Pre Seed Stage fund (formerly Ryerson Futures)

Momenta is the leading Industrial Impact® venture capital firm, accelerating industrial innovators across energy, manufacturing, smart spaces, and the supply chain. For over a decade, our team of deep industry operators has helped scale industry leaders and innovators to improve critical industries, the environment, and people's quality of life. PitchBook has ranked Momenta as one of the ten best-performing venture capital firms for 2023 in its prestigious Global Manager Performance Score League Tables, and the firm is the only European-headquartered VC to secure a Top 10 spot on the list.

Momenta

Plug and Play is a seed and early-stage investor focused on great teams leading emerging growth companies.  Plug and Play runs 12 industry-specific accelerator programs twice a year, that acts as a platform for major corporations and high quality startups to connect and collaborate.  Located in the heart of Silicon Valley, Plug and Play participates in Seed, Angel and Series A funding where they often co-invest with their strategic partners. Through years of experience and as part of their network, Plug and Play has put together a world-class network of serial entrepreneurs, strategic investors, and industry leaders who actively assist the firm with its successful and growing investment portfolio.  SEED ROUND. Plug and Play participates in seed round investing through a program called Startup Camp. Startup Camp is a 10-week program based in Silicon Valley for top-notch entrepreneurs to work intensively on building out their business model. Select startups will refine their business models and prototypes with help from a combination of structured workshops, speaker series and mentorship sessions, as well as active coaching from their investment team. At the culmination of Startup Camp, founders will have crystalized their business plans and pitched their company to the venture capital community at EXPO Demo Day.''  ANGEL ROUND Plug and Play makes angel round investments throughout the year, sourced from their monthly Plug and Play Angels (PAPA) sessions. They are partnered with local angel investors in Silicon Valley who participate in PAPA to find the most promising startups and best new technologies.  SERIES A. Series A typical Series A round is in the range of $2 million to $10 million, and is intended to provide operating capital for the company for six months to two years. This round capitalizes the company as it develops its products, performs initial marketing and branding, acquires talent, and conducts other early-stage business operations. It is in this stage that Plug and Play will co-invest with over 180 venture capital partners.  Plug and Play has helped grow market leaders such as PayPal, Danger, Google, DropBox, LendingClub, Zoosk, SoundHound, CreditSesame, Skytree, and has over 400 more early-stage startups in its portfolio.

Plug and Play

MaRS Investment Accelerator Fund (IAF) is an early stage venture capital firm based in Toronto. Since 2008, we have partnered with over 150 companies built by extraordinary founders. For more information, please visit www.marsiaf.com

MaRS Investment Accelerator Fund

The DMZ at Ryerson University is a business incubator for tech startups in Canada. It helps startups build businesses by connecting it with customers, capital, experts, and a community of entrepreneurs and influencers. This means creating an environment where people can focus on scaling businesses. The DMZ at Ryerson University was founded on 2010 and is headquartered in Toronto, Canada.

Alchemist is a venture-backed accelerator focused on accelerating the development of seed-stage ventures that monetize from enterprises (not consumers). CB Insights rated Alchemist the top accelerator in 2016 based on the median funding rates of its grads (YC was #2). The accelerator’s primary screening criteria is on teams, prioritizing having distinctive technical co-founders. The organization provides seed investment into companies it admits (typically $36K), and provides founders a structured path to traction, fundraising, mentorship, and community throughout a 6-month program. The company's backers include many of the top corporate and VC funds in the Valley -- including Khosla Ventures, DFJ, Cisco, GE, next47(Siemens), and Salesforce, among others—the accelerator seeds around 75 enterprise-monetizing ventures/year. Notable alumni include LaunchDarkly, Rigetti Quantum Computing, mPharma, Matternet, and Mightyhive.

Alchemist Accelerator

NetApp Excellerator program is designed to help start-ups create innovative, world-class products and solutions that are market ready.

NetApp Excellerator

Mitsubishi Corporation (MC) is a global integrated business enterprise that develops and operates businesses across virtually every industry including industrial finance, energy, metals, machinery, chemicals, living essentials, and environmental business. MC's current activities are expanding far beyond its traditional trading operations as its diverse business ranges from natural resources development to investment in retail business, infrastructure, financial products and manufacturing of industrial goods.

