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 technology company specializing in AI-driven software solutions that enhance supply chain transparency and sustainability. The company offers a Software-as-a-Service platform that integrates advanced data analytics with Geographic Information System (GIS) technology. Its primary toolkits—TRACEABILITY, PROCUREMENT, and GHG EMISSIONS—are designed to assist businesses and governments in simplifying traceability and emissions mapping within their supply chains and regions. Additionally, Map Collective provides tools for biodiversity mapping, energy hub planning, and facilitating transitions to a circular economy. By enabling users to visualize the carbon impact on the environment, the company empowers organizations to make informed operational decisions and track sustainability metrics effectively.

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 specializes in developing cloud-based quantitative simulation tools focused on quantum molecular simulations. By leveraging the principles of quantum mechanics, QSimulate aims to address significant industrial-scale challenges primarily within the chemical and pharmaceutical sectors. Its innovative platform automates various workflows, allowing computational scientists to shift their focus from repetitive tasks to more strategic activities, ultimately enhancing productivity. This approach enables clients to accelerate their research and development processes, positioning QSimulate as a key player in advancing scientific inquiry and innovation in these industries.

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.

AirMettle operates a software-defined storage platform designed to streamline data analytics processes. Its core offering is a system that converts diverse data formats into those compatible with analysis tools, thereby minimizing network traffic and reducing the need for costly memory resources in higher-level analytics applications. This enables users to efficiently extract valuable insights from their data.

TQIntelligence, Inc., established in 2016 and based in Atlanta, Georgia, specializes in voice-based artificial intelligence for mental health assessment. The company's platform integrates diverse data sources to provide cognitive insights, enabling risk stratification, tracking treatment outcomes, and personalized behavioral interventions. Key products include TQ-Intelligence, which offers insights from voice/speech analytics and other psychometrically validated instruments, and TQ Analytics, leveraging existing EMR data for actionable insights. The platform features machine learning analytics, knowledge graph, and real-time prediction capabilities to support healthcare professionals in diagnosing mental health issues more effectively, particularly for children who may struggle to communicate their distress.

ETALYC is a provider of software as a service (SaaS) focused on enhancing traffic operations through advanced technology integration. The company's cloud-based platform utilizes machine learning and big data analytics to analyze data gathered from various sources, including road sensors, GPS devices, cameras, and even weather and social media inputs. By creating accurate maps of traffic patterns, ETALYC aims to optimize traffic flow, reduce congestion, and mitigate emissions. Its solutions empower traffic operators to monitor infrastructure effectively, contributing to smarter and more efficient urban mobility.

Labby Inc. is a technology company based in Cambridge, Massachusetts, specializing in smartphone-based optical spectrometry for agricultural applications. Founded in 2017, Labby develops an artificial intelligence-driven platform that translates raw optical data into actionable insights, primarily for farmers and dairy processors. Its flagship product allows for rapid and precise testing of milk composition, facilitating early mastitis detection and enabling timely intervention. Additionally, Labby's technology is applicable across various sectors, including the detection of spoilage, adulterants, and contamination in the supply chain, as well as providing analytics for tracking harvest cycles and meteorological data mapping. The company also caters to the beer and wine industries, offering portable testing devices for quality control and counterfeit detection, serving a diverse clientele that ranges from large breweries to homebrewers.

Capti Voice is an accessible reading platform dedicated to supporting struggling readers in enhancing their comprehension and reading skills. Founded in 2006 and based in Stony Brook, New York, the company offers a personalized reading support tool that harnesses machine learning, artificial intelligence, and natural language processing. This innovative platform provides features such as adaptive vocabulary games, contextual translation, and language detection, allowing users to engage with text in an interactive and inclusive manner. Capti Voice aims to make reading more accessible for individuals facing learning disabilities, ultimately fostering improved literacy outcomes.

Lucendi is a technology company specializing in AI-enabled smart measurement platforms focused on micro-object detection and characterization. The company’s innovative technology portfolio combines computational microscopy and holographic imaging with advanced image processing, big data, and machine learning techniques. This robust approach allows Lucendi to offer versatile applications across various industries, enhancing efficiency and cost-effectiveness for its clients. Additionally, Lucendi provides a range of products related to lighting, electrical materials, solar energy systems, and electrical sockets, further diversifying its offerings in the technology and energy sectors.

Map Collective is a technology company specializing in AI-driven software solutions that enhance supply chain transparency and sustainability. The company offers a Software-as-a-Service platform that integrates advanced data analytics with Geographic Information System (GIS) technology. Its primary toolkits—TRACEABILITY, PROCUREMENT, and GHG EMISSIONS—are designed to assist businesses and governments in simplifying traceability and emissions mapping within their supply chains and regions. Additionally, Map Collective provides tools for biodiversity mapping, energy hub planning, and facilitating transitions to a circular economy. By enabling users to visualize the carbon impact on the environment, the company empowers organizations to make informed operational decisions and track sustainability metrics effectively.

