E14 Fund

The EGI platform from the Foundation is designed to speed up all phases of the product development cycle, from design and research to production and documentation, enabling engineers to create better products more quickly and effectively.

Bonsai Robotics is a company based in San Jose, California, that specializes in vision-based automation solutions for off-road vehicles, particularly in the agricultural sector. The company develops a machine navigation system that utilizes computer vision to enable robotic operation of multiple vehicles. This technology helps farmers enhance productivity and performance while reducing their dependence on labor. In addition to automation, Bonsai Robotics offers analytics and telematics services that assist growers in improving their operational efficiency and safety.

Nowadays is an AI-powered platform designed to simplify event planning by automating venue negotiations and logistics. The service allows users to input event details, and the AI handles communications with venues, streamlining the planning process for corporate events.

Seamless Long-Distance Moves, Coordinated with Care. We expertly coordinate moving services tailored to your needs—ensuring each step is aligned with your expectations. Count on us for a well-organized, efficient moving experience.

Butlr is a technology studio based in downtown San Francisco that specializes in developing software and AI-based solutions. The company focuses on an AI people-sensing platform that utilizes body heat to detect occupancy, headcount, body posture, and activity, providing real-time and historical spatial insights primarily for the healthcare and sustainable building sectors. Butlr's innovative sensor technology anonymously detects human presence through low-resolution thermal data combined with advanced AI and machine learning techniques. With a streamlined approach to product development, Butlr typically completes build cycles in about six weeks, allowing the team to assess market traction and viability efficiently. The company has successfully launched multiple products, continuously seeking opportunities for growth and improvement in its offerings.

Meticulate is an automated business workflow company based in San Francisco that leverages artificial intelligence to streamline access to high-quality financial and market research. Its platform enables business professionals, including investors, consultants, bankers, and finance experts, to quickly create detailed market landscapes and maps, significantly reducing the time needed for research from hours to minutes. This efficiency allows users to focus more on their core business activities, ultimately saving both time and resources.

SiTration, founded by Brendan Smith in 2020 and based in Cambridge, Massachusetts, specializes in the development of ultra-durable filtration membranes tailored for efficient separations in harsh environments. The company's innovative technology enhances energy efficiency in challenging industrial applications by integrating the low cost and exceptional durability of various advanced commercial membranes. This enables users to achieve resource-efficient operations even in demanding conditions, setting SiTration apart in the filtration industry.

Maven AGI is a technology company that focuses on the development of modern artificial intelligence (AI) solutions. Their primary aim is to reimagine the customer support experience by leveraging AI to lower costs, improve speed and quality, and drive efficiency. Their AI solutions are designed to unlock human potential by enabling teams to be more productive and giving them time back to do the work only humans can do. They also offer a range of services including customer acquisition strategy and operational planning. The company has a team size of 50 employees, with roles ranging from product management to sales and marketing.

Samay is a developer of an AI-enabled wearable device focused on remote respiratory health management, specifically targeting chronic obstructive pulmonary disease (COPD). The company's innovative chest patches utilize patented technology to diagnose COPD with 90% accuracy and identify exacerbation biomarkers at 83% accuracy, all while allowing patients to remain at home. The device continuously monitors various respiratory metrics, including pulmonary volumes, trapped air, respiratory and heart rates, breathing sounds, and temperature for up to two weeks. This real-time data collection empowers users to analyze their respiratory health and receive actionable insights to enhance their day-to-day well-being. Additionally, Samay is creating an AI-assisted management and diagnostic platform that supports both patients and doctors throughout the care continuum, from detecting exacerbations to determining effective therapies for more personalized treatment.

HoundDog.ai provides a much-needed lens into PII data handling and third-party data flows early in development, minimizing costly and disruptive remediation efforts if violations are discovered in production. Our static code scanner prevents PII leaks during development (before code is pushed to production) and fully automates compliance tasks for teams struggling to keep pace with development speed. HoundDog.ai focuses on preventing unintentional developer errors, such as oversharing or overlogging PII, before code reaches production. Our mission is to support the "Assume Breach" security mindset by creating a world where, even if attackers breach the wall, they find nothing valuable to steal. The platform is trusted by leading Fortune 500 companies in healthcare and finance. Key Features: PII Leak Vulnerability Detection: Proactively identify and address vulnerabilities where sensitive data (e.g., PII, PHI, and CHD) is exposed in plaintext through logs, files, tokens, cookies, or third-party systems (overlooked by SAST scanners). Compliance Automation: Automated Data Mapping: Know exactly where PII is handled within your codebases. Reporting & Data Flow Visualization: Continuously track and visualize sensitive data flows across storage mediums and third-party integrations, effortlessly generating Records of Processing Activities (RoPA) reports. Stay Ahead of Compliance Violations: Detect data processing agreement (DPA) breaches caused by overshared PII with third-party integrations before production.

Overjet, Inc. is a leading developer of artificial intelligence software designed to analyze dental clinical data, enhancing the quality of patient care in dental practices. Founded by experts from MIT and Harvard University in 2018 and based in Allston, Massachusetts, Overjet offers clinical optimization software that assesses practice performance and identifies growth opportunities. Additionally, its utilization software automates the review of claims to pinpoint over- and under-utilization, thereby facilitating appropriate patient care at reduced costs. The company's FDA-cleared technology serves as an objective standard for oral health decisions, enabling dentists to accurately detect pathologies and effectively educate patients. Through its innovative AI solutions, Overjet aims to empower dental providers and payers to improve patient outcomes in the dental industry.

We develop advanced AI inference technology that consumes only 1/10 the energy of existing solutions, enabling more sustainable and cost-effective artificial intelligence applications

Elemind Technologies is a neurotechnology company based in Cambridge, Massachusetts, founded in 2017. The firm specializes in developing wearable devices that utilize innovative neuromodulation techniques to influence brainwaves and alter brain states. By processing and computing the instantaneous phase of ongoing brainwaves, Elemind's technology employs precisely timed audio output to enhance users' attention and improve their sleep quality. This unique approach positions the company at the forefront of advancements in neurotechnology, aiming to provide effective solutions for mental well-being.