Mitsubishi Corporation

Belden is a world-class manufacturer of signal transmission products - primarily for the entertainment, residential, industrial and security markets. Belden is one of the largest U.S.-based manufacturers of high-speed electronic cables and focuses on products for the specialty electronics and data networking markets, including connectivity.

Belden

Litmus Automation

Litmus is an IIoT company that enables data collection, analytics, and management with an Intelligent Edge Computing Platform for Industrial IoT. It provides the solution to transform critical edge data into actionable intelligence that can power maintenance, machine learning, and artificial intelligence. The company's vision is to enable organizations who envision the implementation of Internet of Things (IoT) to seamlessly connect their devices to applications that can generate business value from that data.Litmus Automation was founded in 2013 and is headquartered in San Jose, California.

Litmus is an Internet of Things (IoT) company that enables data collection, analytics, and management with an Intelligent Edge Computing Platform for industrial IoT (IIoT).&nbsp;

Generating, collecting, and analyzing enterprise data will never be the same.

Edge Computing

Litmus offers industrial IoT solutions to connect manufacturing assets and collect data to generate operational insights for asset condition monitoring, overall equipment effectiveness, and predictive maintenance. Data is collected from a range of sources including programmable logic controllers (PLC), supervisory control and data acquisition (SCADA), manufacturing execution systems (MES), and sensors to be fed into AI and machine learning models. This is then sent as ready-to-use data to any cloud or enterprise application. The platform is pre-loaded with 250+ drivers and requires no programming. The Litmus IIoT platform can be employed at the edge, in the cloud, or using a combination of both.

Using data and automation to achieve 24/7 production.

Smart Factory

Litmus

Litmus Automation CEO Vatsal Shah Named 'IoT CEO of the Year' by IoT Breakthrough Awards

Azure

To enable seamless data connectivity from edge to cloud, empowering manufacturers to achieve new levels of productivity and efficiency through the integration of Litmus Edge with Microsoft Azure IoT Operations at the Microsoft Ignite conference.

Companies that provide software that facilitates analytics, cyber security, and IoT at the edge.

Siemens

To bring IoT Edge Computing solutions to manufacturing customers

Litmus is an Internet of Things (IoT) company that enables data collection, analytics, and management with an Intelligent Edge Computing Platform for industrial IoT (IIoT).&nbsp;It provides solutions to transform edge data into intelligence which can enable maintenance, machine learning (ML), and artificial intelligence (AI). The platform also offers a local database in addition to analytics, improving batch long-term analytics on the edge. Litmus also offers a range of integrations to benefit its clients, including those with leading cloud providers (including Azure and AWS), big data platforms, and enterprise software providers&nbsp;Key customer and partnerships&nbsp;Litmus partnered with Sunlight in October 2022 to simplify industrial IoT deployment. In April 2022, a collaboration with WPI expanded the global supply chain. The June 2021 partnership with Google Cloud aimed to offer an integrated edge-to-cloud solution for smart manufacturing, showcasing its commitment to innovation.The company has looked to expand through partnerships, such as its partnership with Oden Technologies (IIoT and analytics company) entered into in September 2020, which brings Oden's big data compute engine and ML capabilities to the Litmus platform to offer a IIoT solution for smart manufacturing. Litmus has also partnered with Google Cloud to develop AI capabilities at the edge with 5G and also enable solutions for smart manufacturing by integrating machine level data from Litmus, with Google Cloud’s analytics, AI, and machine learning.Furthermore, in November 2020, Litmus announced a partnership with Industrial IoT Solutions, an IT solutions distributor, to distribute its products in Brazil and provide Portuguese technical support. The partnership intends to link OT and IT to help Brazilian and Latin American enterprises improve their performance.