InsightFinder Inc. is a technology company that specializes in machine learning solutions for IT operational data. Founded in 2015 and based in Brooklyn, New York, the company utilizes patented unsupervised machine learning algorithms to address complex challenges in enterprise AI and IT management. InsightFinder offers a range of products, including a metric intelligence engine for automatic anomaly detection, a log intelligence engine for real-time keyword extraction, and an alert intelligence engine that reduces alert fatigue by filtering duplicate notifications. Additionally, the APM intelligence engine identifies issues in both proprietary and third-party applications. Through its AI Observability and IT Observability solutions, InsightFinder empowers large organizations to automatically detect, diagnose, and resolve IT incidents, thereby enhancing operational efficiency and minimizing disruptions.

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.

Summary Analytics, Inc., founded in 2017 and headquartered in Seattle, Washington, specializes in developing artificial intelligence and machine learning technologies aimed at enhancing data insights and knowledge extraction. The company focuses on addressing inefficiencies in data management through its innovative analytic platform, which employs submodular optimization techniques. By utilizing advanced algorithms, Summary Analytics enables organizations to efficiently identify representative subsets within larger data sets, thereby streamlining the process of data analysis. This approach allows clients to gain valuable insights more quickly and at reduced costs, positioning Summary Analytics as a key player in the field of data analytics.

Lucata Corporation is a technology company that specializes in enhancing memory utilization through its innovative hardware and software solutions. Founded in 2008 and headquartered in New York City, with additional offices in South Bend, Indiana, Lucata develops motherboards, node cards, and memory servers tailored for various applications such as graph analysis, cyber security, data warehousing, machine learning, and risk analysis. Utilizing patented migrating thread technology, Lucata enables organizations to conduct high-performance analytics on extensive databases exceeding one trillion vertices, facilitating deeper insights into complex data relationships. Its solutions are designed for sectors including financial services, healthcare, telecommunications, and government, allowing for real-time analysis and scalable memory architecture without the need for additional software layers. Lucata's architecture supports energy-efficient processing and significant performance enhancements as hardware scales, positioning the company as a key player in the evolving landscape of big data and analytics.

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

Max Powers is a New York-based company founded in 2014 that specializes in IT and electronics products and services. The company focuses on advanced technologies, including blockchain, cryptography, security, artificial intelligence, Big Data, and hardware platforms like FPGA and ARM. Max Powers develops and encrypts routers and other electronic appliances, leveraging artificial intelligence and blockchain technology to enhance security and facilitate anonymous communications and data publishing. By offering these innovative solutions, the company enables users to safeguard their data from censorship and improve their overall digital security.

BiomeSense, Inc. is a Chicago-based company founded in 2018 that focuses on developing a comprehensive platform for microbiome data collection and analysis. Its primary innovation is the GutLab, a "smart bathroom" system designed for continuous, at-home monitoring of the human gut microbiome. This technology is integrated with the MetaBiome time-series analytics platform, offering a seamless end-to-end solution that enables real-time tracking of microbiome changes and their correlation with clinical outcomes. By generating and analyzing extensive longitudinal microbiome datasets, BiomeSense aims to discover and commercialize novel microbiome biomarkers, providing healthcare professionals with a high-resolution microbiome database. This resource supports the development of advanced microbiome-based therapeutics and consumer products, ultimately enhancing precision medicine and improving health outcomes.

Eino, Inc. is a New York-based company established in 2018 that specializes in developing predictive software designed to forecast urban population movement and intent. Utilizing a proprietary platform that integrates historical data with extensive contextual information, Eino harnesses artificial intelligence to provide actionable insights for businesses. This technology aids in optimal resource planning and distribution, helping companies enhance operational efficiency and improve customer service while increasing revenue. Eino is currently engaged in proof of concept projects with three major global operators, demonstrating its commitment to leveraging big data for effective network management and capacity planning in urban settings.

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 is a technology company that specializes in digital agriculture solutions for commercial beekeepers, leveraging remote monitoring technology and big data to enhance bee health. The company has developed a laser-based mite control system specifically designed to eliminate harmful mites from honey bee colonies. This innovative system provides real-time notifications to beekeepers about issues within their colonies, allowing them to prioritize their attention effectively. By integrating temperature sensors and Internet of Things (IoT) connectivity, Combplex empowers beekeepers to create a more resilient ecological network, ultimately contributing to improved health and sustainability of bee populations across various communities.

Infima is a developer of advanced deep learning technologies focused on transforming mortgage security analytics. The company provides innovative solutions that deliver actionable predictive insights into future borrower, security, and market behavior. These insights empower investors, dealers, and other market participants to enhance decision-making and improve performance. Infima's approach significantly increases predictive accuracy compared to traditional methods, facilitating superior portfolio construction, security selection, and risk management for portfolio managers and traders. The company currently analyzes over 525,000 mortgage securities, backed by approximately 35 million mortgage loans, representing a combined market value nearing $11 trillion.

ApertureData is a developer of an innovative data management platform that integrates knowledge graphs, multimodal data, and vector search capabilities into a single powerful database known as ApertureDB. This platform streamlines the setup of data infrastructure, significantly reducing the time required by 6 to 12 months, and offers substantial value to technology leaders tasked with formulating strategies for effective AI deployment. ApertureDB enables enterprises to centralize diverse datasets, including large images, videos, documents, and their metadata, facilitating efficient retrieval and query handling. By providing a uniform view of data schemas, it enhances accessibility and performance for AI applications. The platform empowers data science and machine learning teams, potentially increasing their productivity by ten-fold in the development of multimodal AI solutions.

