Uptake

Uptake is an industrial software company headquartered in Chicago, Illinois, whose products apply data science, machine learning, and artificial intelligence to the monitoring and management of physical assets. The company was founded in 2014 by Brad Keywell and developed around the idea that industrial operators could use operational data to identify equipment problems before they caused failures, improve maintenance planning, and increase the availability of fleets and other infrastructure. The company’s principal business is industrial asset performance management. Its software is intended to collect and interpret data from equipment, connect that information with operational and maintenance records, and present recommendations or alerts to people responsible for reliability and field operations. Rather than positioning itself as a general consumer AI company, Uptake has focused on sectors in which machinery, vehicles, energy assets, and other capital-intensive equipment generate continuous streams of condition and performance data. A distinguishing part of the Uptake offering is its industry-specific knowledge base, known as the Asset Strategy Library. The library organizes information about equipment types, failure modes, and reportable conditions so that software models can be applied within an industrial context. The reference material describes the library as covering approximately 800 equipment types, more than 58,000 failure modes, and more than 180,000 reportable conditions. This content is intended to complement machine-learning systems with domain guidance about how assets fail and what indicators may precede a failure. Uptake attracted substantial attention during its early growth period. Caterpillar announced a minority investment in the company in March 2015 and worked with Uptake to develop systems for monitoring and improving the use of Caterpillar equipment in the field. Caterpillar’s core business offerings associated with that work were completed in mid-2016. Uptake subsequently entered an arrangement with Progress Rail that produced EMD Uptime, a condition-monitoring offering associated with locomotive and rail equipment. In 2017, Berkshire Hathaway Energy subsidiaries BHE Renewables and MidAmerican Energy Company began using Uptake software to connect and track wind-turbine fleets. The company also expanded its intended application base beyond commercial industrial operators. In 2018, Uptake announced that the United States Army would use its software to support the readiness of a group of Bradley Fighting Vehicles. The announcement illustrated the company’s broader proposition: applying predictive analytics to improve the availability and maintenance of complex assets, whether they are used in transportation, energy, heavy equipment, or defense. Uptake has maintained offices in Chicago, San Francisco, Houston, Albuquerque, Riyadh, and Mississauga, reflecting activity across industrial, energy, transportation, and public-sector markets. Its leadership structure changed several times after its initial expansion. Ganesh Bell, formerly General Electric’s chief digital officer, joined as president in 2018 and stepped down from that position in 2019. Kayne Grau became president in 2020 and was appointed chief executive officer in 2021, while founder Brad Keywell became executive chairman of the board. Uptake remains a privately held industrial-AI software company; no public listing or ticker is identified in the supplied reference material.