DC Blox offers edge colocation centers, including disaster recovery services, mainly targeting the underserved markets in the southeastern region of the US. Its clients range from enterprises, cloud providers, government entities, and educational institutions, among others. DC Blox connects users to any destination globally through its private network and ecosystem of global communication partners.DC BLOX’s data centers are located in Birmingham, AL; Huntsville, AL; Chattanooga, TN; Greenville, SC, and Myrtle Beach, SC, with others in development near Atlanta and Berkeley County, SC as of March 2024.In 2023, DC Blox embarked on an <a href="https://finance.yahoo.com/news/dc-blox-set-build-hyperscale-133500449.html">expansion strategy</a>, with the development of a hyperscale-ready data center campus in Rockdale County, Georgia, being one of the latest and most significant projects. This new campus was set to feature a sprawling 750,000 sq ft space with a total power capacity of 216MW, supplied by Georgia Power. The project was designed to include a dark fiber ring around the Atlanta metropolitan area, enhancing the connectivity for its tenants and bolstering the company's network infrastructure.Funding and financialsDC Blox raised USD 187 million in funding from Post Road Group and Bain Capital Credit, in March 2021. It aims to use the funds to refinance existing credit facilities, add liquidity to its balance sheet, and expand data center capacity in new and existing locations.

DC Blox

Edgeworx offers the Eclipse ioFog Engine, an application platform that turns hardware into an intelligent edge node. The company allows users to extend their cloud to the edge and run and monitor microservices from any infrastructure. It caters to both developers and operations users to uniformly manage hardware and software.In November 2023, Edgeworx, <a href="https://sp-edge.com/companies/728459">launched Edgeworx Cloud</a>, an enterprise-grade edge computing platform, on the Google Cloud Marketplace. The platform enables enterprises to deploy and manage containerized edge applications from any network without needing to operate their own Kubernetes clusters. It provides secure data management across edge devices, micro-services, hosts, and clients, as well as a hardware-agnostic agent for synchronizing deployments of heterogeneous fleets.Key customers and partnershipsEdgeworx's technology benefits from a range of partners including Docker, Kubernetes, Microsoft, and Red Hat, among others.

Edgeworx

Crosser offers a real-time analytics platform for enterprise Internet of Things (IoT), primarily for industrial IoT (IIoT).The Crosser Platform enables real-time processing of streaming or batch data, to enable industrial IoT, data transformation, analytics, automation, and integration, all to improve the utilization of industrial assets. The platform moves machine data into the cloud while also enabling edge analytics, hybrid integration, and factory floor integration.Key customers and partnershipsCrosser has a robust portfolio of partnerships with leading technology, AI, and ML providers. Some of its notable partners are AWS, Microsoft, SAP, Agora, Oracle, IFS, Siemens, ZEDEDA, and Intel.Funding and financialsIn March 2021, Crosser raised EUR 3 million (~USD 3.6 million) in Venture funding led by NTT DOCOMO Ventures and Montan-Ventures-Saar, with existing investors Industrifonden, Spintop Ventures, 42 Cap, Almi Invest, and Norrlandsfonden also participating.

