the unprotected firmware and hardware layer of enterprises. Its solution safeguards laptops, servers, and networking infrastructure against threats originating below the operating system.
ProteanTecs
Series C in 2020
ProteanTecs develops a cloud-based analytics platform that combines data from chip-embedded agents with machine learning to predict faults before they become failures. The platform enables predictive maintenance and reliability improvements for electronics across the value chain, from chip vendors to system integrators and digital service providers, delivering insights to improve performance, yield, and safety while reducing defect rates. Founded in 2017 and headquartered in Haifa, Israel, the company also maintains additional offices in Tel Aviv, Santa Clara, California, and Bridgewater, New Jersey.
Synthego Corporation
Series D in 2020
Synthego is a biotechnology company specializing in genome engineering. It offers integrated hardware, software, bioinformatics, chemistries, and molecular biology platforms to advance basic research and therapeutic development. Its products include engineered cells, CRISPR kits, and bioinformatics tools for gene knockout, target validation, and disease modeling. Synthego serves scientists globally, with sales through distributors in multiple countries and online.
Verta Inc. is a software infrastructure company founded in 2018 and based in Palo Alto, California. It focuses on enhancing the management and operations of data science and machine learning models. Verta's Model Delivery & Operations Platform allows organizations to streamline the process of developing, packaging, and deploying machine learning models. By integrating best practices in DevOps for continuous integration and delivery, Verta simplifies workflows and enhances the scalability and availability of models. The company's technology facilitates collaboration among data scientists, enabling them to monitor model health and manage models throughout their lifecycles efficiently.
Perpetuuiti TechnoSoft Services
Series A in 2020
Perpetuuiti TechnoSoft Services Pvt. Ltd. is a provider of automated business continuity and disaster recovery software solutions, catering to both Indian and international clients. Established in 2011 and headquartered in Mumbai, the company offers a range of products, including Continuity Patrol, which automates failover and failback processes without human intervention, and Continuity on Mobile, allowing users to access business continuity plans via mobile devices. Additional solutions include Continuity on Cloud for automated disaster recovery planning, Ops-Central for workload automation, Compliance Patrol for IT infrastructure monitoring, and DataSync for cross-platform file sharing. Perpetuuiti also provides consulting services in areas such as business impact analysis, risk assessment, and disaster recovery program development, as well as implementation and management services for disaster recovery operations. With offices in the USA, Dubai, and Singapore, Perpetuuiti supports large and mid-sized organizations in making informed decisions regarding their disaster recovery strategies.
TileDB, Inc. is a technology company specializing in the management of multi-dimensional array data, primarily for scientific applications. Founded in 2017 and headquartered in Cambridge, Massachusetts, with an additional location in Athens, Greece, TileDB offers a cloud-based storage platform and embedded storage engine. Its innovative software is designed to handle diverse data types, including unstructured and multimodal data, making it suitable for complex scientific inquiries such as genomic research and biomedical imaging. TileDB enables users to access, analyze, and share intricate datasets effectively, supporting scientific teams in pharmaceutical and biotechnology sectors to advance drug discovery and other research initiatives. Through its robust platform, TileDB facilitates parallel data analytics and integrates various dimensions and attributes within data arrays, positioning itself as a critical tool for scientific breakthroughs.
Reliance Jio
Private Equity Round in 2020
Reliance Jio Infocomm is a telecommunications company based in Mumbai, India, that offers a range of wireless telecom products and services, including voice, data, and messaging. The company utilizes Long-Term Evolution (LTE) technology to provide mobile and broadband services. In addition to its core offerings, Jio distributes smartphones and hotspot devices, enhancing connectivity options for consumers. Jio also invests in research and development across various fields such as blockchain, artificial intelligence, Internet of Things (IoT), data analytics, and next-generation cloud services. Its media services encompass a wide array of content, including recorded and live music, sports, television programs, movies, and events, catering to diverse entertainment needs.
