National Science Foundation

The San Diego Supercomputer Center (SDSC) enables international science and engineering discoveries through advances in computational science and data-intensive, high-performance computing. It provides access to a vast array of data and computational resources and services for all UC researchers who need cyberinfrastructure beyond their own laboratories, classrooms, departments, and academic units. SDSC’s research cyberinfrastructure includes: data-intensive computing resources to the academic and industrial communities through the RCI program's Triton Shared Computing Cluster (TSCC), a high-impact data analysis and preservation system featuring a large-scale disk storage facility, a data analysis facility for petascale research, and a shared research cluster; Gordon, the first high-performance supercomputer to use massive amounts of flash-based memory to speed solutions for data-intensive problems; Trestles, which also features flash-based memory, with a design tailored to the majority of user jobs rather than a handful of researchers who run jobs at thousands of core counts; a green data center equipped to house co-location servers; and an environment for all things related to data, including management, mining, curation, analysis, visualization, access and preservation as well as data storage technologies. Along with its broad spectrum of software, hardware, networking, and information resources, SDSC also offers users full-time support including 24-hour helpdesk services, code optimization, training, portal development, and a variety of other services. San Diego Supercomputer Center was founded in 1985.

The University of Chicago is a private, coeducational research university known for its commitment to rigorous scholarship and interdisciplinary learning. It empowers scholars and students to explore complex questions and challenge conventional thinking across various fields, including sciences, medicine, economics, law, and business. The university offers more than 50 specialized undergraduate and graduate programs, including innovative interdisciplinary initiatives such as Big Problems, which addresses significant global challenges. In addition to its academic offerings, the university enhances community engagement by sponsoring numerous art and cultural events that are free to the public, held at venues like the Court Theatre, the Oriental Institute, and the Smart Museum. Its experiential programs, including "Chicago Careers In," provide students with valuable research opportunities and internships in diverse professional fields, contributing to both individual growth and the economic vitality of the surrounding city.

Map Collective is a provider of artificial intelligence-driven software that enhances supply chain transparency and sustainability metrics. The company develops a Software-as-a-Service platform that integrates advanced data analytics with Geographic Information System (GIS) technology. Its offerings include three primary toolkits: TRACEABILITY, PROCUREMENT, and GHG EMISSIONS, which enable businesses and government entities to simplify processes related to emissions mapping, biodiversity assessment, and energy planning. By leveraging these tools, users can effectively visualize their carbon impact and make informed operational decisions, facilitating a transition toward a more sustainable circular economy.

North Carolina A&T State University is so many things to so many people, both in our state and around the country. North Carolina A&T State University is an HBCU. We are a top-flight research university, the largest historically black university (HBCU) in the country, the #1 producer of degrees awarded to African Americans in North Carolina and nationally recognized or our excellence in science, technology, mathematics and engineering (STEM) education. We are a diverse community, bound by intense pride and tradition, with fiercely loyal alumni who hold positions of importance and influence in companies and government agencies across the state, the country and the world. We are achievers, driven by a curious, limitless, fearless spirit that fuels discovery and innovation, resulting in 41 patents issued based on our research, as well as numerous spin-off and start-up companies. We are inclusive and welcoming, with students from many backgrounds and cultures, every part of our state, our nation and countries around the globe. We are passionate, driven by a desire to do more, be more and make more of a difference. Since we opened our doors in 1892, we have focused on giving every student the hands-on opportunities, core knowledge and global perspective that will lead them to make real and lasting change in their lives and the lives of others. At N.C. A&T, we have so much to be proud of, and you can learn more about those "Points of Pride" here. You can also use the links below to learn more about what makes N.C. A&T unique, from our leadership and history to our many rankings and recognitions.

QSimulate is a Boston-based company that develops cloud-based quantitative simulation tools aimed at addressing complex challenges in the chemical and pharmaceutical industries. By harnessing the principles of quantum mechanics, QSimulate’s platform facilitates quantum molecular simulations, allowing clients to tackle industrial-scale problems more effectively. The tools offered by the company automate workflows, relieving computational scientists of routine tasks and thereby increasing productivity. This innovation enables organizations to accelerate their research and development processes, ultimately enhancing their capacity to innovate and solve critical issues in their fields.

Airmettle operates a software-defined storage platform that fundamentally alters the relationship between data storage and analytics. The platform allows for integrated distributed parallel processing, enabling direct queries of semi-structured content stored within it. Airmettle's technology is capable of transforming various data formats into those specifically required by analysis tools, which significantly reduces network traffic. Additionally, it decreases the amount of costly memory required by advanced analytics applications, thereby facilitating more efficient data insights for users.

OmicsCraft offers customers access to a customised data analytics pipeline and a sample-to-solution service. They offer cloud-based platforms that allow them to build analytics pipelines for omic data preprocessing, mass spectrometric-based metabolite identification, differential analysis of metabolite profiles, and multi-omics integration.

Omega Hydrodynamics Research specializes in developing innovative computational fluid dynamics (CFD) software to address complex fluid-structure interaction challenges. The company's flagship product, OMEGA-CFD, is designed for simulating transient fluid-structure interactions, while OMEGA-SW offers a comprehensive model for analyzing wave-ship-bathymetry interactions in shallow water environments. By providing cloud-based solutions and consulting services, Omega Hydrodynamics Research caters to various industries, including marine, energy, and aerospace, allowing clients to access customized services tailored to their specific needs.

TQIntelligence, Inc. operates a platform that measures emotional distress severity through voice-based artificial intelligence technology. Founded in 2016 and headquartered in Atlanta, Georgia, the company integrates various data sources to provide cognitive insights into risk stratification, treatment outcomes, and personalized behavioral health interventions. Its key products include TQ-Intelligence, which utilizes voice and speech analytics alongside psychometrically sound instruments, and TQ Analytics, which leverages existing electronic medical record data to deliver actionable insights. TQIntelligence's machine learning analytics and real-time prediction capabilities support therapists in diagnosing mental health issues, particularly for children and adolescents, including those from BIPOC and LGBTQ communities. By focusing on voice biomarkers, the company aims to enhance treatment planning and reduce care costs while improving outcomes in the behavioral healthcare sector.

Etalyc is a provider of cloud-based software designed to enhance traffic operations by leveraging advanced technologies such as the Internet of Things, machine learning, and big data analytics. The company's platform integrates data from various sources, including road sensors, GPS, cameras, and even weather and social media inputs, to create a comprehensive map of traffic patterns. This innovative approach allows traffic operators to efficiently monitor infrastructure, optimize traffic flow, and address issues related to congestion and emissions. By utilizing modern technology, Etalyc aims to improve overall traffic management and enhance the efficiency of transportation systems.

Lucendi is a developer of AI-enabled smart measurement platforms focused on micro-object detection and characterization. The company leverages advanced technologies such as computational microscopy and holographic imaging, combined with innovative image processing, big data analytics, and machine learning. This expertise allows Lucendi to provide clients with versatile applications that enhance efficiency and reduce costs. In addition to its measurement platforms, Lucendi also offers a range of products including lighting, electrical materials, solar energy systems, and electrical socket solutions.

