
FedML, now known as TensorOpera, is a leading platform for federated learning and generative AI, providing an all-in-one solution for developers to build, deploy, and monetize AI applications. The company offers a range of products including the TensorOpera AI Platform, which supports federated learning, model deployment, and training as a service. With a focus on privacy and scalability, FedML enables enterprises to leverage decentralized GPUs and multi-cloud environments for efficient AI model training and deployment. Their innovative approach positions them as a key player in the rapidly evolving AI landscape, catering to a diverse clientele across various industries.

FedML, now known as TensorOpera, is a leading platform for federated learning and generative AI, providing an all-in-one solution for developers to build, deploy, and monetize AI applications. The company offers a range of products including the TensorOpera AI Platform, which supports federated learning, model deployment, and training as a service. With a focus on privacy and scalability, FedML enables enterprises to leverage decentralized GPUs and multi-cloud environments for efficient AI model training and deployment. Their innovative approach positions them as a key player in the rapidly evolving AI landscape, catering to a diverse clientele across various industries.
What they do: MLOps/AIOps platform + distributed GPU cloud for building, deploying, monitoring and monetizing LLMs and other ML models
Founded / HQ: Founded Feb 14, 2022; headquartered in Palo Alto, California
Founders / leadership: Co-founded by Salman Avestimehr and Chaoyang He
Recent funding: Seed round announced Jul 19, 2023 — $11.5M (lead: Camford Capital)
Technical focus: Federated / distributed learning, privacy-preserving training, multi-cloud and edge model workflows
Makes it easier to train, deploy, monitor and monetize AI/LLM models while leveraging distributed multi-cloud/edge GPU resources and preserving data privacy.
2022
Artificial Intelligence (MLOps)
$11.5M
Reported post-money valuation of $56.5M; participating investors reported to include Road Capital and Finality Capital; Crunchbase funding profile lists additional investors such as Plug and Play, LDV Partners, Aimtop Ventures and Acequia Capital.
“Seed financing led by Camford Capital with participation from multiple institutional investors (reported participants include Road Capital, Finality Capital, Plug and Play, LDV Partners, Aimtop Ventures, Acequia Capital).”