Green Dynamics

Accelerating sustainable innovation with AI-driven material discovery and automated labs – faster breakthroughs, lower costs, real impact.

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At a glance

  • Optimization graph line icon
    Development stage

    Active / generating revenue

  • Cash payment coin 1 icon
    Investment stage

    Seed

  • Astronomy solar system icon
    UNSW affiliation

    Spinout - staff led

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    Technology readiness level

    TRL 7 

  • Gender female icon
    Female led

    Yes

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Why invest

Our AI-driven material discovery platform accelerates breakthroughs and optimises material performance in a USD200 billion market.

Green Dynamics uses its Large Language Model (LLM) platform to accelerate sustainable material discovery.

The platform enables faster, more reliable product development for renewable energy and advanced materials companies. 

Investment categories

Advanced manufacturing, Artificial intelligence, climate & clean tech, Intelligent systems & software
    • ByteScience: An Al agent specialising in material and chemical formulation and optimisation, delivering precise predictions with over 95%
    • ByteFactory: An Al-powered, self-driving lab platform that accelerates R&D cycles from 5-10 years to just 3 months. Built on the company's DARWIN/CheMiST foundational model and the world's largest materials science dataset, it enables rapid breakthroughs from concept to reality.
    • Green Dynamics' technologies have been validated at 10-tonne industrial scales, optimising materials for photovoltaics, energy storage, and catalysis.
    • Slow and inefficient R&D: Traditional material discovery and development can take 5-10 years, requiring extensive trial and error.
    • Scalability and performance optimisation: Many clean energy materials fail to meet performance standards at scale.
    • Renewable energy firms
    • Advanced materials companies
    • University R&D teams
    • Strong early market validation: Signed million-level contracts with global renewable energy leaders.
    • Fast-paced fundraising momentum:
      Raised several million USD from global investors within 16 months.
    • Global leadership in Al for materials:
      DARWIN achieved the No.1 performance in the material design benchmark proposed by Lawrence
      Berkeley National Lab.
    • Flagship in renewable industry: world's first Al Scientist, delivering over 95% accuracy, a 100x speedup, and proven performance at a 10-tonne industrial scale.

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