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Solutions

Working across the materials and chemicals industry

While the Citrine Platform can be leveraged to provide business value at many points in the product lifecycle, here are some of the most common requests from the 50+ engagements we have worked on so far.

AI and Data Solutions

What We Solve

  • "I need to get to market first."

    The Citrine Platform

     

    • Reduces the number of experiments needed to develop new materials
    • Quickly explores millions of potential compositions or systems of compositions

    Picture of 3D paining Aluminum Alloy Powder developed using AI by HRL laboratories

    First to Market

    Learn how HRL reduced development time from years to days using the Citrine Platform.

  • "I need to reformulate with fewer, lower-cost ingredients."

    The Citrine Platform

     

    • Understands complex process flows and polymeric formulations
    • Builds custom design spaces from sets of molecules and combination rules
    • Quickly generates pre-screened recipes using AI

    New AI generated recipes reduce costs

    Reduced Costs and Increased Supply Resilience

    Learn how Citrine’s Artificial Intelligence platform can be used to reduce costs and increase supply chain resilience in specialty chemicals.

  • "I need to improve material performance."

    The Citrine Platform

     

    • Efficiently tackles high dimensional problems
    • Finds exceptional results by searching through a larger design space
    • Takes processing constraints into account

    glass

    Optimizing Glass Properties

    Learn how data-driven assessments of glass substrates helped optimize optical and mechanical properties within processing constraints.

  • "I need development to be more agile to respond to customers."

    The Citrine Platform

     

    • Helps application engineers quickly find out if target properties are possible
    • Rapidly adapt recipes to hit new target properties

    showa denko

    Solvent Blend Discovery Accelerated

    Learn how Showa Denko used Citrine’s Artificial Intelligence platform to accelerate discovery of solvent blends.

  • "I need to offer multiple solutions, with cost/performance tradeoffs."

    The Citrine Platform

     

    • Can visualize the probable performance of potential materials in different scenarios
    • Helps executives to quickly understand trade-offs
    • Facilitates the discovery of multiple alternative approaches to achieving customer goals at different price points and performance levels.

    Design space visualization showing probability of achieving target materials properties

    Design Space Visualization

    Learn how a design space visualization approach can enable data-driven, quantitative decisions for project direction.

  • "I need to capture the knowledge of my experts before they retire."

    The Citrine Platform

     

    • Captures domain knowledge in the form of data, featurizers, design spaces, and AI Models
    • Helps train the next generation through its graphical data format and interpretable models

    thermoelectric predicted using artificial intelligence

    Shared Model Helps Thousands

    Learn how machine learning model made available to research community discovered new classes of thermoelectrics and helped thousands of projects.

  • "I need to onboard new scientists quickly."

    The Citrine Platform

     

    • Helps new scientists easily browse historical experiments and explore how others have modeled property relationships
    • Enables new product developers to propose and predict new materials in a fast, low-risk way
    • Condenses years in the lab into days of exploration

    thermoelectric predicted using artificial intelligence

    Shared Model Helps Thousands

    Learn how machine learning model made available to research community discovered new classes of thermoelectrics and helped thousands of projects.

Case studies spanning material classes, Glass, Plastics, Formulations, Ceramics and Metals