RediMinds is a consulting firm specializing in digital engineering services that assist businesses in managing complex databases and implementing modern data systems. The company focuses on developing comprehensive data strategies, data engineering, data mining, and data innovation, tailored to meet the unique needs of its clients. By leveraging emerging data-driven insights, RediMinds enables organizations to collaborate effectively with their analytics and decision science teams. This partnership helps businesses validate their digital, cloud, and AI investments while enhancing operational efficiency and profitability. Through rapid experimentation and custom solutions, RediMinds empowers clients to create superior customer experiences and maintain a competitive edge in their respective markets.

Astrolabe Analytics specializes in battery data management and predictive analytics solutions, catering primarily to the automotive and electric vehicle sectors, along with aerospace and grid storage industries. The company offers a comprehensive analytics tool designed for various stakeholders across the battery value chain, from materials developers to systems integrators. Their platform enables clients to enhance business outcomes, expedite time-to-market, and make informed decisions through customized insights derived from battery data management and predictive analytics. Additionally, Astrolabe Analytics provides consulting services tailored to meet specific client needs.

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 invented at Cornell University, Inso Biosciences enhances the efficiency of processing cellular material. The company's platform is designed to facilitate genomic analysis, including applications in long-read DNA extraction, multiomic sample processing, and pathogen surveillance. By enabling healthcare and biotechnology companies to effectively separate and isolate cellular components, Inso Biosciences aims to transform the landscape of biological sample preparation.

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 invented at Cornell University, Inso Biosciences enhances the efficiency of processing cellular material. The company's platform is designed to facilitate genomic analysis, including applications in long-read DNA extraction, multiomic sample processing, and pathogen surveillance. By enabling healthcare and biotechnology companies to effectively separate and isolate cellular components, Inso Biosciences aims to transform the landscape of biological sample preparation.

TQIntelligence, Inc., established in 2016 and based in Atlanta, Georgia, specializes in voice-based artificial intelligence for mental health assessment. The company's platform integrates diverse data sources to provide cognitive insights, enabling risk stratification, tracking treatment outcomes, and personalized behavioral interventions. Key products include TQ-Intelligence, which offers insights from voice/speech analytics and other psychometrically validated instruments, and TQ Analytics, leveraging existing EMR data for actionable insights. The platform features machine learning analytics, knowledge graph, and real-time prediction capabilities to support healthcare professionals in diagnosing mental health issues more effectively, particularly for children who may struggle to communicate their distress.

TCarta is a geospatial remote sensing company based in Denver, Colorado, specializing in seabed mapping and bathymetric data for various maritime applications. The company offers a range of hydro spatial products, including inland, coastal, and offshore hydrostatic mapping solutions. Its services encompass Earth observation analysis and Satellite-Derived Bathymetry data, primarily focused on near-shore areas worldwide. By providing these advanced mapping systems, TCarta enables research institutions and government agencies to conduct hydrographic surveys effectively, supporting coastal engineering, environmental monitoring, and global mapping initiatives.

Culture Biosciences, Inc. is a biotechnology company based in South San Francisco, California, that offers an innovative biomanufacturing platform designed for scientists to efficiently run, monitor, and analyze bioreactor experiments through the cloud. Founded in 2016, the company specializes in developing automated bioreactors and fermentation tools that enable biotech companies to optimize their manufacturing processes. By leveraging robotic sample handling and cloud-based data monitoring and analysis, Culture Biosciences significantly accelerates the ability of scientists to manage bioreactor operations compared to traditional methods. This allows for faster product development and market readiness, streamlining the biomanufacturing workflow for its clients.

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.

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.

Eino, Inc. is a New York-based company established in 2018 that specializes in developing predictive software designed to forecast urban population movement and intent. Utilizing a proprietary platform that integrates historical data with extensive contextual information, Eino harnesses artificial intelligence to provide actionable insights for businesses. This technology aids in optimal resource planning and distribution, helping companies enhance operational efficiency and improve customer service while increasing revenue. Eino is currently engaged in proof of concept projects with three major global operators, demonstrating its commitment to leveraging big data for effective network management and capacity planning in urban settings.

ETALYC is a provider of software as a service (SaaS) focused on enhancing traffic operations through advanced technology integration. The company's cloud-based platform utilizes machine learning and big data analytics to analyze data gathered from various sources, including road sensors, GPS devices, cameras, and even weather and social media inputs. By creating accurate maps of traffic patterns, ETALYC aims to optimize traffic flow, reduce congestion, and mitigate emissions. Its solutions empower traffic operators to monitor infrastructure effectively, contributing to smarter and more efficient urban mobility.

Red Oak Strategic is a data science and analytics firm that empowers clients with tailored, data-driven solutions. They specialize in cloud-based data science applications using R, Python, Spark, and h2o, along with infrastructure design, database solutions, and data visualizations. Their expertise spans various sectors, including political campaigns, corporate institutions, non-profits, and startups, helping these organizations enhance decision-making, optimize processes, and achieve strategic goals.