Crosser

Zededa was founded in 2016 and came out of stealth in 2018 to offer an open edge ecosystem to provide visibility, control, and security when deploying apps remotely on the edge, regardless of the hardware used. The company commercially launched its remote management software in January 2021. The platform allows developers to avoid vendor lock-in and additionally offers support for industries facing more complex edge applications. Moreover, Zededa allows enterprises to mix old and new technology seamlessly, making it for industries like surveillance. The red company has an office in Pune, India, in addition to its headquarters in San Jose, California.In July 2023, the company released a suite of edge application tools including “Edge Access,” which provides access controls and audit tracing for edge deployments. Users can remotely access edge devices from any location at any time without requiring backend configuration or specialized skills.<a href="https://sp-edge.com/updates/24108">In November 2023,</a> the company announced a new service named ZEDEDA Edge Kubernetes Service, offering a fully managed Kubernetes service for distributed edge.Key customers and partnershipsThe company has a substantial customer base, with numerous Fortune 500 enterprises spanning various industries like manufacturing, renewable energy, telecommunications, and healthcare. Prominent clients include Rockwell Automation, Emerson, Agora, and VMware.Zededa collaborates with leading technology firms through its global ZEDEDA marketplace, granting partners direct entry to edge operations teams. This marketplace facilitates swift scalability for customers across thousands of edge devices with one-click deployments, eliminating the need for extensive professional services. Notable partners encompass Microsoft, Suse, Juniper Networks, AWS, Rafay Systems, Aviatrix, Fortinet, and more.Through Zededa's technology partnerships, customers can procure hardware devices and have them shipped directly to their intended destinations. This adaptable approach reduces solution expenses and empowers technology providers to offer optimal value to their clientele. Noteworthy partners in this initiative comprise Dell, Supermicro, HP Enterprise, Equinix, and others.During 2023, Zededa collaborated with Applied Digital in August, a company specializing in advanced digital infrastructure for High-Performance Computing, to use ZEDEDA's management and orchestration software. In May, it also partnered with Avassa, a container management platform tailored for edge environments, to facilitate comprehensive orchestration across the entire stack, ensuring security and visibility from hardware to edge applications.Zededa is also a part of multiple industry consortiums to use edge computing to address emerging issues faced by the energy industry. These collaborations include the OSDU Forum as well as LF Energy and Project Alvarium, which are part of the Linux Foundation (a non-profit group to standardize and support the adoption of Linux). In December 2022, the company extended its partnership with Emerson to integrate its edge application management and orchestration solution into Emerson’s DeltaV automation system. This would in turn enable Emerson’s customers to extend this automation system into the distributed edge.Funding and financialsIn <a href="https://sp-edge.com/updates/26448">February 2024</a>,it raised USD 72 million in a Series C funding round led by Smith Point Capital, with participation from Hillman Company, LDV Partners, Endeavor Catalyst Fund, Juniper Networks, and others. The funds were directed toward expanding sales and marketing endeavors and speeding up R&amp;D.In January 2023, the company announced that it had grown its annual revenue growth by 300%, and nodes under management by 250% over the previous year.

Zededa

SmartCone Technologies Canadian company specializes in developing Internet of Things (IoT) based safety and monitoring solutions.It mainly offers its services for securing dangerous worksites, controlling bicycle lane traffic, managing vehicle fleets, monitoring traffic incident scenes, crowd control, and site security surveillance, among others. Its devices range from wearables and torches, to constellation positioning systems.In July 2022 SmartCone Technologies announced HeatGuardian, a spin-off company dedicated to providing applications and micro-climate weather stations to calculate localized heat exposure to aid individuals and workers in staying safe during periods of hot weather. This initiative was undertaken in partnership with the Human and Environmental Physiology Research Unit at the University of Ottawa.Key customers and partnershipsThe company mainly caters to customers in the mining, logistics, and energy industries. Some notable customers are Nokia, IBM, DHL, and Exelon.In November 2021, the company partnered with the Centre for Integrated Transportation and Mobility (CITM) to build a database architecture and platform that would capture data from all Smart Mobility Networks, both 4G &amp; 5G elements, Intelligent IoT Nodes, C-V2X device, IoT devices, and other sensors installed on the Smart Mobility Networks.In January 2021, AutoGuardian by SmartCone became one of 37 firms in automotive company AISIN Group’s “open innovation initiatives.” This was in response to AutoGuardian’s successful proof of concept relating to vehicle-to-infrastructure (V2I) technology. AutoGuardian uses a SmartConeTM device, equipped with a camera, AI, radar, and onboard edge computing to offer non-line-of-sight alerts by using data such as vehicle speeds, vehicle and pedestrian count, and behavior estimations.Funding and financialsIn April 2019, Smartcone received CAD 187,500 in Debt Financing backed by FedDev Ontario.

SmartCone Technologies

Companies that provide software to enable users to run their applications at the edge.

Companies that produce hardware and infrastructure such as routers and servers that are not embedded on devices.

Companies that produce embeddable hardware, including microchips, that allow devices to transmit and process data.

Companies that provide software used in data centers to carry out operations effectively.

Companies that offer datacenter infrastructure to facilitate edge computing, including micro data centers deployable to more strategic locations.