Immuta, Inc. is a data security company that specializes in providing organizations with a platform for managing data privacy, security, and access control. The Immuta Data Security Platform enables users to discover and classify sensitive data, implement access control policies, and monitor data usage without the need for coding. This automated data governance solution supports self-service access to data while ensuring compliance with various regulations. Immuta is utilized by a diverse range of industries, including finance, healthcare, government, and manufacturing, to facilitate cloud migration and secure collaboration. Founded in 2014 and headquartered in College Park, Maryland, with additional offices in Boston, Massachusetts and Columbus, Ohio, Immuta has established itself as a trusted partner for Fortune 500 companies and government agencies worldwide.
MemVerge specializes in memory storage convergence software designed to optimize cloud infrastructure. Its proprietary Distributed Memory Objects (DMO) technology leverages Intel's Optane DC persistent memory, enabling data-intensive workloads like AI/ML and big data analytics to run at memory speed with consistent data across systems.
PocketLab
Seed Round in 2020
PocketLab develops wireless sensors for scientific exploration and experimentation. Its affordable, user-friendly sensors measure acceleration, force, angular velocity, magnetic field, pressure, altitude, and temperature, enabling educators and students to conduct experiments, analyze data, and stream measurements to smartphones or tablets.
Anodot is a SaaS-based autonomous analytics company offering an automated business analytics and anomaly detection platform. The platform continuously collects and analyzes data to identify outliers and abnormal patterns, automatically isolating issues and correlating signals across multiple parameters in real time to eliminate insight latency and support rapid business decisions. It serves data-driven sectors such as eCommerce, fintech, adtech, telecommunications, IoT, and gaming, and is distributed through a global network of resellers. Founded in 2014, Anodot is headquartered in Ra'anana, Israel, with offices in London and Sydney.
Reniac, Inc. is a technology company that specializes in designing and developing intelligent data-aware architectures for applications, servers, and data storage systems. Founded in 2012 and headquartered in Santa Clara, California, with additional locations in Hyderabad, India, and Richmond, Canada, Reniac focuses on creating a distributed data engine that enhances performance by addressing bottlenecks in data infrastructure workloads. Their cloud-based platform accelerates and optimizes open-source database implementations, offering solutions such as a Cassandra I/O accelerator, a distributed and persistent cache, and a storage engine for graph and SQL databases. This technology enables enterprises to achieve higher throughput and lower latency, allowing them to improve critical workloads across public cloud, hybrid, and on-premise environments without necessitating changes to existing applications. Reniac's team comprises experienced professionals from notable companies, bringing a wealth of expertise in data, software, and systems.
Akka is a platform to build and run apps that are elastic, agile, and resilient. Industry titans and disruptors rely on Akka when application responsiveness must be guaranteed. Engineering teams use a simple SDK and powerful libraries to build transactional, durable, and real-time services that distribute logic and data together. Operations are fully automated in serverless and BYOC environments, and a self-hosted option is available.
FogHorn is a developer of edge intelligence software tailored for industrial and commercial Internet of Things (IoT) applications. The company's platform enables advanced analytics and machine learning capabilities to be deployed in on-premises edge environments, facilitating applications such as monitoring, diagnostics, machine performance optimization, proactive maintenance, and operational intelligence. FogHorn's technology is particularly beneficial for original equipment manufacturers (OEMs), systems integrators, and end customers across various sectors, including manufacturing, energy, mining, transportation, healthcare, retail, and smart infrastructure initiatives like smart grids and connected vehicles. By enhancing edge computing with real-time analytics, FogHorn empowers businesses to integrate seamlessly with major cloud platforms, allowing for informed, analytics-driven decision-making.
Model9 modernizes mainframe data management and business intelligence in large enterprises and helps them accelerate the adoption of hybrid cloud technologies and benefit from cloud economics. Its patented technology delivers mainframe data to any cloud or on-premise storage platform, eliminating tape and virtual tape, and enabling secure integration with advanced analytics tools. Model9 is trusted by the world's leading financial institutions, government agencies and transportation companies. It is a graduate of the IBM AlphaZone startup program as well as an AWS Advanced Technology Partner.