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 company that specializes in providing insights into workforce and education outcomes for over 100 million individuals in North America. The company offers a digital career counseling platform that simplifies education and career planning by analyzing various professional career options linked to specific degrees or job titles. Steppingblocks' platform equips users with real-world data, including information on student loans and repayment periods, facilitating informed decisions for career development. By leveraging comprehensive analytics, Steppingblocks aims to support students in planning successful careers and achieving their professional goals.

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 based in Denver, Colorado, specializing in climate risk assessment platforms aimed at the emergency management industry. Founded in 2017, Geospiza develops software solutions that integrate real-time Internet of Things (IoT) data, big data, and advanced analytics to help risk managers, sustainability teams, and asset managers assess and mitigate climate-related risks. Its flagship products include Geospiza PATH, which allows users to quantify and address risks associated with climate and natural hazards, and Geospiza SWIFT, a web-based workflow and decision support tool that consolidates diverse datasets and models to provide actionable insights. Through these platforms, Geospiza enhances decision-making processes, ultimately aiming to save lives and protect the environment in the face of climate disasters.

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 technology company specializing in AI-enabled smart measurement platforms focused on micro-object detection and characterization. The company’s innovative technology portfolio combines computational microscopy and holographic imaging with advanced image processing, big data, and machine learning techniques. This robust approach allows Lucendi to offer versatile applications across various industries, enhancing efficiency and cost-effectiveness for its clients. Additionally, Lucendi provides a range of products related to lighting, electrical materials, solar energy systems, and electrical sockets, further diversifying its offerings in the technology and energy sectors.

Cognii, Inc. is a technology company that specializes in developing assessment tools for online learning platforms, focusing on the evaluation of essay-type answers. Utilizing advanced natural language processing technology, Cognii provides customized feedback that goes beyond simple scoring, fostering active learning and enhancing knowledge retention among students. The company's solutions are accessible via an API, making them compatible with various online learning environments, including learning management systems and massive open online courses. Serving K-12, higher education, and corporate training markets in the United States, Cognii aims to improve learning outcomes, streamline the grading process for educators, and make engaging education more scalable. Founded in 2013 and headquartered in Boston, Massachusetts, Cognii is positioned at the intersection of artificial intelligence and education technology.

Mission Bio, Inc. is a biotechnology company focused on advancing the study of cellular heterogeneity through its innovative Tapestri Platform, which is the first single-cell multi-omics platform. This platform allows for the simultaneous analysis of genotype and phenotype from individual cells, enabling precise detection of variations in disease progression and treatment responses. Utilizing proprietary microfluidic droplet technology, Mission Bio provides targeted solutions for high-impact applications in fields such as oncology, hematology, and genome editing. The company also offers Tapestri Designer, a cloud-based tool for creating custom single-cell DNA panels, enhancing its capabilities in research and clinical settings. Founded in 2011 and based in South San Francisco, California, Mission Bio was previously known as Torrent Bio, Inc. before rebranding in 2013.

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 geospatial remote sensing company based in Denver, Colorado, specializing in seabed mapping and bathymetric data for various maritime applications. The company offers a range of hydro spatial products, including inland, coastal, and offshore hydrostatic mapping solutions. Its services encompass Earth observation analysis and Satellite-Derived Bathymetry data, primarily focused on near-shore areas worldwide. By providing these advanced mapping systems, TCarta enables research institutions and government agencies to conduct hydrographic surveys effectively, supporting coastal engineering, environmental monitoring, and global mapping initiatives.

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. is a California-based company founded in 2016 that specializes in the high-volume production of small metal components using advanced 3D metal printing technology. The company focuses on ensuring a seamless transition from prototyping to final production, enabling customers to innovate and create unique products through its patented technology and Design for Additive Manufacturing (DfAM). In addition to its manufacturing capabilities, 3DEO offers a data analytics platform that captures, stores, and facilitates interaction with location-based data. This platform allows businesses to analyze sensor data from IoT devices, combining 3D visualization and big data analytics to provide customizable insights that support strategic decision-making.

Hive Battery Labs is a company focused on developing advanced diagnostic technology for lithium-ion battery manufacturing. It specializes in creating test equipment and software analytics that enhance the application of impedance spectroscopy. By providing solutions that cater to battery management integrated circuits and high-power, multi-channel cyclers, Hive Battery Labs aims to reduce both capital and operational costs for battery manufacturers. Its innovations facilitate improved efficiency in processes such as formation, storage, and testing of batteries, ultimately contributing to cost reduction and enhanced performance in the battery manufacturing sector.

Steppingblocks is a data and analytics company that specializes in providing insights into workforce and education outcomes for over 100 million individuals in North America. The company offers a digital career counseling platform that simplifies education and career planning by analyzing various professional career options linked to specific degrees or job titles. Steppingblocks' platform equips users with real-world data, including information on student loans and repayment periods, facilitating informed decisions for career development. By leveraging comprehensive analytics, Steppingblocks aims to support students in planning successful careers and achieving their professional goals.