Map Collective is a provider of artificial intelligence-driven software that enhances supply chain transparency and sustainability metrics. The company develops a Software-as-a-Service platform that integrates advanced data analytics with Geographic Information System (GIS) technology. Its offerings include three primary toolkits: TRACEABILITY, PROCUREMENT, and GHG EMISSIONS, which enable businesses and government entities to simplify processes related to emissions mapping, biodiversity assessment, and energy planning. By leveraging these tools, users can effectively visualize their carbon impact and make informed operational decisions, facilitating a transition toward a more sustainable circular economy.

InsightFinder Inc. specializes in machine learning technology solutions tailored for information technology operational data. Founded in 2015 and based in Brooklyn, New York, the company offers various tools, including a metric intelligence engine for automatic anomaly detection, a log intelligence engine for real-time keyword extraction, and an alert intelligence engine designed to minimize alert fatigue by suppressing duplicate notifications. Additionally, InsightFinder provides an APM intelligence engine that identifies issues in both proprietary and third-party applications. Utilizing patented unsupervised machine learning algorithms, InsightFinder addresses complex challenges in enterprise AI and IT management, enabling organizations to automatically identify, diagnose, and remediate issues such as model drift and application failures. By focusing on predictive analytics and automated root cause analysis, InsightFinder supports large-scale AI platforms and IT infrastructures in preventing outages and enhancing overall performance.

Summary Analytics, Inc. is a Seattle-based company founded in 2017, specializing in artificial intelligence and machine learning technologies. The company develops a data analytics platform designed to address inefficiencies in data management by minimizing redundancies. By employing advanced algorithms and submodular optimization techniques, Summary Analytics enables organizations to extract valuable insights from large datasets more efficiently and cost-effectively. This innovative approach allows businesses to achieve better data insights and knowledge extraction in reduced time frames, enhancing overall decision-making processes.

Lucata Corporation specializes in developing advanced hardware and software technology to enhance memory utilization for various industries. Founded in 2008 and headquartered in New York, with additional offices in South Bend, Indiana, and Palo Alto, Lucata produces motherboards, node cards, and memory servers designed for high-performance analytics. The company employs patented migrating thread technology to enable organizations to perform extensive multi-hop analytics and graph analysis on massive databases, facilitating insights from complex data structures with up to one trillion vertices. Lucata's solutions cater to sectors such as financial services, cybersecurity, healthcare, and telecommunications, allowing users to leverage existing graph database software for deeper analysis without the need for extensive software layers. The company's architecture is energy-efficient, supports linear performance scaling, and significantly reduces latency, making it a powerful option for organizations tackling big data challenges.

DrivenData focuses on leveraging data science and crowdsourcing to address significant social challenges. The company organizes online challenges, typically lasting 2-3 months, where a global community of data scientists competes to develop effective statistical models for complex predictive problems. In addition to these competitions, DrivenData offers services that include comprehensive data assessment, predictive modeling, statistical analysis, and rapid development and prototyping. By connecting mission-driven organizations with skilled data scientists, DrivenData aims to empower these organizations to make impactful decisions based on their data.

Revelata develops an artificial intelligence platform for extracting data from complex financial documents. It's first product, deepKPI, automatically surfaces hard-to-get KPI time series that are buried within billions of pages of SEC filings. The company was founded in 2020 and is headquartered in Palo Alto, California.

Tilos mission is to make impossible optimizations possible, at scale and in practice.

Teale is a technology company based in Adkins, Texas, founded in 2020, that specializes in drilling optimization. The company develops advanced technology designed to transmit significant amounts of data from downhole drilling operations to the surface for processing. By utilizing artificial intelligence and machine learning, Teale's technology aims to quickly analyze and determine the optimal parameters for efficient drilling operations. This innovation enables energy companies to enhance their drilling processes, identify areas for optimization, and potentially gain better control over their operations.

BiomeSense, Inc. is a company that specializes in developing an integrated platform combining hardware, software, and data analytics to enhance the collection and analysis of microbiome data in clinical research. Founded in 2018 and based in Chicago, Illinois, BiomeSense has created the GutLab, an innovative "smart bathroom" system designed for continuous, at-home monitoring of the human gut microbiome. This technology, along with the MetaBiome time-series analytics platform, provides a comprehensive solution that enables researchers, patients, and consumers to track microbiome changes in real time and understand their impact on health outcomes. By generating and analyzing large-scale, longitudinal microbiome datasets, BiomeSense aims to discover and commercialize novel microbiome biomarkers, ultimately improving precision medicine and the development of microbiome-based therapeutics and products.

Eino, Inc. specializes in developing predictive software designed to forecast urban population movements and their associated intents. Founded in 2018 and headquartered in New York, the company utilizes proprietary technology that combines historical data with extensive contextual information, which is processed by an artificial intelligence engine. This innovative approach aids businesses in optimizing resource allocation and operational efficiency, ultimately enhancing customer service and revenue generation. Eino is currently collaborating with three major global operators on proof of concept projects, demonstrating its commitment to improving urban planning and network capacity management through insights derived from big data and advanced analytics.

The latest advances in computation are awe-inspiring, from big data to machine learning to image recognition. But these techniques are difficult to understand and implement, and can require massive computational and engineering resources. Onu is advancing the frontiers of computer science in a way that makes the power of cutting-edge algorithms accessible to all. Onu was founded by leading computer scientists and accomplished entrepreneurs. They work closely with leading researchers in academia and industry. Their ambitions befit the caliber of Their supporters and contributors.

Cloud services have become ubiquitous to all major 21st century economic activities. However, cloud services and technologies can be significantly more powerful than they are now. A persistent barrier to further advancement has been the lack of a large-scale and open cloud research platforms. With funding from the National Science Foundation (NSF), the Chameleon project will provide such a large-scale platform to the open research community allowing them explore transformative concepts in deeply programmable cloud services, design, and core technologies. Chameleon will allow users to explore problems ranging from the creation of Software as a Service to kernel support for virtualization. This broad range of supported research includes many other areas such as developing Platforms as a Service, creating new and optimizing existing Infrastructure as a Service components, investigating software-defined networking, and optimizing virtualization technologies. The Chameleon testbed, will be deployed at the University of Chicago and the Texas Advanced Computing Center and will consist of 650 multi-core cloud nodes, 5PB of total disk space, and leverage 100 Gbps connection between the sites. While a large part of the testbed will consist of homogenous hardware to support large-scale experiments, a portion of it will support heterogeneous units allowing experimentation with high-memory, large-disk, low-power, GPU, and co-processor units. The project will also leverage existing FutureGrid hardware at the University of Chicago and the Texas Advanced Computing Center in its first year to provide a transition period for the existing FutureGrid community of experimental users. To support the broad range of experiments experiments described above, the project will support a graduated configuration system allowing full user configurability of the software stack, from provisioning of bare metal and network interconnects to delivery of fully functioning cloud environments. A special feature of Chameleon is that it provides for an exceptionally close integration of clouds and networks, which substantially enhances the capabilities of both. In addition, to facilitate experiments, Chameleon will support a set of services designed to meet researchers needs, including support for experimental management, reproducibility, and repositories of trace and workload data of production cloud workloads. The project is led by the Computation Institute at the University of Chicago and partners from the Texas Advanced Computing Center at the University of Texas at Austin, the International Center for Advanced Internet Research at Northwestern University, the Ohio State University, and University of Texas at San Antonio, comprising a highly qualified and experienced team. The team includes members from the NSF supported FutureGrid project and from the GENI community, both forerunners of the NSFCloud solicitation under which this project is funded. Chameleon will also form a set of partnerships with commercial and academic clouds, such as Rackspace, CERN and Open Science Data Cloud (OSDC), and will partner with other testbeds, notably GENI and INRIA's Grid'5000 testbed.

