PrismML logo
AI/ML
DevTools/Cloud
Hardware/Robotics

PrismML

Efficient AI models for diverse devices

CORE INFO

$16.25M
Total Funding
Other / Unspecified
Round
2026
Founded
11-50
Team Size
Pasadena, California, United States
Headquarters

PrismML specializes in developing ultra-efficient AI models that can be deployed across a wide range of devices, from smartphones to data centers, catering to businesses seeking enhanced deployment efficiency.

  • PrismML raised $16.25 million in seed funding with participation from Khosla Ventures, Caltech, and Cerberus Ventures.atpartners.co.jp
  • The 1-bit Bonsai 8B model by PrismML is 14 times smaller and 8 times faster than comparable full-precision models, with a memory footprint of approximately 1.15 GB.app.dealroom.co
  • PrismML's Bonsai 8B model operates at 44 tokens per second on an iPhone 17 Pro Max, outperforming Llama and approaching Ministral3 in standard benchmarks.forbes.com

WHY WE WOULD WORK AT PRISMML

Pioneering AI Models

Join the team behind the world's first 1-bit large language model, Bonsai 8B, revolutionizing AI with unmatched efficiency and speed.

Innovative Technology

Work with cutting-edge 1-bit weight AI models that drastically reduce memory usage and energy consumption without sacrificing performance.

Sustainable Impact

Contribute to reducing global energy costs by developing AI that operates efficiently on local devices, minimizing reliance on energy-intensive data centers.

Collaborative Culture

Be part of a dynamic team led by experts like Babak Hassibi and Sahin Lale, fostering a culture of innovation and collaboration.

Competitive Compensation

Benefit from a well-funded company with $16.25M in backing, ensuring competitive salaries and growth opportunities.

Diverse Industry Reach

Expand your expertise across industries like robotics and edge computing, applying versatile AI solutions to real-world challenges.

MARKET AND TRACTION

GROWTH TACTICS

  • PrismML focuses on developing AI models with 1-bit weights, significantly reducing memory usage and enhancing energy efficiency.

  • The company aims to enable powerful AI to run locally, reducing reliance on large data centers and minimizing energy costs.

  • PrismML's technology is applicable across various industries, including robotics, real-time agents, edge computing, and data centers.
  • KEY METRICS

    ✦ KEY METRIC
  • PrismML has raised $16.25 million in funding, supporting its mission to develop efficient AI models.

  • The 1-bit Bonsai 8B model requires only 1.15GB of memory, is 14 times smaller than a standard 16-bit model, runs 8 times faster, and uses 4-5 times less energy on edge hardware.
  • COMPETITIVE ADVANTAGE

  • PrismML introduced the world's first commercially viable 1-bit large language model, Bonsai 8B, setting a new standard in AI model efficiency.

  • The company's innovative approach allows for ultra-dense intelligence, making their models suitable for a wide range of devices from smartphones to data centers.
  • MARKET POSITION

  • PrismML is positioned as a pioneer in the development of efficient AI models, leveraging their unique 1-bit weight technology.

  • The company's mission to enable local, efficient, and secure AI aligns with current industry trends towards decentralized computing and energy efficiency.
  • PRODUCT AND TECH

    1-Bit AI Models

    PrismML specializes in developing AI models with 1-bit weights, significantly reducing memory usage and enhancing processing speed without sacrificing performance. This technology enables efficient AI deployment across diverse devices.

    Bonsai 8B Model

    The Bonsai 8B is the world's first commercially viable 1-bit large language model, requiring only 1.15GB of memory. It is 14 times smaller and 8 times faster than traditional models, making it ideal for edge hardware.

    Ultra-Dense Intelligence

    PrismML's approach to AI focuses on creating ultra-dense intelligence, allowing powerful AI to run locally and securely. This reduces reliance on large data centers and minimizes energy costs.

    Edge Computing Solutions

    PrismML's technology is designed for efficient AI deployment on edge devices, such as smartphones, enhancing real-time processing capabilities and reducing latency in various applications.

    Energy-Efficient AI Deployment

    By leveraging 1-bit model structures, PrismML enhances energy efficiency, making AI solutions more sustainable and cost-effective for industries like robotics and data centers.

    COMPANY CULTURE

    Values

  • Innovation through efficiency

  • Commitment to sustainability

  • Empowerment through technology

  • Integrity in AI development
  • Operating Principles

  • Prioritize local and secure AI deployment

  • Focus on reducing energy consumption

  • Embrace cutting-edge research and development

  • Foster collaboration across diverse teams
  • Benefits

  • Opportunity to work with pioneering AI technology

  • Collaborative and inclusive work environment

  • Flexible work arrangements

  • Competitive compensation and benefits package
  • Learning & Growth

  • Access to ongoing training and development programs

  • Encouragement of cross-disciplinary learning

  • Support for attending industry conferences and workshops

  • Mentorship from leading experts in AI
  • Work Style

  • Agile and adaptive project management

  • Emphasis on remote and hybrid work options

  • Encouragement of creative problem-solving

  • Balance between autonomy and teamwork
  • HIRING SIGNAL

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    KEY COMPANY ANNOUNCEMENTS

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    5 announcements · ranked by importance
    Oct 1, 2023PRODUCTPrismML Launches World's First 1-Bit AI Model to Redefine Intelligence at the Edgeprnewswire.com
    Apr 2, 2026FUNDINGエッジにおける知能の概念を再定義する世界初の1ビットAIモデルを開発する"PrismML"がSAFEおよびSeedで$16.25Mを調達atpartners.co.jp
    Apr 18, 2026PRODUCTTernary Bonsai: Top Intelligence at 1.58 Bitsprismml.com
    Jul 19, 2026PRODUCTBonsai 27B Tested: PrismML's 1-Bit Model on a $90 GPU from 2016youtube.com
    Apr 8, 2026PRESSThe 1-Bit Revolution: PrismML and the End of Floating Point #techfacts #neuralnetworksyoutube.com