# MARIE

The scientific Virtual Companion with agentic AI—built directly into your R&D environment. MARIE understands your data, automates complex workflows, and delivers deterministic outcomes right where you work.

(BIOVIA MARIE - Rich text intro) Meet MARIE: Your Scientific Virtual Companion

Hi, I'm **MARIE**, BIOVIA's **scientific AI agent** and Virtual Companion. I automate complex scientific work across materials design, laboratory workflows, quality assurance, regulatory compliance, and computational science.

Powered by [Scientific AI](/products/biovia/artificial-intelligence "BIOVIA Scientific AI") and connected to your [trusted scientific ecosystem](/products/biovia/3dexperience-biovia "3DEXPERIENCE BIOVIA"), I don't just generate answers. I reason, orchestrate, and execute multi-step workflows using validated scientific methods to deliver deterministic, actionable outcomes, helping you innovate faster.

 ![MARIE for Laboratory Science > Dassault Systèmes](https://www.3ds.com/assets/invest/2026-06/marie-intro-screenshot-1.png)

MARIE for Laboratory Science

(BIOVIA MARIE circle list)Key Features and Benefits

(BIOVIA MARIE circle list Security) Enterprise-Grade Data Security

 ![](https://www.3ds.com/assets/invest/2025-12/icon-217-security-access-blue-rvb.png)

(BIOVIA MARIE circle list) Continuous Intelligence

 ![](https://www.3ds.com/assets/invest/2026-01/icon-284-artificial-intelligence_0.png)

(BIOVIA MARIE circle list)Accelerated Onboarding & Knowledge Sharing

 ![](https://www.3ds.com/assets/invest/2025-11/icon-410-stakeholders-collaboration-blue-rvb.png)

Accelerated Laboratory Science

Instead of spending hours documenting your day, simply describe your work in plain language. I **instantly transform unstructured notes into structured, searchable digital records**. Beyond documentation, I **analyze experimental data, propose next-step procedures, and draft structured conclusions**. Every action I take is completely transparent and logged within your secure, built-in audit trail.

MARIE for Lab Science

 ![BIOVIA Marie for Lab Science - Formulations > Dassault Systèmes](https://www.3ds.com/assets/invest/2026-06/marie-for-lab-science-formulation.png)

[   See MARIE in action
 2 minutes     ](https://www.youtube.com/watch?v=zSObEj704MA)

(BIOVIA MARIE Computational Science highlight) Democratized Computational Science

I bridge the gap between scientific intent and execution by **orchestrating the right methods, AI models, data, and validated scientific workflows** through simple text-based interactions.

Built on decades of BIOVIA expertise in [Scientific AI](/products/biovia/artificial-intelligence "BIOVIA Scientific AI"), workflow automation, and modeling and simulation, I make computational science more accessible without replacing scientific judgment.

Accelerated by NVIDIA BioNeMo, NIM microservices, and Nemotron reasoning models, I transform leading AI capabilities into trusted, reusable scientific workflows that help researchers **accelerate discovery with confidence**.

[BIOVIA - MARIE for computational science](/media/25402)

Automated Regulatory Authoring

I eliminate the bottleneck of regulatory compilation. By securely accessing your experimental data across systems, I **autonomously assemble and populate complex CMC dossiers, APQRs, and structured submissions** - clearly flagging agent-generated text for human verification.

MARIE for Regulatory

 ![BIOVIA - MARIE for Regulatory video > Dassault Systemes ](https://www.3ds.com/assets/invest/2026-06/marie-regulatory-thumbnail.png)

Intelligent Quality Assurance

In QA, I **monitor shifting global regulations**, cross-reference them with your internal processes, and **alert you to compliance gaps** before they become risks.