Combplex specializes in remote monitoring technology aimed at enhancing digital agriculture and big data applications for commercial beekeepers. The company has developed a laser-based mite control system that effectively eliminates mites from honey bee colonies. This innovative system alerts beekeepers to issues within their colonies, allowing them to prioritize which colonies require further attention. Additionally, it incorporates temperature sensors and IoT connectivity, facilitating the creation of a more resilient ecosystem that contributes to improved bee health across various colonies and communities.

Infima specializes in deep learning technologies that enhance mortgage security analytics. The company's solutions provide actionable predictive insights into future borrower, security, and market behavior, allowing investors, dealers, and other market participants to make informed decisions that improve performance. By significantly increasing predictive accuracy compared to traditional methods, Infima offers superior portfolio construction, security selection, and risk management for portfolio managers and traders in the mortgage market. The company covers over 525,000 mortgage securities, which are backed by approximately 35 million mortgage loans, collectively valued at nearly $11 trillion.

ApertureData specializes in data management services, offering a platform that seamlessly handles large data objects, including images, videos, and documents, without relying on multiple disconnected systems. Its flagship product, ApertureDB, integrates knowledge graphs, multimodal data, and vector search into a single database, significantly reducing data infrastructure setup times by 6 to 12 months. This efficiency is particularly valuable for Chief Technology Officers and Chief Data Officers tasked with navigating the complexities of AI deployment. By centralizing relevant datasets and providing a uniform schema view, ApertureDB enhances data retrieval and query handling, thereby supporting various AI applications, such as chatbots and machine learning solutions. The platform is designed to boost the productivity of data science and machine learning teams by an average of ten-fold, improving performance and accessibility for AI initiatives.

Astrolabe Analytics specializes in battery data management and predictive analytics, catering to various sectors, including automotive, electric vehicles, aerospace, and grid storage. The company has developed an analytics platform that serves partners across the battery value chain, from materials developers to systems integrators. By providing customized insights and solutions, Astrolabe Analytics aims to enhance business outcomes, accelerate time-to-market, and facilitate informed decision-making. In addition to its platform, the company also offers consulting services to support its clients in optimizing their battery-related operations.

RediMinds is a data and analytics consulting firm that specializes in providing digital engineering services tailored to enhance business operations. The company assists clients in managing large databases and implementing modern data systems, focusing on areas such as data strategy, data engineering, and data innovation. By leveraging advanced analytics and emerging data-driven insights, RediMinds enables businesses to optimize their operations, improve decision-making, and drive profitability. Their custom solutions are designed to create improved customer experiences while allowing clients to stay competitive in a rapidly evolving market. Through rigorous market testing and validation of digital, cloud, and AI investments, RediMinds supports clients in achieving growth and realizing their full potential.

The latest advances in computation are awe-inspiring, from big data to machine learning to image recognition. But these techniques are difficult to understand and implement, and can require massive computational and engineering resources. Onu is advancing the frontiers of computer science in a way that makes the power of cutting-edge algorithms accessible to all. Onu was founded by leading computer scientists and accomplished entrepreneurs. They work closely with leading researchers in academia and industry. Their ambitions befit the caliber of Their supporters and contributors.

Inso Biosciences is an early-stage biotechnology company focused on developing innovative hardware platforms and tools for genomic sample handling. Utilizing patented microfluidic technology originally created at Cornell University, the company specializes in high-efficiency processing of cellular material. Inso Biosciences aims to enhance applications in long-read DNA extraction, multiomic sample processing, and pathogen surveillance. Their platform facilitates the separation and isolation of cellular components, thereby supporting healthcare and biotech companies in their biological sample preparation needs.

S4 Mobile Laboratories specializes in the development of mobile soil laboratories that enable real-time mapping and analysis of underground soil conditions. These laboratories utilize automated, robotic technology to detect and analyze chemical signatures, providing three-dimensional maps of organic matter. This innovative approach allows for instantaneous on-site analysis, significantly reducing the costs and delays associated with traditional laboratory work. By aggregating data from various locations worldwide, S4 Mobile Laboratories equips the agricultural community with precise tools to measure soil organic carbon, ultimately promoting healthier soils and enhancing carbon sequestration efforts to mitigate atmospheric carbon dioxide levels.

Inso Biosciences is an early-stage biotechnology company focused on developing innovative hardware platforms and tools for genomic sample handling. Utilizing patented microfluidic technology originally created at Cornell University, the company specializes in high-efficiency processing of cellular material. Inso Biosciences aims to enhance applications in long-read DNA extraction, multiomic sample processing, and pathogen surveillance. Their platform facilitates the separation and isolation of cellular components, thereby supporting healthcare and biotech companies in their biological sample preparation needs.

TQIntelligence, Inc. operates a platform that measures emotional distress severity through voice-based artificial intelligence technology. Founded in 2016 and headquartered in Atlanta, Georgia, the company integrates various data sources to provide cognitive insights into risk stratification, treatment outcomes, and personalized behavioral health interventions. Its key products include TQ-Intelligence, which utilizes voice and speech analytics alongside psychometrically sound instruments, and TQ Analytics, which leverages existing electronic medical record data to deliver actionable insights. TQIntelligence's machine learning analytics and real-time prediction capabilities support therapists in diagnosing mental health issues, particularly for children and adolescents, including those from BIPOC and LGBTQ communities. By focusing on voice biomarkers, the company aims to enhance treatment planning and reduce care costs while improving outcomes in the behavioral healthcare sector.

Tcarta is a provider of seabed mapping and bathymetric data, specializing in maritime applications. Based in Denver, Colorado, the company offers a range of geospatial remote sensing solutions, including hydro spatial products and Earth observation analysis services. Tcarta focuses on delivering Satellite-Derived Bathymetry data for near-shore areas, which facilitates hydrographic surveys for research and government agencies. Their offerings support various applications, such as coastal engineering, environmental monitoring, and global mapping, catering to both inland and offshore environments.

Culture Biosciences, Inc. is a biomanufacturing company based in South San Francisco, California, that offers a cloud-based platform for scientists to conduct, monitor, and analyze bioreactor experiments. Founded in 2016, the company focuses on automating bioprocesses to help biotech firms optimize their manufacturing processes and expedite product development. By utilizing robotic sample handling and cloud data monitoring, Culture Biosciences enhances the efficiency of fermentation and bioreactor operations, allowing researchers to achieve results more rapidly than with traditional methods.