BrainChild Technologies is a company based in Atlanta, Georgia, focused on enhancing parent-infant communication through innovative digital applications. The company has developed a smart pacifier designed to facilitate the early identification of hearing loss in infants. This device monitors an infant's sucking behavior in response to various stimuli, such as images or sounds, allowing for interactive engagement between parents and their children. By measuring behavioral data, BrainChild Technologies aims to support parents in recognizing potential hearing issues early, enabling timely interventions that can significantly improve outcomes for infants. The integration of educational games and applications further enriches the developmental experience for both parents and their children.

The National Center for Supercomputing Applications (NCSA) offers high-performance computing resources and expert assistance to scientists and engineers. It facilitates advanced research by providing access to cutting-edge computational tools and technologies, enabling users to tackle complex scientific and engineering challenges. NCSA’s mission is to empower researchers across various disciplines by enhancing their ability to process and analyze large datasets, thereby fostering innovation and discovery in fields such as climate science, biology, and materials science. Through its services, NCSA plays a crucial role in advancing scientific knowledge and supporting the development of new methodologies in computational research.

Perceive is a developer of computer vision technology and cloud-based retail analytics software aimed at enhancing business operations. The company specializes in collecting and analyzing 3D video data to understand consumer interactions within physical spaces. By leveraging artificial intelligence, Perceive's software provides businesses with actionable insights into in-store shopper behavior, eliminating the need for traditional methods like surveys and clipboard observations. This innovative approach enables companies to make data-driven decisions based on real-time metrics rather than anecdotal evidence. Perceive's technology addresses the challenges of gathering spatial analytics, which have historically been complex and costly due to the requirement for external power and connectivity. As a result, it offers a more efficient means for businesses to measure return on investment and optimize their operations.

Culture Biosciences, Inc. is a biotechnology company based in South San Francisco, California, that offers an innovative biomanufacturing platform designed for scientists to efficiently run, monitor, and analyze bioreactor experiments through the cloud. Founded in 2016, the company specializes in developing automated bioreactors and fermentation tools that enable biotech companies to optimize their manufacturing processes. By leveraging robotic sample handling and cloud-based data monitoring and analysis, Culture Biosciences significantly accelerates the ability of scientists to manage bioreactor operations compared to traditional methods. This allows for faster product development and market readiness, streamlining the biomanufacturing workflow for its clients.

Chaos Prime specializes in industrializing artificial intelligence through its EdgeOps software platform, which integrates big data and AI to enhance operational technology. The platform offers prescriptive maintenance and analytics capabilities that enable system designers to forecast and prescribe operational outcomes, effectively reducing unplanned equipment downtime and increasing production yield. By transitioning from planned to actual events for real-time adjustments, it optimizes supply chain processes and enhances overall productivity. Furthermore, Chaos Prime develops highly reliable and ultra-secure wireless connectivity technology tailored for the Internet of Things, allowing semiconductor companies to achieve seamless and scalable connectivity. This combination of prescriptive analytics and advanced wireless solutions positions Chaos Prime as a leader in operational efficiency for industrial firms.

Data2Discovery is an IT consulting platform specializing in healthcare data analytics, drug discovery, disaster medicine, and food science. The company offers a comprehensive suite of services that leverage advanced technologies, including machine learning, graph theory, and data science, to extract valuable insights from complex and heterogeneous datasets. By utilizing scalable graph technologies and integrating various public and proprietary data sources, Data2Discovery addresses a wide range of inquiries and challenges faced by its clients. The platform is designed to efficiently link and map data, enabling users to obtain the necessary results effectively. Customer support is accessible through multiple channels, including phone, email, and online applications, ensuring that inquiries are promptly addressed.

NGD Systems is a company based in Irvine, California, with an additional office in Hsinchu, Taiwan, specializing in the development and manufacture of advanced computational storage drives (CSDs) for enterprise and data center applications. Founded in 2013, NGD Systems offers solutions like The Newport Platform, which provides next-generation computational storage capabilities, and the In-Situ Development Platform, enabling developers to build applications for in-situ processing. Their technology is designed for edge computing networks, AI/ML applications, content delivery networks (CDNs), hyperscale environments, and stringent service level agreement (SLA) settings. NGD Systems' CSDs are known for their high capacity, power efficiency, and small form factors, making them ideal for data-intensive operations.

InsightFinder Inc. is a technology company that specializes in machine learning solutions for IT operational data. Founded in 2015 and based in Brooklyn, New York, the company utilizes patented unsupervised machine learning algorithms to address complex challenges in enterprise AI and IT management. InsightFinder offers a range of products, including a metric intelligence engine for automatic anomaly detection, a log intelligence engine for real-time keyword extraction, and an alert intelligence engine that reduces alert fatigue by filtering duplicate notifications. Additionally, the APM intelligence engine identifies issues in both proprietary and third-party applications. Through its AI Observability and IT Observability solutions, InsightFinder empowers large organizations to automatically detect, diagnose, and resolve IT incidents, thereby enhancing operational efficiency and minimizing disruptions.