Cherre operates a cloud-based platform that collects, resolves, and manages both public and private real estate data. The company provides tools for document analysis, price evaluation, asset reporting, and real-time data dashboards, catering to agents, investors, insurers, enterprises, and service providers in the real estate industry. Cherre's platform enables clients to automate workflows, optimize processes, reduce risks, and identify opportunities by enhancing data quality and governance. The company partners with major data providers and solution providers to create an ecosystem that supports comprehensive data needs for its clients. Founded in 2016 and based in New York, Cherre aims to improve decision-making confidence through better data management.
Anyscale develops and operates distributed programming platforms for simplifying distributed AI development. It offers Ray, an open-source framework enabling software developers and machine learning engineers to scale applications effortlessly from a laptop to the cloud.
Augtera Networks
Venture Round in 2019
Founded in 2016, Augtera Networks specializes in an AI-powered platform designed for complex network environments. It offers proactive operations, incident prevention, and seamless integration across physical, virtual, and cloud networks, serving hyper-scale cloud platforms, financial institutions, service providers, and enterprises.
Duality Technologies
Series A in 2019
Duality Technologies Inc. is a leading provider of privacy-preserving data collaboration solutions, focused on maximizing the value of data while maintaining privacy and regulatory compliance. Founded in 2016 and based in Maplewood, New Jersey, the company offers a secure collaboration platform that includes SecurePlus Data, which facilitates secure data sharing between data owners and analysts, and SecurePlus Insights, which integrates with analytical and AI tools within a secure hosted environment. Serving industries such as healthcare, finance, automotive, insurance, telecommunications, and education, Duality operationalizes privacy-enhancing technologies to enable analysis and AI on encrypted data, protecting sensitive information and intellectual property. The company has garnered recognition as a Gartner Cool Vendor and was named a Tech Pioneer by the World Economic Forum, underscoring its innovative approach in the field.
Smart Edge
Acquisition in 2019
Smart Edge is a developer of multi-access edge computing (MEC) software headquartered in Irvine, California. The company focuses on enhancing mobile communications for enterprises by providing a platform that incorporates analytics, caching computation, and traffic routing through the use of microservers. This technology aims to improve data security through high encryption and integrity while simplifying mobility for businesses. By positioning computing resources, applications, and content closer to users, Smart Edge enables clients to deploy existing and new applications, ultimately facilitating the generation of new revenue streams and delivering an immersive user experience.
DataRobot
Series E in 2019
DataRobot develops an automated machine learning platform that enables users across various industries to build predictive models. Its cloud-based solution, DataRobot Cloud, offers a project-based curriculum for gaining insights from data scientists. The company also provides DataRobot MLOps for deploying and managing machine learning models, along with enterprise features like flexible deployment and governance in its DataRobot Enterprise solution.
ParkourSC
Series B in 2019
ParkourSC is a logistics and supply chain company that delivers a cloud‑based sensor platform for real‑time visibility of assets in motion. The platform creates a digital twin of the supply chain, processing billions of events per second to provide continuous insight into location, condition, timing, and utilization. By collecting data from any source, it enables predictive analytics that detect anomalies and forecast disruptions before they occur. Founded in 2014 and headquartered in Milpitas, California, the company serves manufacturing and pharmaceutical sectors with diagnostic and actionable intelligence.
Capsule8, founded in 2016 and headquartered in New York, specializes in cyber protection for enterprise infrastructure, focusing specifically on Linux systems. The company offers Capsule8 Protect, a platform designed to detect and mitigate attacks in real-time across various environments, including containerized, virtualized, and bare metal systems. With a team comprised of experienced hackers and security entrepreneurs, Capsule8 aims to provide continuous security, allowing organizations to safeguard their Linux-powered infrastructures from zero-day attacks and other unwanted activities without the need for human intervention. This innovative approach enables enterprises to modernize their systems while maintaining robust security.