North Carolina A&T State University is so many things to so many people, both in our state and around the country. North Carolina A&T State University is an HBCU. We are a top-flight research university, the largest historically black university (HBCU) in the country, the #1 producer of degrees awarded to African Americans in North Carolina and nationally recognized or our excellence in science, technology, mathematics and engineering (STEM) education. We are a diverse community, bound by intense pride and tradition, with fiercely loyal alumni who hold positions of importance and influence in companies and government agencies across the state, the country and the world. We are achievers, driven by a curious, limitless, fearless spirit that fuels discovery and innovation, resulting in 41 patents issued based on our research, as well as numerous spin-off and start-up companies. We are inclusive and welcoming, with students from many backgrounds and cultures, every part of our state, our nation and countries around the globe. We are passionate, driven by a desire to do more, be more and make more of a difference. Since we opened our doors in 1892, we have focused on giving every student the hands-on opportunities, core knowledge and global perspective that will lead them to make real and lasting change in their lives and the lives of others. At N.C. A&T, we have so much to be proud of, and you can learn more about those "Points of Pride" here. You can also use the links below to learn more about what makes N.C. A&T unique, from our leadership and history to our many rankings and recognitions.

Sober Grid, Inc. is a digital health company that operates a sober social network aimed at supporting individuals in recovery from substance use disorders. Incorporated in 2015 and based in Boston, Massachusetts, the company has developed a mobile application available on both iOS and Android platforms. The app allows users to connect with others who are also navigating sobriety, fostering a community where they can share experiences and challenges. Sober Grid's platform is utilized in over 170 countries and has been accessed more than 20 million times. It integrates features such as GPS locator interfaces, direct messaging, and educational resources, while also offering certified coaching services available 24/7. The app employs a unique community-based approach to chronic disease management, utilizing predictive analytics to anticipate relapse risks and provide timely interventions. Sober Grid's commitment to improving health outcomes is supported by research collaborations with esteemed institutions like Harvard Medical School and the University of Pennsylvania, demonstrating its effectiveness in reducing relapse rates among users.

WISRAN specializes in smart data and process management technology focused on real-time water measurement and management. The company develops a cloud-enabled software platform that collects data from various equipment, such as pumps, to provide insights into operations and business intelligence. This technology serves smart cities, equipment manufacturers, utilities, and regulators, aiming to enhance efficiency, identify new revenue opportunities, and reduce costs. Additionally, WISRAN offers a SaaS-based agtech platform that utilizes tablets equipped with accelerometers and GPS for agricultural equipment. This feature allows farmers to gather telematics data, ultimately improving worker productivity and optimizing agricultural machinery logistics.

NeuDax offers a wide range of artificial intelligence (AI) solutions to upstream oil and gas (O&G) industry. The NeuDax "Analytics and Software-as-a-Service" (A+SaaS) solution provides both AI-Platforms and engineering and technical consults to clients to help them improve their decision making in the unconventional oil and gas projects. The NeuDax solution is beyond limited machine learning (ML) applications. We provide solutions based on cutting-edge technologies, including deep learning (DL) and reinforcement learning (RL), to maximize the advantage of big data to oil and gas operators.

Etalyc is a provider of cloud-based software designed to enhance traffic operations by leveraging advanced technologies such as the Internet of Things, machine learning, and big data analytics. The company's platform integrates data from various sources, including road sensors, GPS, cameras, and even weather and social media inputs, to create a comprehensive map of traffic patterns. This innovative approach allows traffic operators to efficiently monitor infrastructure, optimize traffic flow, and address issues related to congestion and emissions. By utilizing modern technology, Etalyc aims to improve overall traffic management and enhance the efficiency of transportation systems.

Eino, Inc. specializes in developing predictive software designed to forecast urban population movements and their associated intents. Founded in 2018 and headquartered in New York, the company utilizes proprietary technology that combines historical data with extensive contextual information, which is processed by an artificial intelligence engine. This innovative approach aids businesses in optimizing resource allocation and operational efficiency, ultimately enhancing customer service and revenue generation. Eino is currently collaborating with three major global operators on proof of concept projects, demonstrating its commitment to improving urban planning and network capacity management through insights derived from big data and advanced analytics.

The latest advances in computation are awe-inspiring, from big data to machine learning to image recognition. But these techniques are difficult to understand and implement, and can require massive computational and engineering resources. Onu is advancing the frontiers of computer science in a way that makes the power of cutting-edge algorithms accessible to all. Onu was founded by leading computer scientists and accomplished entrepreneurs. They work closely with leading researchers in academia and industry. Their ambitions befit the caliber of Their supporters and contributors.

Steppingblocks is a data and analytics engine that offers insights into workforce and education outcomes for over 100 million individuals in North America. Its platform simplifies career counseling by analyzing various professional options based on specific degrees or job titles. The platform provides valuable information regarding student loans, payback periods, and data-driven resources to support career development. By leveraging real-world data, Steppingblocks aims to assist students in planning successful careers and achieving their goals.

Visikol Inc. is a company based in New Brunswick, New Jersey, specializing in advanced drug discovery services and bio-imaging technology. It develops and provides a range of products, including Visikol, an optical sectioning tool for plant tissues, and Visikol HISTO, a series of tissue clearing kits and reagents designed to enhance 3D imaging in tissue processing workflows. Visikol's technologies enable researchers to visualize specimens effectively, allowing for the identification of adulterants and assessment of sample quality. The company also offers comprehensive drug discovery services, including the development of 2D and 3D in vitro models, assays, and digital pathology solutions. By transforming tissues into high-resolution images and quantitative datasets, Visikol supports clients in making informed decisions during the drug discovery process. Additionally, the firm manufactures 3D immuno-labeling kits, facilitating rapid imaging of whole tissues and 3D cell culture models, thereby moving beyond traditional 2D sectioning methods.

Equilo is a data analytics-as-a-service platform that harnesses big data, deep analytics, and machine learning to provide decision makers with the information they need. They offer gender analysis tools that instantly provide analysis and action planning using the most up-to-date data. They use specialists, portfolio managers, program managers, and business development professionals.

Geospiza, Inc. is a technology company focused on developing climate risk assessment platforms to aid the emergency management industry in mitigating the impacts of climate-related disasters. The company provides Geospiza PATH, which allows risk managers and other stakeholders to quantify and address climate and natural hazard risks effectively. Additionally, Geospiza offers Geospiza SWIFT, a web-based decision support software that integrates various datasets and models, delivering actionable insights and enabling informed decision-making. Founded in 2017 and headquartered in Denver, Colorado, Geospiza leverages real-time IoT, big data, and advanced analytics to enhance crisis and emergency management processes, ultimately aiming to save lives and protect the environment.

Kaizen Technologies helps organizations improve their performance, manage their projects, implement technology, and develop new products and services. They have helped companies from serial entrepreneurs to Fortune 500 companies solve their technology, software development, and mobile app development needs.

