By Material Type (Nanomaterials, Semiconductors, Energy Materials, Pharmaceuticals/Small Molecules), By Technology, By Application, By Region – Market Forecast, 2025–2034
Market Overview
The global quantum-enhanced materials informatics market size was valued at USD 1.31 billion in 2024 and is anticipated to register a CAGR of 32.5% from 2025 to 2034. The growing demand for advanced materials in industries such as aerospace and electronics propels the market growth. Also, the increasing use of artificial intelligence (AI) and machine learning to speed up research is boosting the market. These technologies help reduce the time and cost for creating new materials.
Key Insights
Industry Dynamics
Market Statistics
AI Impact on Quantum-Enhanced Materials Informatics Market
Quantum-enhanced materials informatics is a field that uses quantum computing and machine learning to speed up the discovery and development of new materials. It analyzes large datasets to predict material properties and performance, which helps to reduce the time and cost associated with traditional research methods. This approach is used across various industries, including aerospace, electronics, and energy, to innovate and find new solutions.
The growing interest in interdisciplinary research and collaborations. As material science becomes more complex, it needs input from other fields such as computer science, data analytics, and engineering. This has created a demand for tools and platforms that allow different teams to work together and share data and insights, which helps in the development of new and improved materials.
Another driver is the increasing push for open data and open-source platforms. Many government agencies and academic groups are making material datasets publicly available. This helps researchers access a wider range of information, speeding up the process of creating new materials. For example, open access databases from groups like the National Institutes of Health (NIH) or the National Institute of Standards and Technology (NIST) provide a lot of data that can be used to train AI models for materials discovery.
Drivers and Trends
Demand for Advanced Materials in End-Use Industries: Industries such as aerospace, automotive, and electronics are seeking for new and better materials to improve their products. They need materials that are stronger, lighter, more durable, or have specific electrical properties. Developing these materials through traditional methods is very slow and expensive. This makes the ability to quickly design and test new materials a key need for these sectors.
Advanced materials are important for many government-led projects as well. According to a NASA Technical Reports Server (NTRS) report from January 2024, the agency is actively researching thermally conductive electrical insulation for high-voltage aerospace systems. This is needed for new hybrid electric aircraft and future spacecraft. The demand for these highly specific materials pushes the need for quantum-enhanced informatics tools that can help with their design. This factor boosts the market's expansion as companies look for more efficient ways to meet these growing demands.
Rise of AI and Machine Learning in Research: The use of artificial intelligence and machine learning is changing how scientists do research. These technologies can process and analyze vast amounts of data, finding patterns and making predictions that would be impossible for humans to find. When applied to materials science, AI can help predict the properties of a material before it is even created, which saves a lot of time and resources.
Governments are investing heavily in this area, recognizing its importance. As an example, the National Science Foundation (NSF) announced a significant investment of $100 million to secure American leadership in AI in July 2025. This funding includes the establishment of the NSF AI-Materials Institute (NSF AI-MI), which is focused on speeding up the discovery of next-generation materials needed for energy, sustainability, and quantum technologies. This type of government-backed support and investment in AI for materials research is a huge driver, pushing the development and adoption of quantum-enhanced informatics tools.
Segmental Insights
Material Type Analysis
Based on material type, the segmentation includes nanomaterials, semiconductors, energy materials, and pharmaceuticals/small molecules. The semiconductors segment held the largest share in 2024. Semiconductors play a key role in modern electronics, from consumer devices to complex industrial systems. The constant need for smaller, faster, and more efficient semiconductors requires advanced materials that can handle higher performance demands. Quantum-enhanced materials informatics offers a way to quickly find and test new materials for these purposes, helping to improve properties like conductivity, thermal stability, and overall efficiency. This data-driven method helps companies in the electronics sector reduce the time it takes to get new products to market. The dominance of this subsegment is also due to the significant investments made by major technology companies to stay ahead of the competition and meet the rising global demand for next-generation electronic components.