Ketryx, founded in 2021 and based in Cambridge, Massachusetts, specializes in software development tools aimed at the medical device sector. The company provides innovative solutions that integrate regulatory requirements and quality assurance processes, allowing teams to streamline their workflows. Ketryx's software connects all documentation, tests, and code into a single system that is traceable and navigable for FDA compliance. This approach enables regulated software teams to deliver safer and more reliable medical devices, ultimately fostering trust among patients globally.

Gatheround is a team bonding and community engagement platform aimed at enhancing relationships within organizations. It addresses the challenges of disconnection in modern workplaces by offering a video chat platform that emphasizes authentic human connections. The platform features a variety of interactive tools and pre-built video templates designed to facilitate engaging and productive virtual meetings, allowing teams to collaborate and brainstorm effectively. By making it simple to bring people together online, Gatheround seeks to create experiences that are both enjoyable and meaningful, fostering stronger connections among team members.

Bonsai Robotics is a company based in San Jose, California, that specializes in vision-based automation solutions for off-road vehicles, particularly in the agricultural sector. The company develops a machine navigation system that utilizes computer vision to enable robotic operation of multiple vehicles. This technology helps farmers enhance productivity and performance while reducing their dependence on labor. In addition to automation, Bonsai Robotics offers analytics and telematics services that assist growers in improving their operational efficiency and safety.

Channing Street Copper Company is a manufacturer of home electrification products, focusing on energy storage equipped appliances designed to replace gas ranges. Founded in 2022 and based in Berkeley, California, the company offers innovative induction cookers that directly heat cookware using electricity. These cookers are engineered for ease of installation and include features such as battery backup and peak power capabilities, ensuring functionality even during power outages. By promoting the use of electric cooking solutions, Channing Street Copper aims to help homeowners save money, improve indoor air quality, and reduce their carbon footprint.

The first human-ai work platform, bringing automation to any team.

Ubicept is a company focused on computer vision technology, specializing in the development of advanced image sensors that enhance the capabilities of computer vision algorithms. Their offerings include photon-counting cameras and edge photon processing solutions, which are designed to capture motion effectively. Ubicept's technology is applicable across various sectors, including mobility, robotics, aerospace, and smart manufacturing, allowing clients to perceive and interpret their environments safely and accurately. Additionally, the company provides a private developer portal to support the integration and implementation of their machine learning services.

Source.ag specializes in enhancing greenhouse agriculture through AI-driven technology. The company utilizes advanced algorithms to simulate plant behavior, allowing for the optimization of cultivation strategies based on extensive data regarding climate, biology, and resource use. By partnering with growers, Source.ag enables more efficient operation of glasshouses, making them accessible and profitable on a global scale. Its platform includes features like seasonal crop planning and autopilot functionality, which assist farmers in managing daily operations effectively. This innovative approach aims to improve access to fresh fruits and vegetables while promoting sustainable practices in food production, ultimately supporting a fairer food system.

Sourcemap Inc. specializes in supply chain visualization solutions, offering software that enables organizations to map, monitor, and optimize their supply chains. Its primary product, Sourcemap for Enterprise, is a software-as-a-service platform that facilitates supplier collaboration, compliance, and traceability. This solution is utilized by a variety of sectors, including retail, manufacturing, life sciences, food and beverage, and consumer goods. Additionally, Sourcemap provides Sourcemap Free, an open platform that allows users to publish supply chain maps online. Founded in 2007 and based in New York, the company aims to help businesses mitigate social, environmental, and financial risks through enhanced transparency and operational efficiency. By employing advanced database technology and visualization algorithms, Sourcemap empowers organizations to evaluate risks and improve decision-making within their supply chains.

Bitpart.AI is a Boston based startup that provides game developers of any level with pre-trained non-player characters (NPCs) for games. Soldiers, villagers, waiters, bartenders, sheriffs, bandits, bank robbers, clerks, you name it. Using generative AI and automated planners, Characters come with intelligence, behaviors, and dialogue; can interact with objects in the world and dynamically converse with each other; and can be dropped into any game engine or user-generated content (UGC) platform. Bitpart.AI is building the Character Hub, where creators can browse, customize, and share NPCs, to refine their dialogue, moods, and personality traits to suit any desired use case.

KURUKURU is a webcomic platform to create comics by posing scenes and generating characters.

Themis AI is a software development company focused on enhancing the responsible deployment of artificial intelligence by addressing issues like unreliable outputs and hallucinations. Founded in 2021 by Dr. Daniela Rus, Dr. Alexander Amini, and Elaheh Ahmadi, the company originated as a spinoff from the MIT Computer Science and Artificial Intelligence Laboratory. Its flagship product, Capsa, provides automatic uncertainty quantification to AI models, enabling developers to assess and mitigate risks associated with their implementations. Capsa can quickly adjust the architecture of models, allowing them to identify and flag their own errors. This capability not only improves the reliability of AI systems but also reduces the costs associated with AI development, such as the need for expensive computing resources. Themis AI aims to make its advanced tools accessible to machine learning engineers globally, promoting the creation of safe and ethical AI solutions. Through its technology, the company seeks to ensure that AI models are fair and trustworthy before they are deployed in various industries.

EnCharge AI specializes in developing advanced artificial intelligence hardware and software systems tailored for edge computing. The company provides a robust computing platform designed to enhance AI capabilities, enabling larger models, improved accuracy, higher resolutions, and support for multiple camera channels. By leveraging years of research and development, EnCharge AI offers differentiated technology that facilitates scalable AI architectures and flexible software integration. This allows businesses to access sophisticated AI solutions efficiently and effectively, minimizing the need for time-consuming and costly workarounds.

Gaia AI is an MIT spinout focused on enhancing forestry management through advanced perception artificial intelligence. By leveraging technology similar to that used in autonomous vehicles, the company processes various data sources, including LiDAR, camera, and satellite imagery, to provide accurate insights into forest conditions. This approach enables landowners, project developers, and investors to assess the carbon stock and timber content of their properties effectively. Gaia AI aims to modernize the forestry industry by reducing complexities in evaluating the multifaceted values of forests, such as carbon sequestration, ecosystem services that support biodiversity, and wildfire risk management. In doing so, the company seeks to position trees as a viable and economically beneficial solution in the fight against climate change.