Lucendi is a developer of AI-enabled smart measurement platforms focused on micro-object detection and characterization. The company leverages advanced technologies such as computational microscopy and holographic imaging, combined with innovative image processing, big data analytics, and machine learning. This expertise allows Lucendi to provide clients with versatile applications that enhance efficiency and reduce costs. In addition to its measurement platforms, Lucendi also offers a range of products including lighting, electrical materials, solar energy systems, and electrical socket solutions.

Appia is a prominent mobile user acquisition network that specializes in delivering mobile app downloads to over 1 billion users across 200 countries. The company provides a marketplace platform for mobile application developers, offering them a distribution point while enabling advertisers to acquire high-value customers. Appia's advanced technology and extensive network ensure that applications reach a large and engaged audience, maximizing app installs and profit per install for its clients. With a diverse portfolio of trusted brands, Appia has established itself as a leader in mobile app discovery. The company operates from offices in San Francisco, California, and Durham, North Carolina, along with global sales offices, and has gained recognition for its rapid growth and innovation in the mobile advertising space.

AI Strike provides big data and AI technology solutions and decision support systems that improve the bottom line of clients. The company's headquarters are in Shrewsbury, Massachusetts.

Tcarta is a provider of seabed mapping and bathymetric data, specializing in maritime applications. Based in Denver, Colorado, the company offers a range of geospatial remote sensing solutions, including hydro spatial products and Earth observation analysis services. Tcarta focuses on delivering Satellite-Derived Bathymetry data for near-shore areas, which facilitates hydrographic surveys for research and government agencies. Their offerings support various applications, such as coastal engineering, environmental monitoring, and global mapping, catering to both inland and offshore environments.

DataSecTech provides offers big data technology for data privacy and security. They provide SecureCompute and SecureDL products that allow businesses to establish and maintain access control guidelines, proactively scan code for security flaws, and impose data governance across the industry.

3DEO, Inc., founded in 2016 and based in Gardena, California, specializes in the high-volume production of small stainless steel metal components through advanced 3D metal printing technology. The company focuses on facilitating a seamless transition from prototyping to final production for its clients by utilizing patented methods and Design for Additive Manufacturing (DfAM). In addition to its core manufacturing capabilities, 3DEO offers a data analytics platform that enables users to capture, store, and interact with location-based data. This platform integrates information from various applications and IoT devices, providing businesses with customizable insights to inform strategic decisions. Through this dual offering of manufacturing and data analytics, 3DEO assists clients in innovating and improving their product development processes.

Hive Battery Labs specializes in the development of diagnostic technologies aimed at enhancing the efficiency and reducing costs associated with lithium-ion battery manufacturing. The company provides advanced test equipment and software analytics that utilize impedance spectroscopy, applicable across various battery management systems and high-power, multi-channel cyclers. By offering these innovative solutions, Hive Battery Labs enables battery manufacturers to optimize their processes for formation, storage, and testing, ultimately improving operational efficiency and reducing capital expenditures.

Steppingblocks is a data and analytics engine that offers insights into workforce and education outcomes for over 100 million individuals in North America. Its platform simplifies career counseling by analyzing various professional options based on specific degrees or job titles. The platform provides valuable information regarding student loans, payback periods, and data-driven resources to support career development. By leveraging real-world data, Steppingblocks aims to assist students in planning successful careers and achieving their goals.

BrainChild Technologies is based in Atlanta, Georgia, and focuses on developing digital applications and smart devices aimed at enhancing parent-infant communication. The company's flagship product is a low-cost smart pacifier designed to improve the early identification of hearing loss in infants. This innovative device measures changes in an infant's sucking behavior in response to various images and sounds, enabling parents to engage in interactive activities with their children. By tracking behavioral data, BrainChild Technologies helps parents recognize potential hearing issues early, allowing for timely interventions that are crucial for effective treatment.

Perceive specializes in advanced computer vision technology and cloud-based retail analytics, focusing on enhancing business operations through data-driven insights. The company employs artificial intelligence to gather comprehensive 3D video data on consumer interactions within physical spaces, moving beyond traditional methods like surveys and clipboard tracking. This innovative approach allows businesses to make informed decisions based on actual behavior rather than anecdotal evidence. Perceive's analytics platform offers machine learning tools that measure in-store shopper behavior and stream actionable metrics, thereby enabling organizations to assess their return on investment effectively. By aggregating detailed insights about consumer engagement, Perceive aims to revolutionize the way businesses understand and optimize their physical environments.

Sober Grid, Inc. is a digital health company that operates a sober social network aimed at supporting individuals in recovery from substance use disorders. Incorporated in 2015 and based in Boston, Massachusetts, the company has developed a mobile application available on both iOS and Android platforms. The app allows users to connect with others who are also navigating sobriety, fostering a community where they can share experiences and challenges. Sober Grid's platform is utilized in over 170 countries and has been accessed more than 20 million times. It integrates features such as GPS locator interfaces, direct messaging, and educational resources, while also offering certified coaching services available 24/7. The app employs a unique community-based approach to chronic disease management, utilizing predictive analytics to anticipate relapse risks and provide timely interventions. Sober Grid's commitment to improving health outcomes is supported by research collaborations with esteemed institutions like Harvard Medical School and the University of Pennsylvania, demonstrating its effectiveness in reducing relapse rates among users.

Culture Biosciences, Inc. is a biomanufacturing company based in South San Francisco, California, that offers a cloud-based platform for scientists to conduct, monitor, and analyze bioreactor experiments. Founded in 2016, the company focuses on automating bioprocesses to help biotech firms optimize their manufacturing processes and expedite product development. By utilizing robotic sample handling and cloud data monitoring, Culture Biosciences enhances the efficiency of fermentation and bioreactor operations, allowing researchers to achieve results more rapidly than with traditional methods.

Chaos Prime specializes in industrializing artificial intelligence through its EdgeOps software platform, which integrates big data and AI to enhance operational technology. The platform enables system designers to implement prescriptive maintenance and analytics, effectively predicting and prescribing outcomes that assist industrial firms in minimizing unplanned equipment downtime and maximizing yield. By utilizing prescriptive analytics, companies can transition from relying on forecasted events to making real-time adjustments based on actual occurrences, thereby optimizing production, shipments, and machine downtime to improve supply chain efficiency. Additionally, Chaos Prime provides a wireless connectivity solution that offers ultra-secure and highly reliable connectivity for the Internet of Things, facilitating seamless connections for semiconductor companies. The combination of these technologies positions Chaos Prime as a leader in enhancing industrial operations and connectivity.

Data2Discovery is an IT consulting platform specializing in healthcare data analytics, particularly within drug discovery, disaster medicine, and food science. The company focuses on extracting valuable insights from complex and diverse datasets using advanced technologies, including scalable graph technologies and machine learning. With a patent-pending approach, Data2Discovery combines public and proprietary data sources along with graph mining capabilities to effectively link and map data. Their services encompass data science and healthcare solutions, ensuring that client inquiries are promptly addressed through various communication channels such as phone, email, and online applications. The platform is designed to help users efficiently obtain the results they need in their respective fields.