Some players in the embedded hardware segment offer microprocessors for running GenAI applications at the edge of enterprise networks

Most companies operating in this industry operate under a B2B SaaS model

Includes companies that support AI/ML workloads and offer IoT data management

All companies in this industry offer edge computing solutions

Offers solutions for managing IoT device data on the edge of users' networks

Includes micro processor manufacturers that particularly target AI workloads for the edge

Many service providers partner with telecom services to leverage 5G to reduce edge application latency

Litmus offers industrial IoT solutions to connect manufacturing assets and collect data to generate operational insights for asset condition monitoring, overall equipment effectiveness, and predictive maintenance. Data is collected from a range of sources including programmable logic controllers (PLC), supervisory control and data acquisition (SCADA), manufacturing execution systems (MES), and sensors to be fed into AI and machine learning models. This is then sent as ready-to-use data to any cloud or enterprise application. The platform is pre-loaded with 250+ drivers and requires no programming. The Litmus IIoT platform can be employed at the edge, in the cloud, or using a combination of both.Furthermore, the platform offers a local database in addition to analytics, improving batch long-term analytics on the edge. Litmus also offers a range of integrations to benefit its clients, including those with leading cloud providers (including Azure and AWS), Big Data platforms, and enterprise software providers.Key customers and partnershipsLitmus claims that the platform generates millions of data points across hundreds of customers in 500+ plants and sites. The company’s customers include Google Cloud, Dell Technologies, HPE, Hitachi, Mitsubishi, and other global Fortune 500 companies. Litmus had 75+ partners as of October 2022 as system integrators, managed service providers, resellers, and cloud partners.Some of its partners are Google, Dell, Intel, Hitachi Vantara, Mitsubishi, and Atos. In October 2022, Litmus partnered with Sunlight, an edge computing infrastructure company, to collaborate on solutions for simplifying industrial IoT deployments. It also partnered with WPI, a Taiwanese semiconductor distributor, in April 2022, to distribute its edge platform via WPI’s resellers in the Asia Pacific region.

Avathon (formerly SparkCognition) offers a suite of AI-powered data analytics solutions for businesses, specializing in the industrial sector. The company’s offerings include: 1) Industrial AI Suite, which enables users to connect datasets with configurable AI models, identify and contextualize risks to equipment, analyze maintenance actions, monitor performance, and visualize multi-asset systems, without requiring coding experience, and 2) Visual AI Advisor, which leverages computer vision to analyze real-time data from existing camera infrastructure for a number of different use cases, such as safety monitoring, visual inspection, and machine monitoring.&nbsp;In May 2023, the company launched the Generative AI Suite, a solution specifically tailored for the industrial sector, which enables users to build and deploy custom large language models (LLMs) on either private or on-premise cloud environments. Users also autonomously augment data sets by generating text, images, audio, and other signals and create imagery for use in simulated real-world environments. It claims to&nbsp;reduce the foundational information needed for decision-making by up to 20x.Since 2021, the company has acquired a number of companies to further develop its product offering. This includes Indian visual AI startup&nbsp;<a href="https://sp-edge.com/updates/9370?industryIds=6">Integration Wizards</a> (March 2022) to expand its intellectual property (IP) portfolio to improve vision capabilities as well as digital knowledge platform Maana (July 2021), software developer for the renewable energy industry Ensemble Energy (May 2021), and financial technology company AIM2 (February 2021).&nbsp;<a href="https://sp-edge.com/updates/34997">In October 2024,&nbsp;</a>Avathon unveiled a new system-level AI platform that provides solutions for managing and monitoring critical industrial infrastructure. The AI platform addresses various industrial issues, including maximizing the uptime of capital-intensive assets, enabling efficient manufacturing ramp-up, and ensuring worker safety in industrial settings.&nbsp;Key customers and partnershipsSparkCognition’s clientele comprises large companies such as Boeing, Hitachi, and British Petroleum. It has also built partnerships with Google for cloud platform services, Hewlett-Packard Enterprise to offer AI predictive maintenance on HPE Edgeline Converged Edge Systems, and OSIsoft to integrate SparkCognition’s machine learning technology with OSIsoft’s PI system to improve data and process data analytics.&nbsp;