Chunk Foods makes clean-label, plant-based whole-cut products. Chunk Foods uses cutting-edge technology to create delicious and nutritious food while also protecting the environment. Chunk Foods' products are minimally processed and contain only a few healthy, identifiable ingredients.

Ontologic provides a web-based platform that facilitates standardized data management and analysis for researchers. The platform features a dual-sided approach, allowing experimental researchers to execute the latest analytical code shared by their peers easily, without needing specialized training or complex configurations. Simultaneously, it enables computational researchers to package and deploy their code, simplifying collaboration and enhancing their portfolios without requiring knowledge of tools like Docker. This system streamlines the research process, allowing lab leaders to maintain continuity in projects, comply with data management policies, and establish best practices for data analysis. Ultimately, Ontologic aims to enhance productivity and collaboration in both experimental and computational research environments.

Stable provides software solutions designed to assist electric vehicle (EV) fleets and charging providers in efficiently planning and managing their charging infrastructure. Founded in 2016 and based in San Francisco, the company offers a siting and forecasting platform that utilizes a proprietary machine learning model to predict site utilization and optimize the placement and sizing of charging stations. By consolidating essential data and insights, Stable enables customers to make informed decisions regarding the deployment of charging stations, ensuring that they are installed in locations where they are most needed.

Butlr is a technology studio based in downtown San Francisco that specializes in developing software and AI-based solutions. The company focuses on an AI people-sensing platform that utilizes body heat to detect occupancy, headcount, body posture, and activity, providing real-time and historical spatial insights primarily for the healthcare and sustainable building sectors. Butlr's innovative sensor technology anonymously detects human presence through low-resolution thermal data combined with advanced AI and machine learning techniques. With a streamlined approach to product development, Butlr typically completes build cycles in about six weeks, allowing the team to assess market traction and viability efficiently. The company has successfully launched multiple products, continuously seeking opportunities for growth and improvement in its offerings.

Atlantic Quantum is a company focused on developing scalable quantum computers to address complex computational challenges. Founded in 2022, the company emphasizes the importance of fault-tolerant quantum hardware as essential for advancing the field of quantum computing. By creating reliable and efficient quantum systems, Atlantic Quantum aims to enable engineers and researchers to make significant strides in solving difficult problems that traditional computing methods struggle to address.

SiTration, founded by Brendan Smith in 2020 and based in Cambridge, Massachusetts, specializes in the development of ultra-durable filtration membranes tailored for efficient separations in harsh environments. The company's innovative technology enhances energy efficiency in challenging industrial applications by integrating the low cost and exceptional durability of various advanced commercial membranes. This enables users to achieve resource-efficient operations even in demanding conditions, setting SiTration apart in the filtration industry.

Capra Biosciences is a biotechnology company focused on the efficient and low-carbon production of everyday chemicals through innovative bioreactor technology. The company has developed a biofilm bioreactor platform that aims to enhance the bio-manufacturing process by significantly reducing downstream processing requirements and associated costs. This technology facilitates the production of a variety of bio-based chemicals, including hydrophobic products like retinol and performance lubricants, thus advancing sustainable practices in the chemical industry.

Brelyon, Inc. is a technology company based in Redwood City, California, founded in 2019. The company specializes in manufacturing headset-free virtual display screens that serve as an alternative to traditional multi-monitor setups and virtual reality headgear. Brelyon's innovative displays utilize proprietary depth modulation and light-field expansion technologies to deliver immersive experiences, allowing users to view expansive virtual screens with true optical depth. Their products are designed for various applications, including office environments, gaming, and teleoperations, and aim to enhance user interaction in both enterprise and metaverse contexts. Brelyon is positioned as a pioneer in developing solutions that eliminate the need for headsets, offering a unique viewing experience akin to looking through a large IMAX screen.

Quipu is building the first digital bank for the informal economy in LATAM. Using proprietary AI algorithms, Quipu assesses informal microbusinesses’ creditworthiness using over 80,000 alternative data points. Quipu leverages this data to provide working capital loans through a local supply chain financing system that allows microbusinesses to buy supplies, ingredients and materials at wholesale price. The company is building an uncollateralized loan protocol to boost their loan operation. Quipu’s goal is to become the one-stop-shop for financial services for micro-businesses in LATAM providing easy, fair and alternative access to working capital.

Diligent Robotics Inc. is a company based in Austin, Texas, that develops and manufactures hospital service robots, specifically designed to assist clinical and nursing staff with logistical tasks. Its flagship product, Moxi, is a robotic assistant equipped with advanced mobile manipulation, social intelligence, and human-guided learning capabilities. Moxi works collaboratively with healthcare teams, allowing clinical staff to focus more on direct patient care, thereby enhancing patient satisfaction and improving the overall quality and safety of service. Founded in 2017, Diligent Robotics aims to integrate artificial intelligence technologies into everyday environments, supporting healthcare providers in dynamic and semi-structured settings.

Delfina is a company that specializes in developing a personalized prenatal care system aimed at ensuring the safety of mothers and infants during pregnancy. By leveraging data and machine learning, Delfina's platform creates individualized pregnancy care plans that assess patient risk through various metrics. This approach not only enhances interventional workflows but also improves provider efficiency, facilitating early intervention in prenatal care. Delfina's commitment to data-driven insights is paving the way for clinical innovation, ultimately striving to deliver equitable and cost-effective healthcare solutions for expectant families.

Volta Labs, Inc. is a biotechnology company based in Cambridge, Massachusetts, founded in 2018. The company specializes in developing tools for biological automation, focusing on scalable automation solutions for genetic engineering. Volta Labs operates a platform designed for affordable genomic sample preparation, aimed at revolutionizing genomics research. This platform leverages automation and miniaturization technologies to streamline the creation of biological samples. By integrating expertise from engineering, surface chemistry, and molecular biology, Volta Labs enables biotech organizations to automate complex biological workflows, facilitating advancements in genomics and genetic engineering.