NGD Systems, Inc. specializes in the development and manufacturing of advanced computational storage drives (CSDs) designed for enterprise and data center applications. Founded in 2013 and based in Irvine, California, with an additional office in Hsinchu, Taiwan, the company offers innovative solutions such as The Newport Platform, which provides next-generation computational storage capabilities, and the In-Situ Development Platform, enabling developers to create applications for in-situ processing. NGD Systems' products feature high-capacity NVMe CSDs that are power-efficient and compact, making them suitable for a variety of demanding environments, including edge computing networks, artificial intelligence, machine learning applications, and content delivery networks. By integrating computational capabilities directly into storage devices, the company aims to enhance data management and processing efficiency in data-intensive scenarios.

InsightFinder Inc. specializes in machine learning technology solutions tailored for information technology operational data. Founded in 2015 and based in Brooklyn, New York, the company offers various tools, including a metric intelligence engine for automatic anomaly detection, a log intelligence engine for real-time keyword extraction, and an alert intelligence engine designed to minimize alert fatigue by suppressing duplicate notifications. Additionally, InsightFinder provides an APM intelligence engine that identifies issues in both proprietary and third-party applications. Utilizing patented unsupervised machine learning algorithms, InsightFinder addresses complex challenges in enterprise AI and IT management, enabling organizations to automatically identify, diagnose, and remediate issues such as model drift and application failures. By focusing on predictive analytics and automated root cause analysis, InsightFinder supports large-scale AI platforms and IT infrastructures in preventing outages and enhancing overall performance.

Navipoint Genomics is a bioinformatics analysis software company based in Chicago, Illinois, founded in 2015. The company specializes in developing software that enables the rapid analysis of entire human genomes, facilitating large-scale genomic studies. Its technology streamlines the transfer and examination of genomic data, significantly reducing analysis time while enhancing the ability to detect gene expression changes and fusion transcripts at the whole-transcriptome level. This advanced capability allows clients to achieve higher reporting quality with increased confidence and fewer false negatives in their genomic analyses.

DataSecTech provides offers big data technology for data privacy and security. They provide SecureCompute and SecureDL products that allow businesses to establish and maintain access control guidelines, proactively scan code for security flaws, and impose data governance across the industry.

Varigen Biosciences is developing new technologies for capturing and expressing natural product pathways. Learn about our DNAtrap™ custom cloning service which delivers verified clones of your DNA target (up to 100 kb) in just 10 days at http://varigenbiosciences.com/dnatrap-custom-cloning-service/. Learn about how our BigDNA™ metagenomics libraries can revolutionize natural product discovery at http://varigenbiosciences.com/products/.

3DEO, Inc., founded in 2016 and based in Gardena, California, specializes in the high-volume production of small stainless steel metal components through advanced 3D metal printing technology. The company focuses on facilitating a seamless transition from prototyping to final production for its clients by utilizing patented methods and Design for Additive Manufacturing (DfAM). In addition to its core manufacturing capabilities, 3DEO offers a data analytics platform that enables users to capture, store, and interact with location-based data. This platform integrates information from various applications and IoT devices, providing businesses with customizable insights to inform strategic decisions. Through this dual offering of manufacturing and data analytics, 3DEO assists clients in innovating and improving their product development processes.

Skylark Wireless LLC, based in Houston, Texas, specializes in the design and manufacture of advanced wireless networking hardware and radio systems aimed at addressing the digital divide. The company develops multiple input, multiple output (MIMO) radio solutions primarily for the rural broadband market, including its Faros system, which offers a comprehensive point-to-multi-point rural broadband solution. Skylark's product lineup features various software-defined radios (SDRs) tailored for long-range, high-speed communications in challenging terrains, as well as custom printed circuit board (PCB) design and fabrication services. By leveraging patented technologies that enable high-capacity and low-interference communications, Skylark aims to enhance broadband accessibility for underserved communities. Founded in 2012 as a spin-out from Rice University, the company has secured numerous grants and contracts, reflecting its commitment to advancing wireless connectivity for both fixed and mobile environments.

Visikol Inc. is a company based in New Brunswick, New Jersey, specializing in advanced drug discovery services and bio-imaging technology. It develops and provides a range of products, including Visikol, an optical sectioning tool for plant tissues, and Visikol HISTO, a series of tissue clearing kits and reagents designed to enhance 3D imaging in tissue processing workflows. Visikol's technologies enable researchers to visualize specimens effectively, allowing for the identification of adulterants and assessment of sample quality. The company also offers comprehensive drug discovery services, including the development of 2D and 3D in vitro models, assays, and digital pathology solutions. By transforming tissues into high-resolution images and quantitative datasets, Visikol supports clients in making informed decisions during the drug discovery process. Additionally, the firm manufactures 3D immuno-labeling kits, facilitating rapid imaging of whole tissues and 3D cell culture models, thereby moving beyond traditional 2D sectioning methods.

Perceive specializes in advanced computer vision technology and cloud-based retail analytics, focusing on enhancing business operations through data-driven insights. The company employs artificial intelligence to gather comprehensive 3D video data on consumer interactions within physical spaces, moving beyond traditional methods like surveys and clipboard tracking. This innovative approach allows businesses to make informed decisions based on actual behavior rather than anecdotal evidence. Perceive's analytics platform offers machine learning tools that measure in-store shopper behavior and stream actionable metrics, thereby enabling organizations to assess their return on investment effectively. By aggregating detailed insights about consumer engagement, Perceive aims to revolutionize the way businesses understand and optimize their physical environments.

Hive Battery Labs specializes in the development of diagnostic technologies aimed at enhancing the efficiency and reducing costs associated with lithium-ion battery manufacturing. The company provides advanced test equipment and software analytics that utilize impedance spectroscopy, applicable across various battery management systems and high-power, multi-channel cyclers. By offering these innovative solutions, Hive Battery Labs enables battery manufacturers to optimize their processes for formation, storage, and testing, ultimately improving operational efficiency and reducing capital expenditures.

Sober Grid, Inc. is a digital health company that operates a sober social network aimed at supporting individuals in recovery from substance use disorders. Incorporated in 2015 and based in Boston, Massachusetts, the company has developed a mobile application available on both iOS and Android platforms. The app allows users to connect with others who are also navigating sobriety, fostering a community where they can share experiences and challenges. Sober Grid's platform is utilized in over 170 countries and has been accessed more than 20 million times. It integrates features such as GPS locator interfaces, direct messaging, and educational resources, while also offering certified coaching services available 24/7. The app employs a unique community-based approach to chronic disease management, utilizing predictive analytics to anticipate relapse risks and provide timely interventions. Sober Grid's commitment to improving health outcomes is supported by research collaborations with esteemed institutions like Harvard Medical School and the University of Pennsylvania, demonstrating its effectiveness in reducing relapse rates among users.