Navipoint Genomics is a bioinformatics analysis software developer headquartered in Chicago, Illinois, and founded in 2015. The company specializes in the analysis of entire human genomes, providing tools that enhance the speed and efficiency of large-scale genomic analysis. Its software facilitates the transfer and examination of full human genomes, significantly reducing analysis time. Additionally, Navipoint Genomics develops a pipeline that enables the investigation of gene expression changes and the detection of fusion transcripts at the whole-transcriptome level. This capability allows clients to achieve improved reporting quality, characterized by high confidence values 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. is a California-based company founded in 2016 that specializes in the high-volume production of small metal components using advanced 3D metal printing technology. The company focuses on ensuring a seamless transition from prototyping to final production, enabling customers to innovate and create unique products through its patented technology and Design for Additive Manufacturing (DfAM). In addition to its manufacturing capabilities, 3DEO offers a data analytics platform that captures, stores, and facilitates interaction with location-based data. This platform allows businesses to analyze sensor data from IoT devices, combining 3D visualization and big data analytics to provide customizable insights that support strategic decision-making.

BioSignal Analytics is a healthcare technology company headquartered in Philadelphia, Pennsylvania, focused on enhancing healthcare quality through automated interpretation technology. Utilizing advanced machine learning algorithms, the company has developed a decision-support tool that integrates seamlessly into the clinical workflow of neurologists. This tool leverages extensive big data resources to train sophisticated models that can self-organize information and uncover underlying patterns. By providing real-time seizure detection alerts, BioSignal Analytics aims to support healthcare professionals in delivering timely and effective patient care.

Cognii, Inc. is a technology company that specializes in developing assessment tools for online learning platforms, focusing on the evaluation of essay-type answers. Utilizing advanced natural language processing technology, Cognii provides customized feedback that goes beyond simple scoring, fostering active learning and enhancing knowledge retention among students. The company's solutions are accessible via an API, making them compatible with various online learning environments, including learning management systems and massive open online courses. Serving K-12, higher education, and corporate training markets in the United States, Cognii aims to improve learning outcomes, streamline the grading process for educators, and make engaging education more scalable. Founded in 2013 and headquartered in Boston, Massachusetts, Cognii is positioned at the intersection of artificial intelligence and education technology.

Perceive is a developer of computer vision technology and cloud-based retail analytics software aimed at enhancing business operations. The company specializes in collecting and analyzing 3D video data to understand consumer interactions within physical spaces. By leveraging artificial intelligence, Perceive's software provides businesses with actionable insights into in-store shopper behavior, eliminating the need for traditional methods like surveys and clipboard observations. This innovative approach enables companies to make data-driven decisions based on real-time metrics rather than anecdotal evidence. Perceive's technology addresses the challenges of gathering spatial analytics, which have historically been complex and costly due to the requirement for external power and connectivity. As a result, it offers a more efficient means for businesses to measure return on investment and optimize their operations.

Hive Battery Labs is a company focused on developing advanced diagnostic technology for lithium-ion battery manufacturing. It specializes in creating test equipment and software analytics that enhance the application of impedance spectroscopy. By providing solutions that cater to battery management integrated circuits and high-power, multi-channel cyclers, Hive Battery Labs aims to reduce both capital and operational costs for battery manufacturers. Its innovations facilitate improved efficiency in processes such as formation, storage, and testing of batteries, ultimately contributing to cost reduction and enhanced performance in the battery manufacturing sector.

Mission Bio, Inc. is a biotechnology company focused on advancing the study of cellular heterogeneity through its innovative Tapestri Platform, which is the first single-cell multi-omics platform. This platform allows for the simultaneous analysis of genotype and phenotype from individual cells, enabling precise detection of variations in disease progression and treatment responses. Utilizing proprietary microfluidic droplet technology, Mission Bio provides targeted solutions for high-impact applications in fields such as oncology, hematology, and genome editing. The company also offers Tapestri Designer, a cloud-based tool for creating custom single-cell DNA panels, enhancing its capabilities in research and clinical settings. Founded in 2011 and based in South San Francisco, California, Mission Bio was previously known as Torrent Bio, Inc. before rebranding in 2013.

InsightFinder Inc. is a technology company that specializes in machine learning solutions for IT operational data. Founded in 2015 and based in Brooklyn, New York, the company utilizes patented unsupervised machine learning algorithms to address complex challenges in enterprise AI and IT management. InsightFinder offers a range of products, including a metric intelligence engine for automatic anomaly detection, a log intelligence engine for real-time keyword extraction, and an alert intelligence engine that reduces alert fatigue by filtering duplicate notifications. Additionally, the APM intelligence engine identifies issues in both proprietary and third-party applications. Through its AI Observability and IT Observability solutions, InsightFinder empowers large organizations to automatically detect, diagnose, and resolve IT incidents, thereby enhancing operational efficiency and minimizing disruptions.

NGD Systems is a company based in Irvine, California, with an additional office in Hsinchu, Taiwan, specializing in the development and manufacture of advanced computational storage drives (CSDs) for enterprise and data center applications. Founded in 2013, NGD Systems offers solutions like The Newport Platform, which provides next-generation computational storage capabilities, and the In-Situ Development Platform, enabling developers to build applications for in-situ processing. Their technology is designed for edge computing networks, AI/ML applications, content delivery networks (CDNs), hyperscale environments, and stringent service level agreement (SLA) settings. NGD Systems' CSDs are known for their high capacity, power efficiency, and small form factors, making them ideal for data-intensive operations.