Source.ag specializes in enhancing greenhouse agriculture through AI-driven technology. The company utilizes advanced algorithms to simulate plant behavior, allowing for the optimization of cultivation strategies based on extensive data regarding climate, biology, and resource use. By partnering with growers, Source.ag enables more efficient operation of glasshouses, making them accessible and profitable on a global scale. Its platform includes features like seasonal crop planning and autopilot functionality, which assist farmers in managing daily operations effectively. This innovative approach aims to improve access to fresh fruits and vegetables while promoting sustainable practices in food production, ultimately supporting a fairer food system.

Sourcemap Inc. specializes in supply chain visualization solutions, offering software that enables organizations to map, monitor, and optimize their supply chains. Its primary product, Sourcemap for Enterprise, is a software-as-a-service platform that facilitates supplier collaboration, compliance, and traceability. This solution is utilized by a variety of sectors, including retail, manufacturing, life sciences, food and beverage, and consumer goods. Additionally, Sourcemap provides Sourcemap Free, an open platform that allows users to publish supply chain maps online. Founded in 2007 and based in New York, the company aims to help businesses mitigate social, environmental, and financial risks through enhanced transparency and operational efficiency. By employing advanced database technology and visualization algorithms, Sourcemap empowers organizations to evaluate risks and improve decision-making within their supply chains.

OPT Industries is a digital manufacturing company founded in 2019 by Jifei Ou in Cambridge, Massachusetts. The company specializes in designing and mass-producing precision-engineered products at the micron scale, leveraging a combination of advanced machinery, software, and design expertise. OPT Industries offers its clients the ability to develop innovative product concepts and efficiently transition them to commercialization with rapid and scalable production capabilities. By providing high-quality products with shortened lead times, the company caters to globally recognized brands seeking to enhance their offerings through precision manufacturing solutions.

Overjet, Inc. is a leading developer of artificial intelligence software designed to analyze dental clinical data, enhancing the quality of patient care in dental practices. Founded by experts from MIT and Harvard University in 2018 and based in Allston, Massachusetts, Overjet offers clinical optimization software that assesses practice performance and identifies growth opportunities. Additionally, its utilization software automates the review of claims to pinpoint over- and under-utilization, thereby facilitating appropriate patient care at reduced costs. The company's FDA-cleared technology serves as an objective standard for oral health decisions, enabling dentists to accurately detect pathologies and effectively educate patients. Through its innovative AI solutions, Overjet aims to empower dental providers and payers to improve patient outcomes in the dental industry.

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.

MosaicML specializes in developing software infrastructure and algorithms aimed at enhancing the efficiency of training large language models and neural networks. The company focuses on employing algorithmic techniques, such as sparsity and network pruning, to optimize the training process. By doing so, MosaicML enables users to train large-scale artificial intelligence models more efficiently and cost-effectively within their secure environments, utilizing their proprietary data. This approach not only improves training speed and model quality but also reduces overall costs associated with model development.

Ferveret specializes in liquid cooling technology for data centers, drawing inspiration from the cooling systems used in nuclear power plants. The company's innovative approach utilizes subcooled nucleate boiling to significantly lower chip temperatures, thereby enhancing server performance. This technology can lead to substantial cost savings, reducing cooling expenses by 96% and capital costs by 68%. Additionally, it contributes to a 40% decrease in the carbon footprint of data centers, addressing the issue that approximately 40% of electricity consumed in these facilities is wasted on cooling. By eliminating this inefficiency, Ferveret not only promotes sustainability but also supports improved operational efficiency in the data center industry.

Overjet, Inc. is a leading developer of artificial intelligence software designed to analyze dental clinical data, enhancing the quality of patient care in dental practices. Founded by experts from MIT and Harvard University in 2018 and based in Allston, Massachusetts, Overjet offers clinical optimization software that assesses practice performance and identifies growth opportunities. Additionally, its utilization software automates the review of claims to pinpoint over- and under-utilization, thereby facilitating appropriate patient care at reduced costs. The company's FDA-cleared technology serves as an objective standard for oral health decisions, enabling dentists to accurately detect pathologies and effectively educate patients. Through its innovative AI solutions, Overjet aims to empower dental providers and payers to improve patient outcomes in the dental industry.

Figur8, Inc. is a Boston-based company that specializes in developing advanced wearable sensors to monitor body movement as a biomarker for musculoskeletal (MSK) conditions. Founded in 2016 as a spin-off from MIT, Figur8 combines smart biosensors, intuitive software, and artificial intelligence to analyze MSK health data. The technology captures three-dimensional skeletal movement and muscle output, allowing for objective assessment of musculoskeletal performance and recovery. This innovative solution provides valuable insights throughout the entire care process, from injury to full recovery, ultimately reducing healthcare costs, improving access to treatment, and empowering patients to manage their own MSK health effectively.

Butlr is a technology studio based in downtown San Francisco that specializes in developing software and AI-based solutions. The company focuses on an AI people-sensing platform that utilizes body heat to detect occupancy, headcount, body posture, and activity, providing real-time and historical spatial insights primarily for the healthcare and sustainable building sectors. Butlr's innovative sensor technology anonymously detects human presence through low-resolution thermal data combined with advanced AI and machine learning techniques. With a streamlined approach to product development, Butlr typically completes build cycles in about six weeks, allowing the team to assess market traction and viability efficiently. The company has successfully launched multiple products, continuously seeking opportunities for growth and improvement in its offerings.

Guardian Agriculture specializes in developing autonomous electric vertical takeoff and landing (eVTOL) systems tailored for precision agriculture. Their innovative technology empowers farmers by providing automated aerial crop protection services, significantly enhancing operational efficiency while minimizing environmental impact. The eVTOL system utilizes lithium battery power to ensure safe and effective application over farm fields. Additionally, it captures valuable data to help farmers refine their chemical usage and improve crop sustainability. By integrating aerial utility services with precision agriculture, Guardian Agriculture aims to support growers in extending their operational reach and achieving more sustainable farming practices.

Chunk Foods makes clean-label, plant-based whole-cut products. Chunk Foods uses cutting-edge technology to create delicious and nutritious food while also protecting the environment. Chunk Foods' products are minimally processed and contain only a few healthy, identifiable ingredients.

Chunk Foods makes clean-label, plant-based whole-cut products. Chunk Foods uses cutting-edge technology to create delicious and nutritious food while also protecting the environment. Chunk Foods' products are minimally processed and contain only a few healthy, identifiable ingredients.

