# Scientific AI for the Chemical Industry

Accelerate new materials from molecule to manufacturing with AI on an integrated platform

(BIOVIA EI&amp;M Rich Text)The Chemical Industry's Inflection Point

R&amp;D is reaching its limit in an era of complex formulation development and sophisticated molecular design. To succeed today, chemical companies must find ways to fast-track the delivery of high-performance, sustainable materials while ensuring total regulatory compliance.

(BIOVIA EI&amp;M Highlight 1)Integrated Chemicals R&amp;D

BIOVIA integrates **predictive modeling, physics-based simulation, laboratory informatics, and Scientific AI** into a [unified digital environment](/products/biovia/3dexperience-biovia "3DEXPERIENCE BIOVIA"). This connected ecosystem enables chemical innovators to discover new molecules, optimize formulations, streamline lab operations, and scale innovation from research to production with confidence.

By combining **virtual modeling with real-world data**, chemical organizations can design smarter experiments, reduce physical testing, and accelerate the journey from discovery to commercialization.

[BIOVIA Materials Modeler highlight 1](/media/24584)

Discover and Design Next-Gen Chemicals

**BIOVIA Scientific AI** powers generative materials design and advanced molecular modeling &amp; simulation.

- Discover new molecules, catalysts, polymers and specialty chemicals
- Simulate molecular interactions, reaction pathways and material properties
- Apply AI and generative design to explore broader chemical spaces
- Predict performance before synthesis to reduce costly trial-and-error

[BIOVIA Materials Modeler highlight 2](/media/24585)

[Explore Scientific AI](/products/biovia/artificial-intelligence)

Accelerate Formulation Development

Create **higher-performance and more sustainable formulations** while reducing experimentation costs.

- Design optimized formulations with AI-guided predictions
- Receive real-time feedback on performance, cost, and compliance
- Connect formulation design with digital batch making and testing
- Centralize ingredient and product specifications for traceability and quality

[BIOVIA Formulation Scientist Highlight](/media/24586)

[Learn about AI-Powered Formulation Development](/products/biovia/ai-powered-formulation-development)

(BIOVIA EI&amp;M Highlight 4) AI-Ready Labs

Break down data silos, reduce repetitive work, and create **AI-ready scientific data** that powers Scientific AI and actionable insights.

- Automate experiments with fully digital workflows
- Centralize structured and unstructured scientific data in one environment
- Ensure quality, traceability, and compliance with automated review workflows
- Turn laboratory data into searchable, actionable scientific insights

[BIOVIA Data Flow highlight](/media/24587)

[Learn about the AI-Ready Lab](/products/biovia/ai-ready-lab)

(BIOVIA EI&amp;M Highlight 5) Sustainable Chemical Innovation

Embed sustainability directly into R&amp;D by enabling **predictive evaluation of materials, processes, and environmental impact** early in development.

- Design greener molecules and safer chemicals
- Reduce raw material usage and waste through virtual testing
- Optimize catalysts and reaction pathways for efficiency
- Evaluate lifecycle impacts earlier in development

See how a global chemistry company used BIOVIA to achieve **circular and sustainable chemistry**.

[Achieving Sustainability with Solvation Chemistry ](/media/24568)

[  Read Nippon Shokubai story     ](https://discover.3ds.com/nippon-shokubai-achieving-sustainability-goal)

CUSTOMER STORY - NIPPON SHOKUBAI

(BIOVIA EI&amp;M Customers)Industrial Chemical Companies Run on BIOVIA

Leading chemical manufacturers rely on BIOVIA solutions to transform scientific innovation—from molecular discovery to manufacturing.

[AkzoNobel logo](/media/24551)

[Aramco logo](/media/24593)

[Dow Chemical logo](/media/23080)

[Dupont logo](/media/24594)

[Eastman logo](/media/24595)

[Hunstman logo](/media/24596)

[Ineos logo](/media/24597)

[Shell logo](/media/24598)

(BIOVIA EI&amp;M Action Text)Get Started with AI-Powered Chemical Innovation

Stay ahead of the competition by accelerating materials discovery, formulation development, and digital laboratory transformation. With BIOVIA on the **3D**EXPERIENCE platform, chemical companies can **connect data, models, and experiments** in a single innovation environment—powered by generative AI.

