Industrial AI Adoption & Market Opportunity - Industrial AI 正在经历极端的采用 [1] - NVIDIA 认为物理 AI 和工业 AI 是一个 10 万亿美元的行业 [2] - 工业 AI 不仅仅是数字孪生，它贯穿整个汽车生命周期，从前期设计协作到性能数字孪生 [4] - 工业 AI 被注入到数字孪生的创建中 [14] - 工业 AI 的创建从两个角度考虑：使用 Omniverse 创建工厂或仓库的虚拟版本，并使用 Cosmos 创建无限的变体 [15][16] Digital Twin Transformation - 行业正在从规划数字孪生转型到运营数字孪生，并注入 AI [5][8] - 运营数字孪生中，AI 可用于预测性维护，实时零件规划和机器人路径规划 [7] - 通过 AI 协同，用户可以通过提问来监控生产量，生产线问题等 [12][13] Mobility & Virtual Experience - 使用虚拟配置器查看不同的颜色和装饰组合 [9] - 能够实时体验车辆在不同环境条件下的性能，并最终通过 XR 体验坐在车辆中 [10] - 可以在 XR 中体验自动驾驶的未来 [10] AI-Powered Tools & Platforms - Metropolis 平台连接数千个摄像头，以帮助识别数字孪生如何实时运行 [22] - Isaac 和 Groot 平台用于机器人开发，帮助训练和测试 AMR，AGV，ARM 和人形机器人 [22] - Blueprint 旨在解决查找符合特定场景的数据，创建无限变体并基于数据训练模型的难题 [20][21] Real-World Applications & Partnerships - 已经与 BMW，Keon，Kanti，Rockwell Automation 和 Foxconn 合作实现了数字孪生 [5][25][26] - 与 Accenture 合作，将技术应用于 Keon 的仓库，实时感知数字孪生的每个操作 [24] - 设想与 Service Now 建立深度合作伙伴关系，在工厂车间触发实时警报，从而调试机器人或人员来处理事件 [19]

Uh this is really interesting. You know our journey started out in high performance computing and high performance computing training foundation models and frontier models. That is the extreme version of high performance computing.And so so Nvidia and DDN um found our friendship and our long-term partnership through that origin. Now what we'd like to do as we train these models, these models can now uh turn the world's enterprises, all of our data from raw data into data intelligence. Yeah.And so now our wo ...

As a nonprofit corporation, MITER is chartered to deliver solely for the public interest. In order to do a better job serving that public, we needed to reach out to the leading technology companies in the world. And Nvidia was identified as one of those leading technology companies.We realized that there was a massive growing demand for compute capacity around artificial intelligence. We felt that it was important to make an investment and that investment is in a one scalable unit in video reference super p ...

Technology & Innovation - Omniverse is considered a phenomenal technology [1] - Digital twins in Omniverse can accelerate drug development [1] - Omniverse can maximize the likelihood of success and compress the time to take a drug to market [1] Pharmaceutical Industry Application - Developing a drug can cost billions of dollars and take years [1] - Omniverse can help explore multiple avenues in parallel for drug development [1] - Combining attributes from different experiments in Omniverse can maximize benefits [1]

Industry Trend - AI is transforming graphics, and graphics is transforming AI, leading to the emergence of physical AI [1] - The field is open for fundamental breakthroughs, especially in digital twins and virtual worlds, which are foundational to physical AI and robotics [2] - The industry is now in graphics 3.0 [1] Future Outlook - Expect an explosion of new ideas related to digital twins and virtual worlds at Siggraph in the coming years [2] - Everything that moves is going to be a robot [1]

Industry Focus - Pharmaceutical Development - The pharmaceutical industry faces high costs (billions of dollars) and lengthy timelines (years) for drug development, including FDA approval [1] - Traditional drug development involves sequential or parallel exploration of multiple avenues, which can be inefficient [1] Technological Solution - Digital Twins and Omniverse - The company proposes using digital twins in the Omniverse to simulate drug development processes [1] - The Omniverse is described as a "phenomenal thing" that can revolutionize how things are done [1] Potential Benefits - Combining attributes from different approaches (e.g., "pass number one" and "pass number four") in the digital environment can maximize the likelihood of success [1] - This approach can compress the time to market for new drugs and maximize their benefits [1]

Let's call Adelfi right now. I'm down. Yeah. How about we call my friend? I actually haven't met him in person, but I'm I'm friends with this Deli. Arnold Schwarzenegger. Yeah. What do we think? Love it. Hey, this is AI Arnold. I'm here to cut the crap and help you get stronger, healthier, and happier. So, what's on your mind today? Arnold, I have 15 minutes a day to work out, which I feel like is not a lot, but I want to feel good and I want to get better in my health. What do you recommend I do? 15 minute ...

Digital Twin Development - Digital twins are crucial for training and testing physical AI, enabling complex real-world actions [1] - Current digital twin creation is slow and tedious, often lacking detailed materials for safe AI training [1] - NVIDIA's research empowers developers to transform design and engineering workflows using generative AI [2] - AI assistants, combining NVIDIA Cosmos World Foundation models and rendering technologies, generate base materials with realistic visual details [2] - Experts fine-tune materials to enhance realism, adding details that better reflect the real world [3] - Seamless collaboration transforms 3D models into physically accurate digital twins for simulating autonomous systems [3] - These advancements bring developers closer to AI-assisted workflows for accelerating digital twin development and safe physical AI [3]

© 2025 Bentley Systems, Incorporated. All rights reserved. August 6, 2025 1 Bentley Systems Second Quarter 2025 Results Agenda © 2025 Bentley Systems, Incorporated. All rights reserved. 3 Perspectives from the Executive Chair, Greg Bentley 01 © 2025 Bentley Systems, Incorporated. All rights reserved. 4 Total addressable market ("TAM") Perspectives from the Executive Chair 01 © 2025 Bentley Systems, Incorporated. All rights reserved. 2 Perspectives from the CEO 02 Perspectives from the CFO 03 Q&A 04 Disclaim ...

Financial Performance - The company's annual revenue increased from $138.9 million in 2020 to $366.1 million in 2024[16] - The company's non-GAAP gross margin was 60.4% in Q2 2025, compared to 58.2% in Q2 2024[91] - Non-GAAP research and development expenses were $17.5 million in Q2 2025[94] - Adjusted EBITDA was $27.6 million in Q2 2025, compared to $26.8 million in Q2 2024[98] - Non-GAAP EPS (diluted) was $0.80 in Q2 2025, compared to $0.83 in Q2 2024[102] - The company has $260.5 million in cash and investments as of June 30, 2025[108] Market and Growth - The company estimates that RAIN enabled connectivity for over 52 billion items in 2024, representing approximately 0.5% of connectable items[46] - The company has sold over 120 billion endpoint ICs[17] - The endpoint IC market has a 28% CAGR[52] Strategic Focus - The company's strategy involves developing whole-platform solutions for lighthouse enterprises, winning the endpoint IC opportunity at those enterprises, engaging partners to repeat successes, and competing aggressively for the rest of the endpoint IC market[18]