BuildBuddy offers enterprise solutions for developers utilizing Bazel, an open-source build system. The company's platform effectively captures essential data such as build logs, invocation details, target information, and artifacts, providing users with a comprehensive overview of each build process. Additionally, BuildBuddy enables remote build execution, available both on-premises and as a fully managed cloud service, facilitating faster software development and testing. Founded by Siggi Simonarson, BuildBuddy is headquartered in Palo Alto, California.

Array Insights is an IT firm that specializes in developing artificial intelligence-driven solutions for managing sensitive healthcare data. The company's platform facilitates the secure sharing of valuable and regulated patient and caregiver stories without compromising data ownership or privacy. By employing an encrypted analytics interface, Array Insights enables hospitals to connect data algorithms, ensuring compliance and security during research activities. This approach allows healthcare organizations to track and trace patient information securely while accelerating their research efforts. Founded in 2017 and based in Cambridge, Massachusetts, Array Insights focuses on empowering businesses to leverage proprietary data safely and effectively.

Labby Inc. is a technology company based in Cambridge, Massachusetts, founded in 2017. It specializes in developing a smartphone-based wireless optical spectrometer for testing milk composition, primarily serving farmers and dairy processors. The company's AI-driven cloud platform translates raw optical data into actionable insights for individual animals and entire herds, facilitating rapid mastitis detection and timely intervention. In addition to its primary focus on dairy, Labby's technology has applications in the beer and wine production industry, offering tools for counterfeit detection, quality control, and serving as a virtual brewmate for homebrewers. The platform also aids in monitoring spoilage along the supply chain, detecting adulterants and contamination, and tracking harvest cycles while providing meteorological data mapping for farm-level analytics.

ThruWave specializes in millimeter wave imaging technology, catering to various commercial and industrial sectors such as robotics, construction, and quality control. Founded in 2017 and based in Seattle, Washington, the company offers low-cost sensors that leverage patent-pending radar signal processing and GPU-accelerated image reconstruction techniques. ThruWave's technology enhances operational efficiency by allowing construction professionals to visualize the internal structures of walls, ceilings, and floors, thereby reducing risks and expediting workflows. Additionally, its solutions support inventory verification, shipment confirmations, and detection of packaging issues, enabling clients to automate processes such as counting contents and identifying damaged or missing items.

Augmental Tech develops technology that integrates with the human body that enables to access information without the use of hands. The company actively developing discreet hands-free interfaces for people with both situational and severe motor impairment. They want to help others to overcome the physical and sensory limitations of the body and see the mouth as unexplored real-estate for human-computer interaction. Augmental Tech enabling access to computers and increased autonomy for those living with paralysis of the upper extremities. They allowing interaction with a mobile device when constraints imposed by context prevent the use of hands. Augmental Tech was founded in 2019 and is based in Boston, Massachusetts, USA.

Brelyon, Inc. is a technology company based in Redwood City, California, founded in 2019. The company specializes in manufacturing headset-free virtual display screens that serve as an alternative to traditional multi-monitor setups and virtual reality headgear. Brelyon's innovative displays utilize proprietary depth modulation and light-field expansion technologies to deliver immersive experiences, allowing users to view expansive virtual screens with true optical depth. Their products are designed for various applications, including office environments, gaming, and teleoperations, and aim to enhance user interaction in both enterprise and metaverse contexts. Brelyon is positioned as a pioneer in developing solutions that eliminate the need for headsets, offering a unique viewing experience akin to looking through a large IMAX screen.

Butlr is a technology studio based in downtown San Francisco that specializes in developing software and AI-based solutions. The company focuses on an AI people-sensing platform that utilizes body heat to detect occupancy, headcount, body posture, and activity, providing real-time and historical spatial insights primarily for the healthcare and sustainable building sectors. Butlr's innovative sensor technology anonymously detects human presence through low-resolution thermal data combined with advanced AI and machine learning techniques. With a streamlined approach to product development, Butlr typically completes build cycles in about six weeks, allowing the team to assess market traction and viability efficiently. The company has successfully launched multiple products, continuously seeking opportunities for growth and improvement in its offerings.

Wise Systems Inc. develops autonomous dispatch and routing software that enhances delivery efficiency for various industries, including food, beverage, courier, energy, and field service. Founded in 2014 and based in Cambridge, Massachusetts, the company leverages machine learning algorithms to optimize last-mile operations. Its platform includes tools such as Scheduler, which dynamically creates and dispatches optimized route plans; Dispatcher, which allows managers to monitor delivery progress and driver performance; and Customer Portal, enabling recipients to track their orders with real-time ETAs. Wise Systems also offers Smart Reservation Management, allowing customers to select their preferred delivery times. Clients typically experience significant benefits, including reductions in mileage and late deliveries, as well as increased fleet utilization. The software processes millions of data points to make real-time decisions, facilitating efficient transportation operations while reducing costs.

Overjet, Inc. is a leading developer of artificial intelligence software designed to analyze dental clinical data, enhancing the quality of patient care in dental practices. Founded by experts from MIT and Harvard University in 2018 and based in Allston, Massachusetts, Overjet offers clinical optimization software that assesses practice performance and identifies growth opportunities. Additionally, its utilization software automates the review of claims to pinpoint over- and under-utilization, thereby facilitating appropriate patient care at reduced costs. The company's FDA-cleared technology serves as an objective standard for oral health decisions, enabling dentists to accurately detect pathologies and effectively educate patients. Through its innovative AI solutions, Overjet aims to empower dental providers and payers to improve patient outcomes in the dental industry.

Subskribe is an adaptive quoting, billing, and revenue platform tailored for modern SaaS companies. It offers a unified solution that eliminates silos and reconciliations from the quoting process to revenue generation. Collaborating with leading SaaS enterprises, Subskribe enables businesses to optimize revenue through innovative deal structures, including ramp-up engagements, mid-term upsells, and flexible discounts. This approach not only accelerates time-to-market but also drives top-line growth and reduces operational costs. The platform is built on a cloud-native architecture with microservices, providing benefits such as auto-scaling and containerization, which allow clients to effectively manage their recurring financial relationships with customers. Founded by industry veterans in quoting and billing software, Subskribe aims to empower SaaS companies in their growth and management strategies.