The nanomaterials segment is anticipated to register the highest growth rate during the forecast period. The interest in nanomaterials comes from their unique properties and wide range of applications in fields like medicine, energy storage, and manufacturing. These materials are used to create things like better batteries, stronger composites, and more effective drug delivery systems. The development of nanomaterials is a complex process that often involves working with materials at the atomic and molecular levels. Quantum-enhanced informatics tools are very useful here as they can simulate these tiny structures and predict their behavior more accurately than traditional methods. This helps to accelerate the discovery of new nanomaterials with specific desired properties, making it a key area for innovation. As research continues and new applications are found, this subsegment is expected to grow quickly.
Technology Analysis
Based on technology, the segmentation includes machine learning & deep learning, quantum computing platforms for materials science, high-throughput screening, density functional theory (DFT), quantum chemistry simulations, and generative AI. The machine learning & deep learning segment held the largest share in 2024. These technologies have been around longer and are easier for many companies to adopt compared to more complex quantum-based platforms. They allow researchers to analyze large datasets of material properties and behaviors to make accurate predictions, which speeds up the discovery process. Many industries, from pharmaceuticals to advanced manufacturing, rely on these tools to find new materials with specific qualities. The relative accessibility of these technologies and the huge amount of data available to train the models have made machine learning and deep learning the go-to solutions for a lot of companies.
The generative AI subsegment is anticipated to register the highest growth rate during the forecast period. Generative AI is a newer type of AI that can create brand-new designs and material concepts instead of just analyzing existing data. This is a game-changer for finding novel materials with desired properties that have never been seen before. The ability of generative models to explore a much wider range of possibilities quickly is making them very attractive to researchers. While the technology is still developing, its potential to revolutionize materials discovery is very high. As more powerful tools and platforms become available and easier to use, a lot of new investment and research are expected to happen in this area, which will drive its fast growth.
Application Analysis
Based on application, the segmentation includes quantum-assisted molecular simulation, quantum materials discovery, reaction pathway prediction, quantum mechanics-informed materials design, and energy optimization. The quantum materials discovery segment held the largest share in 2024. This segment is dominant because it covers the fundamental process of identifying new materials with specific, desirable properties. Quantum-enhanced methods are highly effective for this application as they can model the behavior of electrons and atoms with great accuracy, which is crucial for predicting a material’s potential. Industries such as electronics, energy, and aerospace are always seeking new materials that offer better performance, and this application provides the tools to speed up that search. The ability to find a new material for a solid-state battery or a high-performance semiconductor much faster than with traditional trial-and-error methods is a major value proposition that drives this segment's leading position.
The reaction pathway prediction application segment is anticipated to register the highest growth rate during the forecast period. This segment focuses on using advanced computing to map out and understand the steps a chemical reaction takes. By using quantum-enhanced simulations, scientists can better predict how different molecules will interact and what the final product will be. This is especially useful in the pharmaceutical and chemical industries, where it can greatly speed up the development of new drugs and chemical processes. The growing need to create more efficient and sustainable manufacturing methods is pushing companies to adopt these predictive tools. As the technology becomes more powerful and easier to use, it is a key factor in the market's growth, as it offers a way to innovate in complex chemical synthesis and other areas.
Regional Analysis
The North America quantum-enhanced materials informatics market accounted for the largest share in 2024. The region benefits from a strong foundation in research and development, with major funding from both the private and public sectors. The presence of top universities, well-established technology companies, and a culture of innovation all contribute to its market strength. Many companies in the region are focused on developing advanced quantum computing and AI platforms specifically for materials science. This makes North America a center for technological advancements and the early adoption of new tools for materials discovery.
U.S. Quantum-Enhanced Materials Informatics Market Insights
The U.S. plays a very important role within the North American market, holding a significant share. This is attributed to large investments in both research and technology, along with the presence of many key players. The country has a strong ecosystem of startups, academic institutions, and large corporations all working on new ways to use informatics to create advanced materials. Various sectors such as aerospace, defense, and electronics require highly specialized materials to maintain their technological edge, which propels the market expansion in the U.S.. This strong industrial base and focus on innovation solidify the U.S. position as a leader in this field.