**Download our eBook to explore how Scientific AI can transform your chemical R&amp;D.**

[Download eBook](https://discover.3ds.com/scientific-ai-virtual-twins-transforming-chemical)

(BIOVIA IE&amp;M FAQs)Chemical Industry FAQs

 What are examples of chemical and petrochemical industry software?

Software in this sector is designed to handle the **specific needs** of complex molecular modeling and large-scale plant operations. Key examples include:

- **Electronic Lab Notebooks (ELN):** Used by researchers to [document experiments and manage unstructured data](/products/biovia/one-lab/eln "ONE Lab ELN").
- **Product Lifecycle Management (PLM):** Helps manage a chemical product from [initial formulation through to commercialization](/technologies/product-lifecycle-management "Product Lifecycle Management: What is PLM software?").
- **Simulation &amp; Modeling:** Engineers can create virtual twins of refineries to optimize throughput with [3D UNIV+RSES](/insights/3d-universes/lean-adaptable-operations "Build Smart and Sustainable Operations in Half the Time with Industrial AI") from Dassault Systèmes.
- **Laboratory Information Management Systems (LIMS):** Essential for [tracking samples and ensuring quality control](/products/biovia/one-lab/lims "ONE Lab LIMS") for the **customer**.

What are the new technologies in the chemical industry?

Innovation is currently driven by the need for speed and sustainability. Notable technologies include:

- **Scientific AI &amp; Machine Learning:** Moving beyond generic models, "scientifically aware" AI helps predict molecular properties and accelerates the discovery of new materials.
- **Modular Manufacturing:** Using smaller, mobile production units that can be scaled up or down based on **high demand**.
- **Green Hydrogen:** Utilizing electrolysis to create carbon-free feedstock for ammonia and methanol production.
- **Biotechnology:** Using microbes or enzymes as catalysts to create bio-based chemicals, reducing reliance on fossil fuels.

 What are some chemical industry process solutions?

Process solutions focus on maximizing efficiency and safety during production. Common approaches include:

- **Predictive Maintenance:** Using IoT sensors to monitor equipment health, preventing costly unplanned downtime for **manufacturers**.
- **Process Analytical Technology (PAT):** Systems that provide real-time data on chemical reactions, ensuring the final product meets **stringent industry standards**.
- **Digital Continuity:** Integrating data across the entire value chain so that R&amp;D, engineering, and manufacturing are always aligned.

What are some EHS solutions for the chemical industry?

EHS is a top priority due to the hazardous nature of many substances. Solutions include:

- **Compliance Management Systems:** Automated tools that track changing global regulations (like REACH or TSCA) to ensure the **customer** receives a compliant product.
- **Inventory &amp; Waste Tracking:** Specialized databases that monitor the lifecycle of hazardous materials to prevent environmental contamination.
- **Incident Management Portals:** Digital platforms for reporting "near-misses" and accidents, fostering a culture of safety.

EHS professionals in the chemical industry should explore [BIOVIA CISPro](/products/biovia/cispro "BIOVIA CISPro"), a comprehensive inventory management solution that tracks materials, manages safety information, and ensures compliance with both local and global regulations.

What are the top 5 chemical industries?

While the landscape is broad, the following sectors represent the pillars of the global **chemical industry**:

1. **Petrochemicals:** Production of ethylene, propylene, and benzene derived from petroleum and natural gas.
2. **Agrochemicals:** Manufacturing fertilizers, pesticides, and herbicides to support global food security.
3. **Polymers &amp; Plastics:** Creating the synthetic materials used in packaging, construction, and electronics.
4. **Specialty Chemicals:** High-value chemicals produced in lower volumes to meet the **specific needs** of sectors like cosmetics and pharmaceuticals.
5. **Basic Inorganics:** Production of large-scale chemicals like sulfuric acid, chlorine, and soda ash.

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