Avathon

Sight Machine offers a manufacturing data platform that captures and contextualizes data from factories to deliver a system-wide view of the manufacturing process as well as individual assets. The platform transforms raw plant data as well as data from machines of various manufacturers into a standardized data foundation and provides actionable insights for a range of use cases such as predictive maintenance, quality improvement, and capacity utilization. Users can analyze all assets, data sources, and processes by creating digital twins, thereby improving processes, quality, and productivity.&nbsp;In October 2022, Sight Machine introduced <a href="https://sp-edge.com/updates/13696?industryIds=6">Blueprint</a>, a tool developed in collaboration with NVIDIA and Microsoft, which uses AI for high-speed, automated data labeling. The company claims that this solution enables manufacturers to analyze up to 100x more of their data than traditional methods.&nbsp; Key customers and partnershipsSight Machine caters to at least 15 verticals, such as food and beverage, electronics, and automotive. Its global clientele includes Fortune 500 companies such as Nissan, Heineken, Westrock Co., and Asian Paints.&nbsp;<a href="https://sp-edge.com/updates/21955">In September 2023</a>, Sight Machine partnered with LS Electric, a power and automation solutions provider, to create an AI-driven Big Data analytics platform tailored for the manufacturing and energy sectors. In December 2023, the company went on to partner with Teamviewer, a remote collaboration solutions provider, to offer a joint product that combines the latter’s remote connectivity and industrial AR solutions with its real-time data and analysis for industrial processes.&nbsp;Sight Machine has established partnerships with large global companies such as Microsoft, Google, Databricks, Siemens, and AWS to integrate with their data analytics platforms and Fujitsu to help with wide deployments. In July 2023, the platform also became a certified Microsoft Cloud for Manufacturing partner and released Factory CoPilot, integrating its Manufacturing Data Platform with Microsoft Azure OpenAI Service to offer GenAI capabilities for manufacturing analysis and real-time insights. The company went on to launch the<a href="https://sp-edge.com/updates/33441"> Sight Machine connector for Databricks</a> (in September 2024), to integrate its manufacturing data platform with the latter’s data intelligence platform.

Sight Machine

Overview offers smart cameras and AI to enable users to monitor manufacturing equipment and robots and identify defects in real time before significant damage or downtime is incurred. The technology has a repository of machine data so that there is a traceable visual record of all units.&nbsp;With AI, the cause of production issues and quality concerns can be identified either on-site or remotely. The company claims over time, the deep learning computer vision algorithms allow for any sudden substantial increases in production and improved yields. Moreover, it reportedly offers 100% visual traceability and an over 99.9% uptime.&nbsp;Key customers and partnershipsAs of September 2024, the solution was used by a number of enterprises, including Schaeffler, ThermoFischer, Honda, Caterpillar, and Tyson.&nbsp;

Overview

Bright Machines combines robotics, machine learning, and computer vision to provide automation applications for the electronics manufacturing industry. Its flagship product is the “Bright Machines Microfactory,” a pre-integrated, programmable assembly line that can be deployed in existing and new production facilities. The Microfactory runs on the company's proprietary “Brightware” cloud-based software platform, offering a scalable solution that enables manufacturers to enhance supply chain resilience and adapt production capacity according to market demand. This software-defined manufacturing allows factories to change the products that they manufacture if needed. The company offers its service on a subscription-based microfactory-as-a-service (MaaS) business model.The company reportedly generated USD 83 million in revenue in 2021. In May 2021, Bright Machines reported that its revenue doubled each year since its inception (2018) and forecasts a 5-year CAGR (2020-2025) of over 84%.&nbsp;Key customers and partnershipsBright Machines served over 40 manufacturing companies as of October 2022.The company collaborated with Microsoft Azure in May 2024 to leverage the latter’s infrastructure to deliver a full-stack environment for all stages of the manufacturing lifecycle.The company also has distribution/sales partnerships with Anstar Corporation (April 2021), SMT Capital (April 2021), MaRC Technologies (May 2021), PAC Global (May 2021), Restronics (June 2021), <a href="https://sp-edge.com/updates/3618">BROCK Electronics</a> (June 2021), <a href="https://sp-edge.com/updates/4740">Murray Percival</a> (July 2021), <a href="https://sp-edge.com/updates/4412">Competitive Edge Manufacturing Equipment</a> (CEME; July 2021).Key competitors: None comparable (Bright Machines is the only company in the smart factory industry that offers microfactories-as-a-service, which combines intelligent software with adaptive hardware to automate manufacturing processes.)

