CentML
Founded Year
2022Stage
Acquired | AcquiredTotal Raised
$30.5MAbout CentML
CentML offers an optimization platform for ML training. It focuses on artificial intelligence and machine learning in the technology sector. The company offers an optimization platform for machine-learning training, which allows users to train and deploy own machine-learning models. CentML was founded in 2022 and is based in Toronto, Canada. In June 2025, CentML was acquired by NVIDIA.
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ESPs containing CentML
The ESP matrix leverages data and analyst insight to identify and rank leading companies in a given technology landscape.
The hardware-aware AI optimization market provides software solutions that optimize AI algorithms and models to run efficiently on available hardware, such as GPUs and CPUs. These solutions also allow enterprises to compress neural networks to run on edge devices or on-prem servers. With optimization tools, businesses can speed up AI deployments, reduce prediction latency, and improve model perfor…
CentML named as Highflier among 9 other companies, including Edge Impulse, Run:ai, and Nota AI.
CentML's Products & Differentiators
CentML Inference Platform
The CentML Inference Platform is a a secure, full stack solution for AI development and deployment. Users can deploy any open-source model on their cloud provider of choice (or on-prem hardware) and affordably scale usage with our performance optimizations.
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Research containing CentML
Get data-driven expert analysis from the CB Insights Intelligence Unit.
CB Insights Intelligence Analysts have mentioned CentML in 3 CB Insights research briefs, most recently on Mar 21, 2025.
Mar 21, 2025 report
7 tech M&A predictions for 2025
Expert Collections containing CentML
Expert Collections are analyst-curated lists that highlight the companies you need to know in the most important technology spaces.
CentML is included in 2 Expert Collections, including Artificial Intelligence.
Artificial Intelligence
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Latest CentML News
Jul 9, 2025
30亿，我把公司卖给黄仁勋 CentML身后是一对师生组合。由95后华人博士及导师带队，CentML旨在借助软件手段降低AI训练成本，成立至今完成了多轮融资。这一次卖身，身后投资方收获现金落袋。 30亿，一位95后把公司卖了 早在求学阶段，王尚就开始关注大模型和GPU效率优化，手握数篇发表在机器学习与系统会议的论文，并很快实际落地——2022年3月，他联合导师根纳季·佩基门科（Gennady Pekhimenko）教授创立CentML，专注于优化AI应用程序的性能。 “张量编译器 Hidet”，这是CentML的核心技术，主要通过充当AI模型和芯片之间的“翻译官”，开发出尚未被运用的硬件容量，从而让AI训练变得更省钱、更高效。根据官网披露，Hidet能最高将AI模型推理速度提升8倍，显著降低算力设施成本。 2022年6月，公司完成由Radical Ventures领投的350万美元Pre-seed融资。2023年10月，由谷歌母公司Alphabet旗下Gradient Ventures领投，CentML完成2700万美元的种子轮融资，英伟达、德勤创投、汤森路透创投和Radical Ventures等知名风投公司跟投，投后估值达到3亿美元。 据悉在2023年的种子轮协议中，除了基础股权融资之外，还包含未来股权简单协议（SAFE）融资，即在满足特定条款后，投资者未来有权获得公司股权。 可见，当时英伟达已经盯上了这个团队。一组数据是，全球GPU平均利用率仅约30%，而要实现AI模型向终端设备渗透，首要问题就是缓解算力成本和芯片短缺。 正如外媒报道分析，Hidet技术有望被整合进英伟达的TensorRT推理平台，“进一步强化其GPU在边缘计算、自动驾驶等领域的性能优势”，完善芯片到软件的AI生态链。 借助两轮融资，2024年底CentML将团队规模翻倍，此后加入英伟达的加速器项目，拿到了硬件折扣和技术支持。本次收购后，四位创始人连同15名工程师将一并加入英伟达。 这当中还有一段插曲——创立 CentML之前，王尚曾在英伟达担任高级软件工程师，参与深度学习的GPU性能优化工作，如今再度加盟英伟达，带着一众编译器和AI优化领域的人才重回老东家。 本次交易，英伟达出手阔绰，凭借超4亿美元的总价完成竞购，其中基础收购金额预估超3亿美元，其余部分为Earn-out条款，额外盈利支付与业绩目标挂钩。 PitchBook数据显示，此前CentML已经获得3090万美元（约合2.21亿元人民币）风险投资，这意味着身后投资人将斩获不错的回报。 AI抢人大战
CentML Frequently Asked Questions (FAQ)
When was CentML founded?
CentML was founded in 2022.
Where is CentML's headquarters?
CentML's headquarters is located at 22 Adelaide Street West, Toronto.
What is CentML's latest funding round?
CentML's latest funding round is Acquired.
How much did CentML raise?
CentML raised a total of $30.5M.
Who are the investors of CentML?
Investors of CentML include NVIDIA, NVIDIA Inception Program, Radical Ventures, Gradient Ventures, Deloitte Ventures and 4 more.
Who are CentML's competitors?
Competitors of CentML include Octo.ai and 2 more.
What products does CentML offer?
CentML's products include CentML Inference Platform and 2 more.
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Compare CentML to Competitors
RunPod engages as a cloud computing company that operates in the artificial intelligence (AI) and cloud computing sectors. The company has a platform for developing, training, and scaling AI models, including features like graphics processing unit (GPU) instances and application programming interface (API) endpoints for AI inference. RunPod serves clients such as startups, academic institutions, and enterprises requiring machine learning infrastructure. It was founded in 2022 and is based in Dover, Delaware.
InfuseAI provides MLOps tools for machine learning workflows in various sectors. The company offers an AI platform, PrimeHub, that focuses on the AI workflow process, including ML model management and deployment. InfuseAI serves industries such as medical, education, and manufacturing with its data workflow and observability solutions. It was founded in 2018 and is based in Taipei, Taiwan.
TensorOpera AI provides a generative artificial intelligence platform within the enterprise AI services domain. The company offers services and tools for building, training, and deploying AI models, including generative AI applications, on a scalable basis. Its services cater to developers and enterprises looking to leverage distributed training and model serving technologies. TensorOpera AI was formerly known as FedML. It was founded in 2022 and is based in Palo Alto, California.
Lightning AI operates as an artificial intelligence development platform. The company's services include an environment for coding and debugging AI models using various frameworks such as PyTorch Lightning and Lit-GPT, accessible through a web browser. It serves sectors that require AI development and deployment, including the technology and machine learning industries. Lightning AI was formerly known as Grid.ai. It was founded in 2019 and is based in New York, New York.
Picovoice operates within the technology industry and focuses on voice artificial intelligence (AI) technology. The company offers a platform for designing, developing, and deploying custom voice features, including speech-to-text transcription, noise suppression, speaker recognition, and voice activity detection. These services primarily cater to sectors that require voice recognition and transcription capabilities, such as the tech industry and various software development sectors. It was founded in 2018 and is based in Vancouver, Canada.
Nota AI specializes in artificial intelligence model optimization and software solutions within the technology sector. The company offers a proprietary platform, NetsPresso, which automates the development of lightweight AI models and optimizes them for specific hardware, aiming to enhance performance on edge devices. Its technology is applied in various sectors, including intelligent transportation, security, and healthcare, providing solutions such as driver monitoring systems and smart access control. The company was founded in 2015 and is based in Daejeon, South Korea.
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