Mission Bio, Inc. is a biotechnology company that specializes in tools for studying cellular heterogeneity in human health and life sciences. The company has developed the Tapestri Platform, the first single-cell multi-omics platform, which allows for the simultaneous analysis of genotype and phenotype from the same cell. This platform utilizes proprietary microfluidic droplet technology to enable precise detection of genomic variability at single-cell resolution, facilitating research in various applications, including oncology, blood cancers, solid tumors, and genome editing. Additionally, Mission Bio offers Tapestri Designer, a cloud-based tool for creating customized single-cell DNA panels, further enhancing its capabilities in targeted molecular analysis. Founded in 2011 and based in South San Francisco, California, the company was previously known as Torrent Bio, Inc. before rebranding in 2013.

InsightFinder Inc. specializes in machine learning technology solutions tailored for information technology operational data. Founded in 2015 and based in Brooklyn, New York, the company offers various tools, including a metric intelligence engine for automatic anomaly detection, a log intelligence engine for real-time keyword extraction, and an alert intelligence engine designed to minimize alert fatigue by suppressing duplicate notifications. Additionally, InsightFinder provides an APM intelligence engine that identifies issues in both proprietary and third-party applications. Utilizing patented unsupervised machine learning algorithms, InsightFinder addresses complex challenges in enterprise AI and IT management, enabling organizations to automatically identify, diagnose, and remediate issues such as model drift and application failures. By focusing on predictive analytics and automated root cause analysis, InsightFinder supports large-scale AI platforms and IT infrastructures in preventing outages and enhancing overall performance.

NGD Systems, Inc. specializes in the development and manufacturing of advanced computational storage drives (CSDs) designed for enterprise and data center applications. Founded in 2013 and based in Irvine, California, with an additional office in Hsinchu, Taiwan, the company offers innovative solutions such as The Newport Platform, which provides next-generation computational storage capabilities, and the In-Situ Development Platform, enabling developers to create applications for in-situ processing. NGD Systems' products feature high-capacity NVMe CSDs that are power-efficient and compact, making them suitable for a variety of demanding environments, including edge computing networks, artificial intelligence, machine learning applications, and content delivery networks. By integrating computational capabilities directly into storage devices, the company aims to enhance data management and processing efficiency in data-intensive scenarios.

DataWare Ventures is a software company focused on enhancing the performance of enterprise application software (EAS) for various sectors, including CRM, ERP, HR, and big data analytics. The company has developed a patent-pending micro-specialization technology that addresses critical challenges faced by EAS vendors, such as slow data loads and inefficient query performance. By streamlining data flow and managing complex datasets, DataWare Ventures enables application vendors to incorporate specialized features into their systems, ultimately increasing the speed and efficiency of their applications. This technology is particularly relevant for medium and large businesses that rely on robust database management systems.

Data2Discovery is an IT consulting platform specializing in healthcare data analytics, particularly within drug discovery, disaster medicine, and food science. The company focuses on extracting valuable insights from complex and diverse datasets using advanced technologies, including scalable graph technologies and machine learning. With a patent-pending approach, Data2Discovery combines public and proprietary data sources along with graph mining capabilities to effectively link and map data. Their services encompass data science and healthcare solutions, ensuring that client inquiries are promptly addressed through various communication channels such as phone, email, and online applications. The platform is designed to help users efficiently obtain the results they need in their respective fields.

AdeptDC, Inc. is a technology company based in Santa Clara, California, founded in 2014, that specializes in artificial intelligence-based software for optimizing cooling in data centers. The company develops an autonomous time series analytics platform that enhances microservices monitoring and provides a comprehensive data center management system. This system is designed to improve asset management and optimize infrastructure performance by utilizing predictive management capabilities that span the entire data center stack. By integrating advanced AI engineering with a user-friendly experience, AdeptDC's solutions help data centers minimize unplanned service downtimes and enhance operational efficiency, addressing critical challenges faced in data center operations.

ScaleFlux, Inc. is a semiconductor company based in San Jose, California, with additional offices in Beijing, Shanghai, and Hangzhou, China. Founded in 2014, ScaleFlux specializes in computational storage solutions that enhance the efficiency of data centers and cloud infrastructure. The company focuses on helping clients manage data growth effectively, particularly in areas such as cloud computing, artificial intelligence, and enterprise applications. By integrating advanced compute engines with solid-state storage, ScaleFlux enables users to improve performance, efficiency, security, and scalability for data-intensive tasks. In addition to its storage and memory products, ScaleFlux offers fully validated firmware, software, and module designs to facilitate product adoption, ensuring customers can leverage optimized storage intelligence to enhance their infrastructure for computing and storage needs.

Falcon Computing, founded in 2014 by Dr. Jason Cong, specializes in providing technology solutions for data scientists and software developers in sectors such as Genomics, Machine Learning, Finance, and Computer Vision. The company focuses on simplifying the adoption of heterogeneous accelerated computing through automated compilation tools and runtime management solutions. Its innovative platform allows users to convert C/C++ code into optimized FPGA implementations, enhancing performance, energy efficiency, and productivity. Headquartered in Santa Clara, California, with additional offices in Los Angeles and Beijing, Falcon Computing aims to support companies in integrating advanced acceleration technologies into their data center infrastructures, ultimately making cloud computing more energy-efficient.

Skylark Wireless LLC, based in Houston, Texas, specializes in the design and manufacture of advanced wireless networking hardware and radio systems aimed at addressing the digital divide. The company develops multiple input, multiple output (MIMO) radio solutions primarily for the rural broadband market, including its Faros system, which offers a comprehensive point-to-multi-point rural broadband solution. Skylark's product lineup features various software-defined radios (SDRs) tailored for long-range, high-speed communications in challenging terrains, as well as custom printed circuit board (PCB) design and fabrication services. By leveraging patented technologies that enable high-capacity and low-interference communications, Skylark aims to enhance broadband accessibility for underserved communities. Founded in 2012 as a spin-out from Rice University, the company has secured numerous grants and contracts, reflecting its commitment to advancing wireless connectivity for both fixed and mobile environments.

Mission Bio, Inc. is a biotechnology company that specializes in tools for studying cellular heterogeneity in human health and life sciences. The company has developed the Tapestri Platform, the first single-cell multi-omics platform, which allows for the simultaneous analysis of genotype and phenotype from the same cell. This platform utilizes proprietary microfluidic droplet technology to enable precise detection of genomic variability at single-cell resolution, facilitating research in various applications, including oncology, blood cancers, solid tumors, and genome editing. Additionally, Mission Bio offers Tapestri Designer, a cloud-based tool for creating customized single-cell DNA panels, further enhancing its capabilities in targeted molecular analysis. Founded in 2011 and based in South San Francisco, California, the company was previously known as Torrent Bio, Inc. before rebranding in 2013.

Insilicom provides advanced next-generation sequencing data analysis solutions for cancer research biomarker discovery. The company was founded in 2013 and is headquartered in Tallahassee, Florida.