Atomic Machines specializes in the development of robotic manufacturing machines focused on micro-electromechanical systems (MEMS) micro- and nano-fabrication. The company has introduced an innovative approach to manufacturing that challenges conventional methods, allowing for cost-effective rapid prototyping and large-scale production. By enhancing the production capabilities for MEMS devices, Atomic Machines aims to support innovators and manufacturers within the technology sector, delivering significant economic advantages.

MitoLab is a biotechnology company building a scalable platform for mitochondrial genome engineering. It creates and sells products for use in non-clinical scientific research scenarios. The company’s products are designed to be used in non-clinical research projects assessing the utility of chemical compounds for mitochondrial medicine. Their customers range from multinational companies to individuals specializing in mitochondrial, metabolic, and anti-aging research. Founded by Fahim Farzadfard and Louis J. Kang in 2020 and is headquartered in Allston, Massachusetts, USA.

DeepCure Inc. specializes in drug discovery services powered by artificial intelligence. The company employs advanced algorithms for De-novo Lead Discovery, which analyzes drug candidates from a virtual library, and utilizes AI-driven Lead Optimization to enhance drug development processes. Additionally, DeepCure's proprietary database, MoIDB, is designed to maximize the scale, diversity, and synthesizability of the chemical search space. Founded in 2018 and based in Boston, Massachusetts, DeepCure aims to accelerate the development of innovative, first-in-class precision therapeutics that address unmet medical needs. The company combines deep learning algorithms with cloud computing to improve pre-clinical drug development, ultimately assisting scientists and healthcare professionals in creating more effective therapeutic molecules for various disease targets.

Dalang Health is a patient experience company that specializes in enhancing chronic disease management through an AI-based virtual health coaching platform. This platform effectively bridges the gap between care teams and patients, promoting increased compliance and access to health support. Utilizing machine learning technology, Dalang Health engages patients in managing their health risks by facilitating seamless interactions between mobile health and telehealth. The platform not only allows healthcare providers to monitor patient progress but also empowers patients to manage stress and take proactive steps in caring for their health. Through this innovative approach, Dalang Health aims to improve overall patient engagement and health outcomes.

Diligent Robotics Inc. is a company based in Austin, Texas, that develops and manufactures hospital service robots, specifically designed to assist clinical and nursing staff with logistical tasks. Its flagship product, Moxi, is a robotic assistant equipped with advanced mobile manipulation, social intelligence, and human-guided learning capabilities. Moxi works collaboratively with healthcare teams, allowing clinical staff to focus more on direct patient care, thereby enhancing patient satisfaction and improving the overall quality and safety of service. Founded in 2017, Diligent Robotics aims to integrate artificial intelligence technologies into everyday environments, supporting healthcare providers in dynamic and semi-structured settings.

Homestead is a development platform focused on transforming homeownership by creating opportunities for affordable housing in California. The company enables existing homeowners to become developers by utilizing their backyards for new housing projects. Through its innovative approach, Homestead offers homeowners the potential to earn significant income, ranging from $250,000 to $1.5 million, by constructing new homes that are priced approximately 25% below the market average. This model not only supports individual financial growth but also addresses the pressing need for more accessible housing options in the region.

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.

Chunk Foods makes clean-label, plant-based whole-cut products. Chunk Foods uses cutting-edge technology to create delicious and nutritious food while also protecting the environment. Chunk Foods' products are minimally processed and contain only a few healthy, identifiable ingredients.

Primitives is a public benefit company based in San Francisco, California, specializing in the engineering of advanced biomaterials aimed at mitigating food waste and plastic pollution. The company focuses on manufacturing biodegradable plastics that are designed to help users reduce their environmental impact. Primitives develops environmentally sustainable materials that can be adapted for various applications, producing bioplastic products with innovative properties such as advanced sensing, display capabilities, and enhanced biodegradation. Through its efforts, Primitives seeks to provide effective solutions for businesses looking to address the challenges of plastic pollution.

Rune AI Inc. offers a mobile application designed to enhance the gaming experience for mobile gamers by connecting them through voice chat and facilitating the formation of teams. The platform, known as Rune, utilizes artificial intelligence to match players based on similar trophies and shared languages, enabling users to find compatible teammates effortlessly. In addition to matchmaking, Rune allows players to track their gaming statistics and earn rewards such as brawl boxes. Incorporated in 2018 and headquartered in Cambridge, Massachusetts, Rune AI Inc. aims to redefine how mobile gamers connect and collaborate, creating a more engaging community for shared gaming experiences.

Figur8, Inc. is a Boston-based company that specializes in developing advanced wearable sensors to monitor body movement as a biomarker for musculoskeletal (MSK) conditions. Founded in 2016 as a spin-off from MIT, Figur8 combines smart biosensors, intuitive software, and artificial intelligence to analyze MSK health data. The technology captures three-dimensional skeletal movement and muscle output, allowing for objective assessment of musculoskeletal performance and recovery. This innovative solution provides valuable insights throughout the entire care process, from injury to full recovery, ultimately reducing healthcare costs, improving access to treatment, and empowering patients to manage their own MSK health effectively.

Fathom is a company that specializes in creating hologram-like 3D experiences through the use of standard printers, inks, and media. Founded in 2014 and based in Boston, Massachusetts, Fathom enables users to print unique patterns on clear film, allowing 3D objects to reappear and extend significantly beyond the thickness of the film. This innovative approach to printing provides a distinctive solution for visual experiences, enhancing the capabilities of traditional printing technologies.

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.

OPT Industries is a digital manufacturing company founded in 2019 by Jifei Ou in Cambridge, Massachusetts. The company specializes in designing and mass-producing precision-engineered products at the micron scale, leveraging a combination of advanced machinery, software, and design expertise. OPT Industries offers its clients the ability to develop innovative product concepts and efficiently transition them to commercialization with rapid and scalable production capabilities. By providing high-quality products with shortened lead times, the company caters to globally recognized brands seeking to enhance their offerings through precision manufacturing solutions.