Prisma SD-WAN
Series C in 2019
Prisma SD-WAN, formerly known as CloudGenix, specializes in software-defined wide-area networking (SD-WAN) solutions designed to support hybrid cloud environments and mobile workforces. The company offers a platform that virtualizes enterprise networks, facilitating user connectivity to cloud and data center applications while minimizing the infrastructure needed for remote offices. Its products centralize critical network functions, such as firewalling and threat detection, and include the ION 2000 hardware appliance, which provides essential SD-WAN capabilities for small and remote offices. By enabling application-specific service-level agreements (SLAs), Prisma SD-WAN enhances application performance based on business priorities. Founded in 2013 and headquartered in San Jose, California, the company caters to various industries, including retail, financial services, automotive, legal, and technology, striving to simplify network design and management while delivering significant cost savings and enhanced security.
Amenity Analytics
Series B in 2019
Amenity Analytics, Inc. is a New York-based company established in 2013 that specializes in cloud-based text analytics solutions. The firm leverages natural language processing and machine learning technologies to convert unstructured data into structured formats, enabling businesses to extract actionable insights from complex documents and narrative content. Its flagship product, Amenity Viewer, analyzes call transcripts to identify outliers, while custom solutions cater to various sectors including banking, insurance, hedge funds, and media. Amenity Analytics aims to help organizations navigate the challenges of information overload by providing precise and meaningful data insights without the need for coding.
Polystream
Series A in 2019
Polystream is an innovative company focused on transforming the streaming of real-time 3D content through its advanced interactive streaming platform. By leveraging command streaming technology, Polystream enables instant, playable content to be streamed from the cloud to users without the need for downloads or modifications. This approach allows for seamless experiences across various devices, enhancing user engagement and audience growth. The company's synchronous spectator engine, Fantom, facilitates the cost-effective streaming of cloud-native games and experiences, reaching a global audience with unprecedented scale. Polystream's mission is to reshape the visual cloud landscape, ultimately contributing to the development of the 3D Internet.
ProteanTecs
Series B in 2019
ProteanTecs develops a cloud-based analytics platform that combines data from chip-embedded agents with machine learning to predict faults before they become failures. The platform enables predictive maintenance and reliability improvements for electronics across the value chain, from chip vendors to system integrators and digital service providers, delivering insights to improve performance, yield, and safety while reducing defect rates. Founded in 2017 and headquartered in Haifa, Israel, the company also maintains additional offices in Tel Aviv, Santa Clara, California, and Bridgewater, New Jersey.
TiBit Communications
Series B in 2019
TiBit Communications is a manufacturer specializing in innovative technology designed to transform broadband access deployment across global Service Provider markets, including cable, telecommunications, and wireless sectors. The company produces small, low-power, and cost-effective pluggable devices that facilitate virtualization of the access network. These devices enable multi-Gigabit connectivity and allow high-performance Ethernet switching systems to replace traditional access equipment. By simplifying network architecture, TiBit's solutions empower businesses to reduce costs while enhancing overall network efficiency.
Pixeom
Venture Round in 2019
Pixeom, Inc. is a technology company that specializes in developing a software platform designed to replicate and manage cloud functionalities on-premise. Founded in 2013 and headquartered in Mountain View, California, Pixeom provides an edge computing solution that enables cloud service providers to efficiently package, deploy, and orchestrate containerized applications at scale on local Edge IoT Cores. The platform is tailored to meet the stringent requirements of numerous Fortune 500 clients, offering an agnostic approach that allows for deployment across any hardware and operating system while maintaining connectivity to any cloud service. Pixeom addresses the challenges associated with distributed edge deployment, enabling IT administrators to manage infrastructure and workloads across thousands or millions of locations in a cost-effective manner. The company facilitates a seamless migration from cloud to edge without requiring significant re-architecture of existing cloud-native applications and offers various edge versions of popular cloud services that align with on-premise APIs.