Citrine Informatics, Inc. is a technology company that specializes in artificial intelligence and machine learning to enhance materials development. Founded in 2013 and headquartered in Redwood City, California, with an additional office in Pittsburgh, the company operates a platform that aggregates and analyzes extensive datasets related to materials, chemicals, and devices. This platform aims to streamline research and development, manufacturing, and supply chain processes for organizations involved in producing physical products. By employing data science and machine learning, Citrine Informatics accelerates the discovery of new materials and helps identify defects early in the research process, thereby improving product design and development efficiency across various sectors, including energy, aerospace, and electronics.

ZillionInfo provides location intelligence solutions to help clients deal with large datasets, dig into data insights, and make better location allocation decisions such as site selection, territory mapping, and routing.

C2Sense, Inc. specializes in developing chemiresistive gas sensors and miniaturized sensing technologies aimed at enhancing food quality and safety, particularly in the food and agriculture sectors. Founded in 2013 and based in Cambridge, Massachusetts, the company’s sensors detect gases like ethylene and biogenic amines at low concentrations, allowing stakeholders throughout the supply chain—from growers to consumers—to monitor the freshness of fruits, meats, and other perishable goods, ultimately reducing waste. C2Sense is also advancing its Halo Diagnostics product, a digitally connected immunoassay reader that offers near-PCR sensitivity and facilitates real-time test results through a cloud-based, HIPAA-compliant platform. This technology supports remote healthcare by enabling physicians to access patient test results instantly. Additionally, C2Sense has developed versatile sensing solutions that provide product quality information and counterfeit detection, using safe molecular additives that report on the status of goods throughout the distribution process, thereby enhancing security in various sectors, including pharmaceuticals and luxury goods.

Benson Hill is an agricultural technology company that specializes in crop improvement and soy protein innovation. The company focuses on unlocking the natural genetic diversity of plants to develop healthier, more sustainable food and ingredients. Its proprietary CropOS platform leverages machine learning and big data alongside traditional breeding techniques to streamline and expedite the product development process. Benson Hill operates a Crop Accelerator designed for rapid prototyping and is actively developing a seed portfolio that includes protein ingredients, aquaculture, specialty animal feed, and vegetable oils. The company generates revenue from both proprietary and non-proprietary product categories, with proprietary revenue stemming from the sale of its unique bean varieties.

TerraFly is an innovative technology and tool for fusing, visualizing and querying geospatial Big Data into powerful intelligent map solutions for use by industry professionals and decision makers. These powerful solutions allows for materializing and capitalizing on market opportunities that otherwise would go unseen without the visualization of Big Data - subjects and locations.

AgSquared is a provider of cloud-based planning and management software designed specifically for sustainable farmers. The platform enables farms to operate more efficiently by offering tools for seasonal planning, daily operations management, and comprehensive record-keeping. AgSquared aggregates and analyzes data from its users, allowing farmers to gain insights typically available only to larger agricultural operations. This functionality helps users minimize losses while enhancing profitability and sustainability. By focusing on productivity, transparency, and effective resource management, AgSquared supports farmers in making informed decisions that benefit their operations.

Benson Hill is an agricultural technology company that specializes in crop improvement and soy protein innovation. The company focuses on unlocking the natural genetic diversity of plants to develop healthier, more sustainable food and ingredients. Its proprietary CropOS platform leverages machine learning and big data alongside traditional breeding techniques to streamline and expedite the product development process. Benson Hill operates a Crop Accelerator designed for rapid prototyping and is actively developing a seed portfolio that includes protein ingredients, aquaculture, specialty animal feed, and vegetable oils. The company generates revenue from both proprietary and non-proprietary product categories, with proprietary revenue stemming from the sale of its unique bean varieties.

Budding Biologist produces engaging and scientifically accurate educational tools designed to inspire children to explore science both at home and in school. The company offers a series of illustrated books and is expanding into interactive video games aimed at children in grades 1-5. Recently, Budding Biologist received a grant to develop an ecologically-themed video game, which will be released as three tablet apps. These apps will come with supplementary lesson plans, worksheets, and assessment tools aligned with Common Core Standards, enhancing their use in educational settings. Collaborating with leading ecologists from UC-Davis, the video game will be based on real-life data and scientific principles, addressing a gap in the market for ecology-focused educational games that foster scientific inquiry in young learners.

ZillionInfo provides location intelligence solutions to help clients deal with large datasets, dig into data insights, and make better location allocation decisions such as site selection, territory mapping, and routing.

Azavea is a company that specializes in developing geospatial web applications and data analytics tools aimed at enhancing decision-making across various sectors, including education, health services, natural resources, and politics. The firm leverages both open source and commercial technologies to provide solutions that facilitate the processing and visualization of geographic data. Azavea's offerings include products for geospatial data processing, earth imagery, and collaborative redistricting, as well as capabilities in big data processing, machine learning, and software engineering. By harnessing the power of geospatial technology, Azavea aims to improve communities and promote sustainable practices.

Smart Software has been a leading provider of demand planning, forecasting, and inventory optimization solutions. They help thier customers utilize their corporate data including sales history, demand signals, supplier transactions, and more to better forecast sales, optimize inventory stocking requirements, and identify opportunities to improve operational efficiency. Today hundreds of leading organizations around the globe including FedEx, The Home Depot, Otis Elevator, Metro-North Railroad, Disneyland Resorts, and MARS, as well as many mid- and small market enterprises use thier solutions to improve forecast accuracy and optimize inventory levels. Thier mission is to provide analytical solutions that help thier customers leverage their corporate data to plan for demand, better understand their business, and to generate significant economic return. Thier success is built on continuous innovation. They pioneered the use of automatic demand forecasting utilizing statistical methods and developed a patented APICS award-winning method for intermittent demand forecasting. Both innovations continue to yield major inventory cost reductions and service level improvements for thier customers. Smart Platform is thier latest innovation. By harnessing the power of the cloud, they’ve developed an enterprise class inventory optimization, demand planning, and supply chain analysis solution that meets the needs of leading global companies while still being accessible to small and mid-sized corporations. Smart Software delivers its solutions and services directly and through its network of partners and distributors. They are headquartered near Boston in Belmont, Massachusetts.

TerraFly is an innovative technology and tool for fusing, visualizing and querying geospatial Big Data into powerful intelligent map solutions for use by industry professionals and decision makers. These powerful solutions allows for materializing and capitalizing on market opportunities that otherwise would go unseen without the visualization of Big Data - subjects and locations.

Affectiva, Inc. specializes in emotion-sensing artificial intelligence software that helps businesses understand consumer engagement with digital content, advertising, and communication. Founded in 2009 as a spin-off from MIT Media Lab, the company leverages deep learning, computer vision, and extensive real-world data to detect nuanced human emotions and cognitive states by analyzing facial and vocal expressions. Affectiva offers a software development kit, a cloud-based API, and various solutions tailored for industries such as advertising, automotive, social robotics, and healthcare. Its in-cabin sensing technology is particularly noteworthy, as it enables automotive manufacturers and fleet managers to create safer and more personalized transportation experiences. Affectiva's tools are utilized by a significant number of Fortune Global 500 companies to enhance consumer engagement through more effective testing of ads, videos, and television programming. Headquartered in Boston, Massachusetts, Affectiva also maintains an office in Cairo, Egypt.