DataWare Ventures is a software company focused on enhancing the performance of enterprise application software (EAS) for medium and large businesses. It has developed a patent-pending micro-specialization technology that addresses critical issues such as slow data loads and query performance prevalent in various applications, including CRM, ERP, HR, and big data analytics. This innovative technology allows EAS vendors to optimize their systems by improving data flow and managing complex datasets more efficiently, effectively enabling faster application performance and enhanced user experience.

Data2Discovery is an IT consulting platform specializing in healthcare data analytics, drug discovery, disaster medicine, and food science. The company offers a comprehensive suite of services that leverage advanced technologies, including machine learning, graph theory, and data science, to extract valuable insights from complex and heterogeneous datasets. By utilizing scalable graph technologies and integrating various public and proprietary data sources, Data2Discovery addresses a wide range of inquiries and challenges faced by its clients. The platform is designed to efficiently link and map data, enabling users to obtain the necessary results effectively. Customer support is accessible through multiple channels, including phone, email, and online applications, ensuring that inquiries are promptly addressed.

SensorHound Innovations LLC, founded in 2012 and based in West Lafayette, Indiana, specializes in Internet of Things (IoT) software products and services aimed at minimizing development and operational costs. The company has developed a proactive and automated operations monitoring platform that addresses the critical issues of reliability and security in IoT applications. By providing continuous monitoring, the platform detects failures, security vulnerabilities, and performance issues in real time, delivering immediate alerts and detailed diagnostic information to facilitate rapid root cause analysis. This innovative solution, built on over a decade of research by leading IoT experts, significantly enhances the efficiency of monitoring operations, ultimately reducing maintenance costs associated with IoT deployments.

CB Insights is a market intelligence platform that specializes in predicting company health, investor performance, and technology trends. The platform analyzes millions of data points related to venture capital, startups, patents, partnerships, and market news, providing clients with comprehensive insights into privately held companies and investment opportunities. It serves a diverse clientele engaged in private equity, venture capital, corporate development, investment banking, corporate innovation, and consulting. By offering tools for deal sourcing, due diligence, and competitive intelligence, CB Insights aims to enhance the efficiency and effectiveness of its users in navigating the complex landscape of private company information.

AdeptDC, Inc. is a technology company based in Santa Clara, California, founded in 2014. It specializes in developing artificial intelligence-based software for dynamic cooling optimization in data centers. The company offers a comprehensive data center management system that integrates predictive asset management and infrastructure optimization. Its platform incorporates autonomous time series analytics for monitoring microservices, enhancing the efficiency of data center operations. By combining advanced AI engineering with an intuitive user experience, AdeptDC's solutions address the challenges of unplanned service downtimes, thereby improving operational efficiency and resource utilization across the entire data center stack.

ScaleFlux, Inc. is a semiconductor company specializing in data flow architecture and computational storage solutions. Founded in 2014 and headquartered in San Jose, California, with additional offices in Beijing, Shanghai, and Hangzhou, the company focuses on enhancing the efficiency of data centers and cloud infrastructures tailored for data-intensive applications. ScaleFlux's innovative products are designed to give users a competitive advantage by optimizing the data pipeline for cloud, artificial intelligence, enterprise, and edge computing. The company's offerings include advanced storage and memory systems that combine compute engines with substantial solid-state storage, facilitating improved performance, efficiency, security, and scalability. To support customer adoption, ScaleFlux provides fully validated firmware, software, and module designs, in addition to its own branded modules, ensuring seamless integration into existing systems.

Falcon Computing is a technology company founded in 2014 by Dr. Jason Cong, a noted entrepreneur and academic leader in the field of computing. Headquartered in Santa Clara, California, with additional offices in Los Angeles and Beijing, the company focuses on facilitating accelerated computing for data scientists and software developers across various domains, including genomics, machine learning, finance, and computer vision. Falcon Computing provides automated compilation tools, runtime management tools, and acceleration libraries that enable users to integrate heterogeneous accelerating technologies into their existing infrastructures. By offering a streamlined process to convert C/C++ code into highly-optimized implementations for FPGAs, the company aims to enhance performance, energy efficiency, and productivity in both public and private cloud environments.

Mission Bio, Inc. is a biotechnology company focused on advancing the study of cellular heterogeneity through its innovative Tapestri Platform, which is the first single-cell multi-omics platform. This platform allows for the simultaneous analysis of genotype and phenotype from individual cells, enabling precise detection of variations in disease progression and treatment responses. Utilizing proprietary microfluidic droplet technology, Mission Bio provides targeted solutions for high-impact applications in fields such as oncology, hematology, and genome editing. The company also offers Tapestri Designer, a cloud-based tool for creating custom single-cell DNA panels, enhancing its capabilities in research and clinical settings. Founded in 2011 and based in South San Francisco, California, Mission Bio was previously known as Torrent Bio, Inc. before rebranding in 2013.

DTN is a provider of real-time business intelligence that serves various sectors, including agriculture, energy, weather, financial analytics, and transportation. Founded in 1984 and headquartered in Omaha, Nebraska, with additional offices across several states, DTN delivers operationally-critical insights through analytics and machine learning. The company utilizes the Internet, satellite, and data feed connections to provide news, information, and analysis, empowering clients to make informed business decisions. Its services cater to industries such as commodities trading, public safety, aviation, construction, and turf management, enabling organizations with complex supply chains to navigate challenges effectively. DTN operates as a subsidiary of Telvent Git S.A.

