Tensor Machines

San Francisco-based developer of open-source AI hardware benchmarks and physics-based models that measure the energy, cost and useful output of data center compute.

Industry
AI infrastructure, data center compute, hardware benchmarking
Location
San Francisco, CA
Website
https://tensormachines.org

About

Tensor Machines builds an open-source benchmark that links GPU performance and power use to the cost of useful AI output, and proprietary physics-based models that analyse how power, heat and hardware degradation affect compute yield and remaining productive life. The models are in private beta with select bare-metal providers and neo-cloud design partners. The company is led by founder and CEO Muneeb Rasool.

Funding history

RoundDateAmountLead
Pre-Seed 20262026-10-07$1.5MOmni VC

Investors

  • Omni VC lead
  • Reinforced Ventures participant
  • Avesta Fund participant
  • Draper U Ventures participant

Sources

Last verified:

  1. https://www.prnewswire.com/news-releases/tensor-machines-launches-open-source-benchmark-to-measure-the-true-cost-of-ai-compute-302900749.html
    Type: company announcement. Accessed 2026-10-08.
    Tensor Machines release on PR Newswire datelined San Francisco, Oct. 7, 2026. Announces an open-source AI hardware benchmark and $1.5 million in pre-seed funding led by Omni VC, with Reinforced Ventures, Avesta Fund and Draper U Ventures, and names founder and CEO Muneeb Rasool.
  2. https://www.finsmes.com/2026/10/tensor-machines-raises-1-5m-in-pre-seed-funding.html
    Type: reputable publication. Accessed 2026-10-08.
    FinSMEs article dated 2026-10-07. Confirms the San Francisco, CA location, the $1.5 million pre-seed round, the lead and the three participants.
  3. https://dealroom.co/news/160578-tensor-machines-raises-1-5m-to-measure-data-center-compute-yield/
    Type: reputable publication. Accessed 2026-10-08.
    Dealroom News article dated 2026-10-07. Confirms the location, amount, stage, lead and participants.