Uptake was incorporated in 2014 in Chicago, Illinois, by Brad Keywell. From its beginning, the company concentrated on industrial applications of artificial intelligence and machine learning rather than on consumer software. Its central proposition was that data generated by machinery could be converted into practical maintenance and reliability decisions. In this model, software monitors asset behavior, identifies patterns associated with degradation or failure, and helps operators intervene before an outage or costly breakdown. The company’s early development was closely associated with Caterpillar. In March 2015, Caterpillar announced a minority investment in Uptake and a plan to work with the company on systems for monitoring and improving the use of Caterpillar equipment deployed in the field. The initiative targeted a very large installed base of equipment, and the reference material states that Caterpillar’s core offerings connected with the work were completed in mid-2016. The relationship helped establish Uptake’s industrial-AI proposition in heavy equipment and gave the young company a prominent industrial partner. Uptake also expanded into rail and energy. On September 21, 2016, Progress Rail announced a strategic partnership with Uptake and launched EMD Uptime, a condition-monitoring product associated with EMD equipment. In March 2017, Berkshire Hathaway Energy announced an arrangement under which two subsidiaries, BHE Renewables and MidAmerican Energy Company, used Uptake software to connect and track fleets of wind turbines. These deployments demonstrated the company’s attempt to apply a common analytical approach across different classes of industrial assets while retaining sector-specific operating knowledge. Financing supported this expansion. In October 2015, Uptake announced a $45 million venture-capital round led by GreatPoint Ventures and joined by existing investors including New Enterprise Associates and Caterpillar. The company was then reported to have reached a valuation of approximately $1 billion. In February 2017, Revolution Growth announced a further investment of $40 million as part of Uptake’s Series C round, with the company’s reported valuation reaching approximately $2 billion. Uptake closed a reported $117 million Series D round in November 2017 at a post-money valuation of approximately $2.3 billion, bringing stated cumulative funding above $250 million. These figures describe private financing and reported valuations rather than public-market capitalization. The company broadened its public-sector applications in 2018. Uptake announced that the United States Army would use its software to help improve the readiness of a few dozen Bradley Fighting Vehicles. The announcement placed predictive-maintenance methods in a defense setting, where equipment availability and maintenance planning are operational priorities. During this period, Uptake continued developing its Asset Performance Management application and a fully managed platform. The company also emphasized the Asset Strategy Library, an industry-specific body of equipment and failure knowledge. The supplied reference describes the library as encompassing about 800 equipment types, over 58,000 failure modes, and over 180,000 reportable conditions. The library’s purpose is to provide structured guidance for failure prevention and to make analytical outputs more useful to industrial maintenance teams. Leadership changed after the company’s initial growth phase. Ganesh Bell, formerly General Electric’s chief digital officer, joined Uptake as president in February 2018 and stepped down from that position in June 2019. In September 2020, Uptake announced Kayne Grau as its president. In October 2021, Grau became chief executive officer, while founder Brad Keywell moved into the role of executive chairman of the board. Uptake’s stated office footprint has included Chicago, San Francisco, Houston, Albuquerque, Riyadh, and Mississauga. The supplied sources identify it as a privately held industrial AI software company and do not establish a public listing, ticker, acquisition by a parent company, or a later change in corporate status.

1. 2021CEO and executive-chair transition

   Kayne Grau became CEO and founder Brad Keywell became executive chairman of the board.

   Source
2. 2018U.S. Army application announced

   The U.S. Army announced use of Uptake software to support the readiness of a group of Bradley Fighting Vehicles.

   Source
3. 2017Uptake expands into wind-energy fleet monitoring

   BHE Renewables and MidAmerican Energy Company adopted Uptake software to connect and track wind-turbine fleets.

   Source
4. 2016EMD Uptime launches

   Progress Rail and Uptake introduced EMD Uptime through a strategic partnership focused on condition monitoring.

   Source
5. 2015Caterpillar makes a minority investment

   Caterpillar invested in Uptake and began working with the company on monitoring and improving the use of Caterpillar equipment in the field.

   Source
6. 2014Uptake is founded in Chicago

   Brad Keywell founded Uptake in Chicago as an industrial artificial-intelligence software company.

   Source

An industrial AI and asset-performance platform focused on predictive maintenance, failure prevention, and operational reliability for equipment-intensive organizations.

• Asset Performance ManagementIndustrial software

  Uptake’s Asset Performance Management application is designed to help industrial organizations monitor physical assets, identify conditions associated with potential failure, and prioritize maintenance or operational action. It combines equipment data with analytical models and industry-specific knowledge to support reliability teams. The product is aimed at organizations operating fleets and infrastructure where unexpected downtime can affect safety, productivity, or service continuity.

• Uptake Fully Managed PlatformManaged industrial analytics platform

  The fully managed platform is Uptake’s broader service model for industrial data and machine-learning applications. It is intended to support the collection, processing, interpretation, and operational use of data from connected equipment. The managed approach positions Uptake as more than a standalone analytics tool, providing an integrated environment for deploying industrial AI and delivering insights to asset owners and maintenance organizations.

• Asset Strategy LibraryIndustrial equipment knowledge base

  The Asset Strategy Library is Uptake’s structured collection of equipment-specific maintenance and failure-prevention knowledge. The supplied reference describes coverage of approximately 800 equipment types, more than 58,000 failure modes, and more than 180,000 reportable conditions. It is intended to give machine-learning outputs operational context and to help users interpret warning signals, understand likely failure paths, and select preventive actions.

• EMD UptimeRail condition-monitoring software2016

  EMD Uptime was introduced through the strategic partnership between Progress Rail and Uptake in 2016. The offering applies condition-monitoring and predictive analytics to rail-related equipment, helping operators observe asset health and identify maintenance needs. Its launch represented Uptake’s expansion from heavy equipment into locomotive and rail applications.