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 software company based in Redwood City, California, with an additional office in Pittsburgh, Pennsylvania, founded in 2013. It specializes in materials informatics by developing an artificial intelligence platform that aggregates extensive data on materials, chemicals, and devices. This platform leverages machine learning and data science to enhance research and development, manufacturing, and supply chain operations for organizations involved in producing physical products. By streamlining the materials development process, Citrine Informatics aims to facilitate the discovery of new materials and reduce defects early in the research phase, thus improving product growth and design. The company's focus spans 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., founded in 2013 and based in Cambridge, Massachusetts, specializes in developing chemiresistive gas sensors for applications in food and agriculture. Their sensors are designed to detect gases such as ethylene and biogenic amines at low concentrations, monitoring fruit ripeness and the freshness of meat, fish, and poultry throughout the supply chain. This technology helps improve food quality and reduce waste by enabling informed decisions at every stage from growers to consumers. Additionally, C2Sense is working on Halo Diagnostics, a digitally connected immunoassay reader that provides near-PCR sensitivity for patient-to-provider workflows. The company also offers sensing solutions for product quality information and counterfeit detection, using molecular additives that can be integrated into products or packaging to provide real-time status updates and detect issues during distribution.

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.

SensorHound Innovations LLC, founded in 2012 and based in West Lafayette, Indiana, specializes in Internet of Things (IoT) software products and services aimed at minimizing development and operational costs. The company has developed a proactive and automated operations monitoring platform that addresses the critical issues of reliability and security in IoT applications. By providing continuous monitoring, the platform detects failures, security vulnerabilities, and performance issues in real time, delivering immediate alerts and detailed diagnostic information to facilitate rapid root cause analysis. This innovative solution, built on over a decade of research by leading IoT experts, significantly enhances the efficiency of monitoring operations, ultimately reducing maintenance costs associated with IoT deployments.

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 is a company dedicated to creating scientifically accurate educational tools designed to engage children in science both at school and at home. The company produces illustrated books and is expanding its offerings to include interactive video games. Their current project, supported by an NSF SBIR Phase I grant, focuses on developing an ecologically-themed video game for children in grades 1-5. This game will be released as three tablet apps and accompanied by lesson plans, worksheets, and assessment tools aligned with Common Core Standards for educational use. Collaborating with top ecologists from UC-Davis, Budding Biologist is committed to using real-life data and scientific principles to create a unique product that teaches scientific process skills in a fun and entertaining manner, addressing a notable gap in the market for ecology-focused educational video games.

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 developer of geospatial web applications and data analytics tools that aim to enhance decision-making across various sectors, including education, health services, natural resources, and politics. The company harnesses the power of both open source and commercial technologies to create solutions that facilitate the access and visualization of geographic data. Azavea's offerings include geospatial data processing, earth imagery, and collaborative redistricting tools, as well as capabilities in big data processing, machine learning, and software engineering. By integrating these diverse technologies, Azavea provides clients with a comprehensive geospatial technology ecosystem designed to improve communities and the planet.

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. is a Boston-based company that specializes in emotion-sensing artificial intelligence software. Founded in 2009 as a spin-off from the MIT Media Lab, Affectiva has established itself as a pioneer in the Emotion AI sector. The company develops advanced technology that utilizes deep learning, computer vision, and speech science to analyze subtle facial and vocal expressions, enabling the detection of nuanced human emotions and cognitive states. Its offerings include a software development kit, a cloud-based API, and in-lab biometric solutions that assist brands, advertisers, and market researchers in understanding consumer engagement with digital content. Affectiva's technology is widely adopted across various industries, including advertising, automotive, social robotics, and healthcare. It serves a broad clientele, including 25 percent of the Fortune Global 500 companies, helping them enhance user interactions and improve the effectiveness of their advertising and communication strategies.

BitSight, founded in 2011, is a cyber risk management company that offers a platform designed to help organizations assess and manage information security risk. By applying sophisticated algorithms, BitSight generates daily security ratings that range from 250 to 900, enabling users to evaluate third-party risk, underwrite cyber insurance, benchmark security performance, and conduct due diligence in mergers and acquisitions. The company serves a diverse clientele, including seven of the top ten cyber insurers, 20% of Fortune 500 companies, and three of the top five investment banks, making its Security Ratings technology integral to risk management and business decision-making. With over 1,000 customers and a vast ecosystem of users, BitSight is recognized as the most widely used Security Ratings Service in the industry.

BitSight, founded in 2011, is a cyber risk management company that offers a platform designed to help organizations assess and manage information security risk. By applying sophisticated algorithms, BitSight generates daily security ratings that range from 250 to 900, enabling users to evaluate third-party risk, underwrite cyber insurance, benchmark security performance, and conduct due diligence in mergers and acquisitions. The company serves a diverse clientele, including seven of the top ten cyber insurers, 20% of Fortune 500 companies, and three of the top five investment banks, making its Security Ratings technology integral to risk management and business decision-making. With over 1,000 customers and a vast ecosystem of users, BitSight is recognized as the most widely used Security Ratings Service in the industry.