OnScale Inc. is a technology company that specializes in developing on-demand scalable engineering simulation software designed to enhance research and development while reducing costs for engineers. Founded in 2018 and headquartered in Redwood City, California, OnScale offers its Multiphysics CAE software, which facilitates accelerated innovation across various industries, including next-generation technologies such as MEMS IoT, 5G, biomedicine, and autonomous vehicles. This software is utilized for a range of applications, including MEMS and filters, sensors, non-destructive testing, medical devices, and sonar systems. OnScale operates on a Software as a Service (SaaS) model, providing a cloud-based solution with a pay-as-you-go subscription pricing structure.
Tetrate.io, Inc., founded in 2017 and based in San Francisco, California, specializes in application management for hybrid and multi-cloud environments. The company provides an enterprise-ready service mesh platform that simplifies the management of complex application infrastructures for DevOps, security, and network administrators. Tetrate's platform enables organizations to run and manage microservices effectively, facilitating the modernization of applications and accelerating the adoption of public cloud solutions. By partnering with enterprises on their app modernization journeys, Tetrate supports businesses in navigating the intricacies of modern cloud infrastructures.
ICHEC
Venture Round in 2019
The Irish Centre for High-End Computing (ICHEC), established in 2005, serves as Ireland's national high-performance computing center. Its primary mission is to offer high-performance computing resources, along with support, education, and training for researchers affiliated with third-level institutions. Additionally, ICHEC plays a vital role in facilitating technology transfer and enablement, thereby assisting Irish industries, both large and small, in enhancing their contributions to the economy. Through its comprehensive services, ICHEC aims to advance research capabilities and foster innovation across various sectors in Ireland.
Catalytic
Series B in 2019
Catalytic Inc. is a technology company that provides a cloud-based automation platform designed to streamline data processing tasks for businesses. Founded in 2015 and headquartered in Chicago, Illinois, with an additional office in Naperville, Catalytic enables users to build intelligent automation solutions that integrate people, bots, and artificial intelligence. The platform facilitates various automation tasks, such as document and spreadsheet generation, automated responses to triggers, and data collection. It allows users to connect with existing systems, create custom integrations, and leverage machine learning for cognitive tasks. By empowering business users to develop their own automated solutions, Catalytic enhances operational efficiency and helps organizations achieve their core objectives, ultimately leading to improved customer experiences and profitability. Its client roster includes notable companies such as Bosch and Dentsu Aegis Network.
TileDB, Inc. is a technology company specializing in the management of multi-dimensional array data, primarily for scientific applications. Founded in 2017 and headquartered in Cambridge, Massachusetts, with an additional location in Athens, Greece, TileDB offers a cloud-based storage platform and embedded storage engine. Its innovative software is designed to handle diverse data types, including unstructured and multimodal data, making it suitable for complex scientific inquiries such as genomic research and biomedical imaging. TileDB enables users to access, analyze, and share intricate datasets effectively, supporting scientific teams in pharmaceutical and biotechnology sectors to advance drug discovery and other research initiatives. Through its robust platform, TileDB facilitates parallel data analytics and integrates various dimensions and attributes within data arrays, positioning itself as a critical tool for scientific breakthroughs.
Fortanix Inc. is a cybersecurity company headquartered in Mountain View, California, with an additional office in Singapore. Founded in 2016, it specializes in developing advanced security solutions for mobile, cloud, and enterprise platforms. The company's flagship product, the Self-Defending Key Management Service (SDKMS), combines key generation, management, and encryption-as-a-service into a single, highly secure cloud-native solution. Leveraging Intel SGX, Fortanix's Runtime Encryption technology safeguards keys, data, and applications even in compromised environments, protecting against unauthorized access by malicious users. Additional offerings include the Fortanix Confidential Computing Enclave Manager, which enables secure application execution in confidential environments, and the Fortanix Cloud Key Manager, designed to protect sensitive data during cloud migration. Fortanix’s solutions are available as both Software as a Service for cloud customers and as licensed software for on-premises deployment. The company has established strategic partnerships with major firms such as Equinix and IBM Cloud and has garnered recognition as a Gartner Cool Vendor, reflecting its innovative contributions to the field of cybersecurity.