Bright Machines

Augury offers AI-based predictive maintenance solutions. It uses wireless halo sensors to record the vibration, temperature, and magnetism of machines and upload them to the cloud, where AI will be used to diagnose faults and predict potential malfunctions. The system can predict failures and provide early, actionable insights on equipment status, allowing companies to plan maintenance more effectively. Augury offers Machine Health solutions for Critical Assets (MH CR) and Supporting Equipment (MH SE).&nbsp;Furthermore, it offers a warranty policy (one-of-a-kind in the predictive maintenance field) for up to USD 100,000 of repairs and replacements if the software fails to successfully predict machine faults. The company reported that its machine health (predictive maintenance) solutions can deliver an ROI of 3x–10x. In December 2023, the company launched a product loss guarantee solution, in partnership with HSB, which covers a broader range of production-related assets, including protection against production loss due to mechanical failures.&nbsp;In May 2022, <a href="https://sp-edge.com/updates/10286">Augury acquired Seebo,</a> another Israeli company that offers predictive quality and yield solutions for manufacturers to identify process-driven inefficiencies.&nbsp;Key customers and partnershipsAugury has built a customer base consisting of companies such as Hershey’s, Colgate-Palmolive, Grundfos, Heineken, Danone, and Bausch Health. The company announced an insurance plan for its customers in 2020, partly as a strategy to attract more customers. Augury’s Machine Health Solutions are integrated with PTC’s ThingWorx IoT through a partnership in July 2020 and are available in the PTC Marketplace. In October 2021, it partnered with Baker Hughes, a provider of energy technology solutions, which integrated Augury’s solutions into its System 1 software and asset performance management (APM) solutions. It went on to integrate Baker Hughes’ “Ranger Pro” wireless condition monitoring sensor and “Cordant” gateway into its platform in June 2024.&nbsp;In November 2023, <a href="https://sp-edge.com/updates/23991">Augury partnered with IFS Ultimo</a>, a provider of cloud-based enterprise asset management (EAM) solutions, to offer machine health monitoring and asset management workflows for industries. It went on to partner with DSV, a logistics solutions provider, in March 2024, to introduce a new Parts As a Service (PaaS) solution. The solution utilizes machine health to predict machine faults and enables users to automate the procurement of replacement parts.

Augury

Companies that provide robotic fleet management software, robotic automation software, and inspection software.

Companies that provide an industrial IoT platform across factories as the primary offering.

Companies that provide cobots, sorting/ picking robotics, modular production robotics, and microfactories.

Companies that focus on data analytics for operations streamlining and process optimization, and may offer predictive maintenance.

Companies that provide autonomous mobile robots (AMR) or self-driving vehicles (SDV) used in manufacturing/ factory operations.

Companies that monitor the manufacturing equipment and assembly lines.

Companies that provide predictive maintenance as a primary offering. 

Creates digital twins of assets and processes to help manufacturers improve processes, quality, and productivity

Connected devices, sensors, IoT, and analytics are used to optimize factory operations

Uses advanced robotics, AMRs, and related software to improve the efficiency of factory operations

Uses connected devices and sensors to gather data—IIoT, predictive analysis, and equipment inspection

Uses AI/ML to analyze data for predictive maintenance and AI-based vision systems for line inspections

5G standard allows for faster reaction times and supports high connection densities

Uses edge computing for data processing at the edge

Some companies in the predictive maintenance space uses generative AI to generate possible alternative scenarios

Using real-time data to create dynamic virtual representations of the real world

Litmus

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