Scimplify raises $25M to challenge China’s grip on critical materials with AI

Scimplify will use the $25 million equity round to expand its AI-powered approach to producing specialty chemicals and critical materials. The round was led by Hitachi Ventures, with Henkel, Teknor Apex, and existing investors participating. The company is targeting semiconductors, defense, energy, and electronics as major growth markets.

The supply problem is concentrated production. Manufacturers often depend on China and a small number of other countries for key materials. Scimplify helps them establish additional sources by developing processes in Bengaluru and Hyderabad, then transferring them to partner factories. Its Scinode platform helps match production routes with suitable facilities.

About 90% of its manufacturing is currently in India, but Scimplify plans to build networks in the United States and Japan. It is also developing tungsten derivatives from scrap and rare-earth materials. These efforts could give customers more options as demand rises and supply chains remain vulnerable to geographic concentration.

Scinode is Scimplify’s proprietary AI platform for organizing the path from a customer’s request to a manufactured material. It identifies suitable production routes and facilities while tracking quality and regulatory requirements. The goal is to reduce delays in a process that usually involves complex chemistry, factory qualification, and strict standards.

The platform uses specialized AI agents for research, manufacturing, and quality control. Each agent works backward from what the customer needs. That structure helps Scimplify choose how to make the material, where to produce it, and what checks are required. The system also retains customer context for future projects.

Scimplify’s scientists and engineers remain central to the work. They develop processes at research facilities in Bengaluru and Hyderabad, then transfer them to partner factories. The company coordinates production across more than 500 facilities. In some cases, this approach has reduced delivery time from 12 to 18 months to two months.

Scimplify has built a large operation since its founding in 2023. It serves more than 1,000 customers and has delivered products to more than 40 countries. Its annualized revenue run rate is about $200 million, three times the level from a year earlier. The company is targeting $400 million over the next year.

Its production network includes more than 500 manufacturing facilities. About 90% of manufacturing occurs in India, where Scimplify’s research facilities are also located in Bengaluru and Hyderabad. The company’s in-house team oversees production and helps customers qualify alternative suppliers for concentrated materials.

Scimplify employs about 340 people, including roughly 70 scientists. Customers include TDK, BASF, Hitachi, Henkel, and Teknor Apex. The United States contributes about 30% of business, while customers outside India collectively generate more than half of revenue. Scimplify has also been EBITDA-positive for two months.

Chemical production normally requires more than discovering a promising formula. A company must develop a workable process, qualify a facility, meet quality standards, and manage regulatory requirements. Scimplify brings these steps into one coordinated workflow, allowing customers to move faster from specifications to a finished material.

After receiving an order, Scimplify’s teams develop the manufacturing process at research facilities in Bengaluru and Hyderabad. Scinode then helps identify suitable production routes and partner factories. Its specialized AI agents support research, manufacturing, and quality control. The platform also tracks requirements and remembers customer context for later projects.

Scimplify’s scientists and engineers transfer the process to commercial partners across a network of more than 500 facilities. In some cases, the company has delivered finished materials within two months, compared with the usual 12 to 18 months. Timelines still vary by project, but the model removes repeated handoffs and speeds scale-up.

These sectors are expanding because they depend on specialized materials for new infrastructure and advanced products. The article links AI to stronger demand for materials used in electronics and energy infrastructure. Semiconductors are identified as a key growth market, while defense demand is rising as ongoing wars increase military needs.

Scimplify’s revenue mix shows the shift. Energy, electronics, and defense now account for about 45% to 50% of revenue, compared with less than 15% a year earlier. The company works with major industrial customers, including TDK, BASF, and Hitachi, and is building capabilities for materials needed in these markets.

The trend creates an opportunity for Scimplify because customers need reliable sources beyond China-centered supply chains. Its annualized revenue run rate has reached about $200 million. The company plans to expand manufacturing networks in the United States and Japan as demand grows in those markets.

Scimplify is pursuing two projects that could reduce dependence on concentrated supply chains. It is producing tungsten derivatives from scrap and developing rare-earth materials. The article identifies both categories as areas where global supply remains heavily dependent on China or where supply is concentrated there.

Using scrap as an input could turn existing material into a source of tungsten derivatives instead of relying only on newly supplied material. Scimplify’s broader model then connects the process to manufacturing partners. Its scientists develop the process, while Scinode helps identify routes, facilities, and quality requirements.

These projects could give customers additional sourcing choices, although the article does not provide production volumes or completion dates. Scimplify currently performs about 90% of its manufacturing in India. It plans to expand networks in the United States and Japan, strengthening its ability to serve customers seeking alternatives.

The source does not provide formal definitions. In established industrial usage, specialty chemicals are customized substances designed for particular performance requirements rather than sold mainly as basic bulk chemicals. Critical materials are inputs that industries consider especially important because they support key products, technologies, or infrastructure and may have limited supply sources.

They can be used in relatively small quantities but still affect an entire manufacturing process. A material may control product performance, reliability, safety, or whether a component can be produced at all. That makes consistent quality and dependable supply important. Scimplify develops production processes, qualifies facilities, and tracks regulatory and quality requirements to meet those needs.

The article shows why this matters now. Manufacturers often rely on China and a few other countries for important materials. Scimplify is developing tungsten derivatives, rare-earth materials, and other specialty products while building a broader network of production partners.