MARIE for Quality

 ![BIOVIA - MARIE for Quality video > Dassault Systemes](https://www.3ds.com/assets/invest/2026-06/marie-quality-thumbnail.png)

(Virtual Companions - Blue Tokens highlight)Unlock Virtual Companions with Blue Tokens

All of Dassault Systèmes' Virtual Companions consume **blue tokens** in proportion to the value delivered by each task. This value-based model means blue tokens track real engineering & scientific productivity, not just usage.

[Virtual Companion - MARIE screening experiment](/media/25682)

[Learn more about blue tokens](/store/blue-tokens)

(BIOVIA MARIE action text) Ready to transform your workflows?

Let’s get to work - contact us today for more information about how to access MARIE.

[Request early access](/brick/97362)

(BIOVIA MARIE FAQs)Agentic AI for Science FAQs

 What defines a scientific AI Agent?

Unlike traditional large language models that function as passive, text-based chat assistants, a scientific AI agent possesses the capacity for autonomous execution. Built explicitly to advance agentic AI for science, these systems use native tool integration, short- and long-term memory structures, and advanced reasoning loops. This approach allows them to connect to multiple apps, navigate enterprise databases, and execute multi-step workflows without step-by-step human prompts, serving as active digital partners for scientists and researchers.

 How does an agent transform scientific R&D?

Modern platforms shift laboratory workflows from traditional science to agentic science. Historically, researchers have spent substantial manual effort bridging disconnected software silos, managing data ingestion, and preparing datasets. By automating data orchestration across an entire enterprise, agentic solutions eliminate procedural bottlenecks, accelerating project timelines and allowing scientists to focus on new data interpretation.

 How will AI agents change scientific research workflows?

MARIE fundamentally changes scientific research by transforming static, isolated documentation into dynamic assets. MARIE accesses both new data generated at the laboratory bench and historical data stored on the **3D**EXPERIENCE platform. By accessing all these digital records, MARIE surfaces potentially hidden data to enable enhanced, automated knowledge-sharing. The connected nature of the data also means regulatory, quality, and computational teams constantly operate from a single, verified, and continuously synchronized source of truth.

 What is the role of Agentic AI in hypothesis generation?

Advanced computational models can suggest novel hypotheses by ingesting new data streams from internal proprietary repositories and public literature reviews. Specialized artificial intelligence then analyzes cross-disciplinary data patterns to screen variables, predict molecular properties, and evaluate feasibility. This approach provides a prioritized matrix of high-probability leads before scientists invest resources into physical experimental design.

 How does Agentic AI accelerate scientific discovery and commercialization?

Advanced systems compress the timeline of scientific discovery by removing administrative and compliance-related friction from the innovation lifecycle. In the domain of Agentic AI for scientific research, MARIE can compile documentation, suggest future experimental directions and draft regulatory dossiers. By generating content from trusted scientific sources, with a detailed understanding of scientific models and rigorous standards, all while keeping the scientist in the loop, MARIE's AI outputs significantly reduce the time required to advance a molecule from early discovery to market approval.

 Can an AI Agent manage life sciences compliance?

An AI agent does not replace human oversight or function as an autonomous decision-maker; final accountability in highly regulated GxP environments must always remain with qualified professionals. MARIE serves as intelligent, human-in-the-loop orchestration Virtual Companion that simplifies the workloads of QA and regulatory teams. By securely navigating enterprise data silos, MARIE accelerates document assembly for complex regulatory submissions like CMC dossiers and APQRs, enforcing absolute traceability with an unalterable audit trail within the secure [**3D**EXPERIENCE platform](/products/biovia/3dexperience-biovia "3DEXPERIENCE BIOVIA"). MARIE can also monitor global regulations and identify compliance gaps before they become risks.

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 ![BIOVIA MARIE web banner > Dassault Systemes](https://www.3ds.com/assets/invest/2026-07/marie-web-banner-v2.png)

[  Request early access     ](/brick/97362)

[   Meet MARIE at BIOVIA Live     ](https://events.3ds.com/biovia-live-2026)

[BIOVIA MARIE web banner](/media/25370)

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