Europe Quantum-Enhanced Materials Informatics Market Trends
Europe is also a key region, driven by strong government support and a focus on research and sustainable development. The European Union has launched large-scale initiatives to support quantum research and collaboration across different countries. This has created a fertile ground for both academic and commercial development of materials informatics tools. The region’s focus on environmentally friendly and advanced materials for the automotive and energy sectors is a major demand driver. These initiatives help promote innovation and the adoption of new technologies for material discovery.
The Germany quantum-enhanced materials informatics market is a major one within the European region. It is known for its strong industrial base, especially in the automotive and chemical industries. The country has a large number of research institutions and companies that are actively using materials informatics to develop new alloys, polymers, and other materials. There is a high demand for tools that can speed up the development of lightweight and durable materials for car manufacturing and for new chemicals that are more efficient and eco-friendly. This combination of a strong industrial sector and government support for research helps Germany maintain a strong position.
Asia Pacific Quantum-Enhanced Materials Informatics Market Overview
The Asia Pacific market is expected to grow rapidly during the forecast period. This is due to rapid industrialization, large investments in technology, and a huge manufacturing sector. Countries in this region are heavily focused on becoming leaders in electronics and manufacturing. This drives a need for new and better materials, which boosts the demand for advanced materials informatics solutions. Governments in the region are also providing funding and creating policies that support research and development in this area.
China Quantum-Enhanced Materials Informatics Market Outlook
In Asia Pacific, China is a major force. The country is investing a lot in quantum research and has a massive electronics and manufacturing industry. Chinese companies are using materials informatics to improve their semiconductor technology and develop new materials for batteries and other applications. The government's push to become a leader in science and technology has led to a lot of money and effort being put into this field. This strong support from the government and industry makes China a key country in the region's growth.
Key Players and Competitive Insights
The quantum-enhanced materials informatics industry has a competitive landscape. It includes a mix of large technology firms, specialized software companies, and a number of startups. Some of the major players are focusing on developing full-stack quantum platforms, which include both hardware and software, while others are creating software that runs on existing systems. This leads to competition in different parts of the value chain, from providing core computing power to offering specific application software for materials science. Many companies are forming partnerships with academic institutions and industrial leaders to speed up the development and adoption of their technologies.
A few prominent companies in the industry include Schrödinger, Inc.; Dassault Systèmes SE; Citrine Informatics, Inc.; Kebotix, Inc.; Materials Design, Inc.; Hitachi High-Tech Corporation; Mat3ra; and Materials Zone, Inc.
Key Players
Quantum-Enhanced Materials Informatics Industry Developments
December 2024: Dassault Systèmes announced a new collaboration with the French engineering university UniLaSalle. The university's new digital innovation center, Apex, became the first center to combine education and research in life sciences, earth sciences, and engineering with the 3DEXPERIENCE platform.
Quantum-Enhanced Materials Informatics Market Segmentation
By Material Type Outlook (Revenue – USD Billion, 2020–2034)
By Technology Outlook (Revenue – USD Billion, 2020–2034)
By Application Outlook (Revenue – USD Billion, 2020–2034)
By Regional Outlook (Revenue – USD Billion, 2020–2034)
Quantum-Enhanced Materials Informatics Market Report Scope
Report Attributes |
Details |
Market Size in 2024 |
USD 1.31 billion |
Market Size in 2025 |
USD 1.73 billion |
Revenue Forecast by 2034 |
USD 21.81 billion |
CAGR |
32.5% from 2025 to 2034 |
Base Year |
2024 |
Historical Data |
2020–2023 |
Forecast Period |
2025–2034 |
Quantitative Units |
Revenue in USD billion and CAGR from 2025 to 2034 |
Report Coverage |
Revenue Forecast, Competitive Landscape, Growth Factors, and Industry Insights |
Segments Covered |
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Regional Scope |
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Competitive Landscape |
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Report Format |
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Customization |
Report customization as per your requirements with respect to countries, regions, and segmentation. |