Pliops is an Israel-based developer of cloud storage processor technology founded in 2017. The company provides solutions that accelerate storage performance for databases, analytics, and AI/ML workloads in cloud and enterprise data centers. Its flagship Pliops Extreme Data Processor (XDP) is delivered as a compact PCIe card that consolidates multiple storage processing layers into a single ultra-fast device, dramatically increasing throughput, capacity and data efficiency while reducing power consumption and computational load. By simplifying data processing and storage management, Pliops aims to unlock faster access to data and lower infrastructure costs as data growth and modern workloads intensify.
Eclypsium
Series A in 2018
Eclypsium develops a cloud-based platform that secures the unprotected firmware and hardware layer of enterprises. Its solution safeguards laptops, servers, and networking infrastructure against threats originating below the operating system.
CTAccel Ltd., founded in March 2016, specializes in enhancing image processing capabilities for Internet Data Centers. The company is driven by a strong research and development team, primarily composed of experts with advanced degrees in science and engineering. With a focus on FPGA-based heterogeneous computing solutions, CTAccel has developed its patented CTAccel Image Processor (CIP), which significantly boosts the performance and efficiency of image processing tasks. The company's services cater to a variety of market segments, including online-to-offline services, smartphone cloud applications, cloud storage, and online video platforms. By leveraging hardware-software co-design and system optimization, CTAccel enables its business clients to enhance performance, improve energy efficiency, and reduce operational costs.
Alcide.IO Ltd. specializes in security and management tools designed for hybrid, multi-cloud, and multi-compute data centers, with a strong focus on Kubernetes environments. Founded in 2016 and based in Tel Aviv-Yafo, Israel, the company offers an end-to-end Kubernetes security platform that includes solutions such as Alcide Kubernetes Advisor, Alcide kAudit, and Alcide Runtime. These tools help organizations secure their Kubernetes deployments by addressing configuration risks, network security events, and providing a unified policy framework. Alcide's offerings are compatible with major cloud platforms like AWS, Azure, and Google Cloud, enabling businesses to scale their Kubernetes environments while maintaining robust security measures. Its platform aims to protect against various cyber threats, including internal malicious activities and data exfiltration, ensuring the secure operation of business applications in cloud deployments.
Aerial
Venture Round in 2018
Aerial Technologies Inc. is a Montreal-based company that specializes in cloud-based motion analytics solutions utilizing artificial intelligence and existing wireless infrastructure. Founded in 2015, Aerial has developed the Motion Capture Plug, a WiFi Motion device that analyzes distortions in wireless signals to provide insights into motion activity in various environments such as homes, workplaces, hospitals, and hotels. This technology allows for monitoring without the use of cameras, wearables, or sensors, making it a cost-effective solution for detecting human presence and activities. Aerial serves a diverse clientele, including internet service providers, healthcare organizations, security systems integrators, and smart object manufacturers across the globe, with regional offices in the United States and Spain.
Huiyi Huiying
Corporate Round in 2018
Huiyi Huiying is an international cloud computing, large data & AI tech that has created a digital medical imaging and tumor radiotherapy platform. It has also built a video intelligent screening system, leak detection system and the image Depth applied to the tumor, cardiovascular, acute abdomen and other single disease of artificial intelligence assisted diagnosis and treatment system.
DataRobot
Series D in 2018
DataRobot develops an automated machine learning platform that enables users across various industries to build predictive models. Its cloud-based solution, DataRobot Cloud, offers a project-based curriculum for gaining insights from data scientists. The company also provides DataRobot MLOps for deploying and managing machine learning models, along with enterprise features like flexible deployment and governance in its DataRobot Enterprise solution.
Paperspace
Series A in 2018
Paperspace is a cloud computing company that specializes in machine learning (ML) development. It offers a high-performance cloud platform for building, training, and deploying ML models, catering to individuals, startups, and enterprises. The platform provides a cloud-based personal computer accessible via any web browser, making cloud computing more accessible through simplicity, community-driven resources, and straightforward pricing. This enables users to iterate faster and collaborate on real-time prediction engines.