Unit is a digital labor advisor for unionizing, consisting of an organizing app, educational materials, and professional staff guidance. It also provides workers with the knowledge and skills they need to form their own labor unions and create more equitable workplaces.

Elroy Air, Inc. is an aerospace and logistics company based in San Francisco, California, founded in 2016. The company specializes in autonomous aircraft systems designed for aerial cargo delivery, focusing on long-distance transport of heavy cargo. Its innovative air cargo system utilizes rotor-based vertical takeoff and landing (VTOL) technology, transitioning to wing-based cruise flight for efficient long-range delivery. Elroy Air serves various sectors, including commercial shipping, humanitarian aid, and military applications, providing solutions for the middle mile of logistics. Its delivery drones are capable of transporting modular pods loaded with significant amounts of cargo, making them suitable for rapid resupply in challenging environments and offering immediate aid in regions with underdeveloped infrastructure. This technology aims to enhance business-to-business express delivery while reducing costs and environmental impact compared to traditional aircraft.

Pathr.ai is a developer of an AI-powered spatial intelligence platform that transforms how businesses understand and interact with their physical environments. By leveraging existing infrastructure, the platform delivers real-time insights into customer activities within physical venues. This technology uncovers hidden patterns from stored data, enabling brick-and-mortar operators to enhance customer experiences and optimize sales strategies. With its capabilities, Pathr.ai empowers retailers to gain a deeper understanding of their stores at scale, facilitating improved responsiveness to customer needs across various sectors.

Graviky Labs specializes in capturing carbon emissions from vehicle exhausts and converting them into usable products. The company has developed a device that retrofits onto fossil fuel-based vehicles, such as cars and trucks, to capture pollution before it is released into the atmosphere. The collected emissions are processed and transformed into inks, paints, and coatings, as well as solutions like ethylene and ethanol. By recycling these pollutants, Graviky Labs aims to provide sustainable alternatives while contributing to environmental preservation.

Wise Systems Inc. develops autonomous dispatch and routing software that enhances delivery efficiency for various industries, including food, beverage, courier, energy, and field service. Founded in 2014 and based in Cambridge, Massachusetts, the company leverages machine learning algorithms to optimize last-mile operations. Its platform includes tools such as Scheduler, which dynamically creates and dispatches optimized route plans; Dispatcher, which allows managers to monitor delivery progress and driver performance; and Customer Portal, enabling recipients to track their orders with real-time ETAs. Wise Systems also offers Smart Reservation Management, allowing customers to select their preferred delivery times. Clients typically experience significant benefits, including reductions in mileage and late deliveries, as well as increased fleet utilization. The software processes millions of data points to make real-time decisions, facilitating efficient transportation operations while reducing costs.

Canopy uses on-device machine learning to discover sights, sounds, and stories to inspire your life. The company is taking a new approach to personalized discovery. One that doesn’t require knowing every action you take or every preference you have. Your personal data stays on your phone, in your hands. Canopy doesn’t see your personal information or track your behavior. The company's app looks at things you like—songs you’ve played, places you’ve explored, articles you’ve read and loved—and makes a summary of your tastes. This vector can’t be reverse engineered to identify you or your personal preferences. Most importantly, nothing but this unidentifiable summary leaves your phone. Canopy uses this anonymized summary, along with other anonymized summaries, as a roadmap to find content you’ll enjoy. We then share these picks back to you in your app each day.

Spatial Systems, Inc. offers an augmented workplace platform designed to enhance communication and collaboration among users. Founded in 2016 and headquartered in New York, the company enables users to conduct meetings with spatial audio and 3D telepresence, facilitating a more immersive experience. Additionally, Spatial's platform allows for the sharing and organization of various digital content, including 3D models, videos, documents, images, and websites. The focus of the company is to transform how people work by creating a collective computing environment that fosters creativity and productivity. Spatial has attracted investment from notable firms and individuals, positioning itself as a leader in the augmented reality and virtual reality space.

Ramona develops advanced microscopy tools designed to enhance cellular-level research by capturing detailed images over vast areas. The company's innovative microscope employs custom control electronics to efficiently process large volumes of image data from multiple micro-cameras, allowing researchers to capture and analyze extensive gigapixel datasets. This capability not only provides a wider field of view but also enables synchronous data capture, allowing for real-time observation of cellular processes. By offering a new perspective on cellular dynamics, Ramona's technology empowers researchers to make more informed decisions quickly and effectively.

Spansive is a company that specializes in wireless charging technology aimed at addressing the common challenge of charging multiple devices simultaneously. Founded in 2015 and based in San Francisco, California, Spansive offers a device designed with touch materials, laser-etched aluminum, and an anti-slip lining. This innovative charger is also equipped with USB ports to accommodate older phone models, providing users with a safe and efficient charging solution. Through its focus on convenience and functionality, Spansive seeks to enhance the user experience in everyday charging needs.

Pienso Inc. is a machine learning platform based in Brooklyn, New York, that specializes in transforming text data into actionable insights. Established in 2016, the company employs innovative lensing techniques to enhance both algorithms and user interactions, creating a real-time system for validation and adaptation. Its platform is designed specifically for non-programming analysts, researchers, and domain experts, allowing them to create and train machine learning models independently, without requiring external assistance. By providing feedback loops between users and machine analysis, Pienso facilitates improved data mining, prediction, and the visualization of associations, ultimately empowering its clientele to derive meaningful insights from their data.

Enigma is a San Francisco-based company that specializes in cloud software development kits (SDK) designed to protect data-in-use. It automates and streamlines business operations, particularly for financial institutions, by facilitating compliance with anti-money laundering regulations, detecting credit card fraud, and optimizing insurance premium pricing. Enigma employs advanced privacy technologies to create a platform for scalable, end-to-end decentralized applications. A key innovation is the introduction of secret contracts, which are smart contracts that enable the use of private and sensitive data within decentralized applications and services. This combination of features enhances data sharing, access control, and secure data processing for various business needs.

Graviky Labs specializes in capturing carbon emissions from vehicle exhausts and converting them into usable products. The company has developed a device that retrofits onto fossil fuel-based vehicles, such as cars and trucks, to capture pollution before it is released into the atmosphere. The collected emissions are processed and transformed into inks, paints, and coatings, as well as solutions like ethylene and ethanol. By recycling these pollutants, Graviky Labs aims to provide sustainable alternatives while contributing to environmental preservation.