• 2021Leadership transition to a CEO-led structureOther

  Uptake reorganized senior leadership after its founder-led expansion period.

  What changed. Kayne Grau became chief executive officer and Brad Keywell became executive chairman of the board.

  Aftermath. The change separated day-to-day executive leadership from the founder’s board role.

  Source
• 2018Expansion into defense-equipment readinessStrategy

  Military readiness depends on the availability and maintainability of complex vehicle fleets.

  What changed. Uptake announced that the U.S. Army would use its software to improve the readiness of several dozen Bradley Fighting Vehicles.

  Aftermath. The announcement demonstrated a public-sector and defense application for Uptake’s predictive-maintenance technology.

  Source
• 2017Expansion into renewable-energy asset monitoringStrategy

  Wind-turbine operators need connected monitoring and fleet-level visibility across geographically distributed assets.

  What changed. BHE Renewables and MidAmerican Energy Company adopted Uptake software to connect and track their wind-turbine fleets.

  Aftermath. The deployment broadened Uptake’s industrial AI applications into renewable-energy operations.

  Source
• 2016Launch of EMD Uptime with Progress RailProduct launch

  Rail operators require continuous visibility into locomotive and equipment condition to manage maintenance and availability.

  What changed. Progress Rail and Uptake formed a strategic partnership and launched EMD Uptime for condition monitoring.

  Aftermath. The launch extended Uptake’s industrial software model into rail equipment.

  Source
• 2015Strategic Caterpillar investment and joint developmentM&A

  Uptake sought to apply its industrial analytics capabilities to a large installed base of heavy equipment.

  What changed. Caterpillar made a minority investment and worked with Uptake to develop monitoring and utilization-improvement systems.

  Aftermath. The associated Caterpillar core business offerings were reported as completed in mid-2016, strengthening Uptake’s presence in heavy-equipment analytics.

  Source

• 2021Kayne Grau becomes CEO and Brad Keywell becomes executive chairman

  Uptake announced that Kayne Grau would take the chief executive role and that founder Brad Keywell would become executive chairman of the board.

  Leadership change
  Source
• 2020Kayne Grau becomes Uptake president

  Uptake announced that Kayne Grau would become president.

  Leadership change
  Source
• 2019Ganesh Bell steps down as Uptake president

  Uptake announced that Ganesh Bell would leave the position of president.

  Leadership change
  Source
• 2018Ganesh Bell joins Uptake as president

  Ganesh Bell, previously chief digital officer at General Electric, joined Uptake as president.

  Leadership change
  Source
• 2018U.S. Army to use Uptake software for Bradley Fighting Vehicle readiness

  Uptake announced that the U.S. Army would use its software to support the readiness of several dozen Bradley Fighting Vehicles.

  Other
  Source
• 2017Uptake secures reported $40 million Series C investment

  Revolution Growth announced backing for Uptake as part of a Series C financing round that was reported to value the company at approximately $2 billion.

  Other
  Source
• 2017Berkshire Hathaway Energy subsidiaries adopt Uptake software for wind fleets

  BHE Renewables and MidAmerican Energy Company began using Uptake software to connect and track fleets of wind turbines.

  Other
  Source
• 2017Uptake closes reported $117 million Series D round

  Uptake completed a Series D financing round reported at $117 million, bringing stated total funding to more than $250 million and a reported post-money valuation of approximately $2.3 billion.

  Other
  Source
• 2016Progress Rail and Uptake launch EMD Uptime

  Progress Rail formed a strategic partnership with Uptake and launched EMD Uptime, a condition-monitoring offering for rail-related equipment.

  Product launch
  Source
• 2015Caterpillar announces minority investment in Uptake

  Caterpillar invested in Uptake and planned joint development of systems to monitor and improve the use of Caterpillar equipment in the field.

  M&AOther
  Source
• 2015Uptake raises $45 million and reaches reported unicorn valuation

  Uptake announced a venture-capital round led by GreatPoint Ventures with participation from existing investors including New Enterprise Associates and Caterpillar. The reported valuation was approximately $1 billion.

  Other
  Source

1. Uptake (business)
2. Uptake official website