Move38 is a manufacturer of innovative tabletop games that aim to challenge minds and inspire curiosity. The company specializes in developing games that incorporate digital components, allowing them to think independently, communicate with one another, and respond to user interactions. This design approach enhances the gaming experience by creating a more engaging and interactive environment for players. Move38's offerings include not only games but also creative coding and custom software solutions, promoting hands-on play and exploration.

Tulip Interfaces, Inc. specializes in creating applications for the manufacturing industry that enhance shop floor operations. Founded in 2012 and based in Somerville, Massachusetts, the company offers a no-code platform that allows organizations to integrate data from various sources, including sensors and existing equipment. This integration facilitates the creation of digital work instructions and provides real-time visibility into operations, including the performance of personnel and machinery. Tulip serves a diverse range of industries, including consumer electronics, pharmaceuticals, apparel, and medical devices, helping companies improve productivity, quality, and operational efficiency. By leveraging advanced technologies such as intelligent hardware sensors, computer vision, and machine learning, Tulip's platform enables organizations to digitally transform their operations and achieve better end-to-end traceability.

Waylens, Inc. is a Boston-based company that specializes in developing advanced camera systems for vehicles. Founded in 2014, Waylens designs technologies that capture and enhance driving experiences by integrating data from various sensors to produce high-quality videos. Their camera systems connect to a vehicle's OBD computer via Bluetooth, allowing for the collection of critical performance data alongside video footage. Additionally, Waylens offers fleet tracking solutions that provide insights into driver and vehicle performance, helping clients manage costs while maintaining an effective video library and performance metrics. The company's innovative approach combines video security with real-time learning, catering to both individual automotive enthusiasts and fleet management needs.

Ori is a smart space company that specializes in creating multi-functional, robotic-powered interior solutions to maximize living areas. By collaborating with real estate developers, builders, property managers, and architects, Ori aims to optimize the use of space in urban environments, making them more flexible, intelligent, sustainable, and affordable. The company focuses on transforming traditional living spaces into expandable apartments and semi-furnished studios that allow residents to adapt their environments according to their needs. Through innovative robotics that integrate architecture and design, Ori unlocks the potential for programmable spaces, which not only enhances the living experience for residents but also enables real estate developers to achieve higher revenue per square foot while offering affordable rents.

Amino Labs Inc. is a biotechnology company founded in 2015 and based in Canada that focuses on making genetic engineering accessible to a wider audience. The company has developed an intuitive bioengineering mini-lab, a compact continuous bioreactor designed to facilitate bacterial transformations and the continuous growth of various cultures. This user-friendly equipment allows individuals, including those as young as eight, to experiment with genetic engineering, fostering a new generation of bioengineers. The bioreactor serves as a countertop-sized laboratory, providing educational opportunities to learn about DNA, genes, and cell theory, while enabling users to create a diverse range of products, including fragrances, flavors, materials, and medicines. By democratizing access to biotechnology, Amino Labs aims to contribute to personalized manufacturing and address significant global challenges related to food, fuel, and medicine.

Sync Project is a company focused on developing personalized music therapeutics that leverage algorithmically-generated music to enhance health and well-being. The company offers a music delivery bot that learns individual user preferences and curates playlists tailored to their current mood. This approach aims to provide music as a form of precision medicine, with potential applications in improving relaxation and sleep quality by aligning music with users' natural rhythms. Sync Project was acquired in February 2018 and continues to explore the scientific measurement of music's impact on health.

Soofa is a female-founded company established in 2014, originating from MIT and Harvard. It specializes in enhancing urban environments by integrating technology into public spaces to improve citizen engagement and experiences. The company develops solar-powered digital kiosks and smart signboards that serve as outdoor advertising platforms for city planners and local businesses. Soofa's digital signs display community-related content, local events, and real-time transit updates, fostering a connection between residents and their neighborhoods. Additionally, the Soofa Talk platform allows community members to contribute content to the signs, ensuring diverse voices are represented in public communication. Through its innovative approach, Soofa aims to make cities smarter, more social, and sustainable.

Formlabs Inc. is a company that designs and manufactures advanced 3D printing systems targeted at engineers, designers, and artists. Established in 2011 and headquartered in Somerville, Massachusetts, Formlabs offers a diverse range of products, including the Form 3, Form 3B, and Form 3L printers, all utilizing Low Force Stereolithography (LFS) technology. The company also provides post-processing solutions such as Form Wash and Form Cure, as well as the Fuse 1 SLS 3D printer and the Form Cell manufacturing solution. Formlabs develops high-performance materials for various applications in industries like dental, healthcare, jewelry, and education. Its PreForm software facilitates the preparation of models for printing, making it a preferred choice among professionals worldwide. With additional offices in Germany, Japan, China, Singapore, Hungary, and North Carolina, Formlabs continues to innovate in the field of 3D printing, enhancing the capabilities of digital fabrication.

Sourcemap Inc. specializes in supply chain visualization solutions, offering software that enables organizations to map, monitor, and optimize their supply chains. Its primary product, Sourcemap for Enterprise, is a software-as-a-service platform that facilitates supplier collaboration, compliance, and traceability. This solution is utilized by a variety of sectors, including retail, manufacturing, life sciences, food and beverage, and consumer goods. Additionally, Sourcemap provides Sourcemap Free, an open platform that allows users to publish supply chain maps online. Founded in 2007 and based in New York, the company aims to help businesses mitigate social, environmental, and financial risks through enhanced transparency and operational efficiency. By employing advanced database technology and visualization algorithms, Sourcemap empowers organizations to evaluate risks and improve decision-making within their supply chains.

Bytez is a New York-based company that specializes in providing a platform for developers and data scientists to access machine learning research and resources. Founded in 2018, Bytez aims to simplify the process of finding, understanding, and utilizing open-source AI technologies. The platform offers features such as personalized AI feeds, interactive content, and access to a variety of datasets and source AI models. By enabling teams to discover, demo, and deploy AI solutions more efficiently, Bytez helps organizations compare and run large AI models at scale, ultimately saving time and reducing costs.