COMSOL Multiphysics 2027: ai-powered simulation revolution! September 19, 2026. COMSOL Multiphysics 2027 announced! COMSOL has unveiled COMSOL Multiphysics 2027, bringing a fresh perspective to engineering and research. This autumn release features advanced architectures for system-level modeling and significant AI integration. Designed for engineers and researchers in electromagnetics, structural mechanics, acoustics, and fluid dynamics, this version elevates simulation capabilities to new heights. Integrating system models and multiphysics simulations. Modern industrial engineering challenges demand understanding large-scale physical interactions. The COMSOL Systems modeling environment addresses this need with a library of approximately 5000 ready-to-use components. Engineers can now create electrical circuit diagrams, process diagrams, and custom equation-based models, linking them directly to 1D, 2D, and 3D multiphysics simulations. This integration provides deeper insights into interactions that determine product and process performance. AI Interaction with MCP Server. The 2027 release expands AI support with the new COMSOL MCP Server. The Model Context Protocol (MCP) enables direct communication between the software and external AI agents. An autonomous agent can perform iterative tasks like mesh setup, solver management, and real-time result interpretation, while a human operator oversees and refines the process in the COMSOL Desktop environment. This support paves the way for more ambitious engineering workflows that combine modeling, simulation, optimization, and verification. Electromagnetic modeling and cross-platform accessibility. The new version includes the Electric Motor Module, a dedicated environment for thermal and electromagnetic modeling of electric motors. This module analyzes structural parameters, excitation circuits, and operating ranges, directly linking to heat transfer and fluid dynamics. A time-periodic solver has also been added to accelerate simulations of microwave systems, plasmas, and MEMS devices. For enterprise use, the Application Builder module now supports macOS and Linux, allowing experts to transform complex algorithms into user-friendly application interfaces for field use, office work, or as control panels for digital twins. Technical analysis and competitive positioning. In the multiphysics simulation market, COMSOL Multiphysics competes with strong rivals like ANSYS and Dassault Systèmes SIMULIA. Traditional workflows often require separate software packages for 1D system-level analysis and 3D finite element simulation. However, the COMSOL Systems architecture unifies both methodologies within the same computational engine. Furthermore, the native implementation of the Model Context Protocol (MCP) positions the new COMSOL server as an open and standardized interface for Agentic AI workflows. This allows external AI models to directly manipulate simulation tree nodes via API calls, overcoming the structural limitations of closed and pre-programmed chatbots.

CAE earnings recap: No hallucinations here. I probably get more CAE questions that any other single topic but, across the PLMish landscape, fewer and fewer companies report specifically on CAE-related earnings so it's hard to quantify what's going on with the vendors. Siemens mentions its CAE acquisitions, including Altair, but provides few numbers. Synopsys rolls Ansys into its overall reporting, but does give Ansys revenue data. Cadence has MSC Software (via the Hexagon Design & Engineering acquisition) and BETA CAE, but doesn't break either out. Keysight mentions ESI Group, but that acquisition closed in 2023 so Schnitger Corp. don't have financial updates. And Dassault Systèmes rarely even mentions SIMULIA by name these days. Careful listening and reading, though, still turn up real hints about the CAE vendor ecosystem. I covered Dassault Systèmes' and Siemens' overall earnings in more detail here so I won't rehash that. But to quickly recap the rest: Cadence reported its strongest quarter to date, per CEO Anirudh Devgan: revenue of $1.584 billion (up 24% year over year) and a record $8.1 billion backlog, with broad-based double-digit growth across all product groups, with IP up more than 40%, and hardware verification setting another record. Cadence raised full-year 2026 revenue guidance to $6.26-$6.34 billion (about 19% growth), citing agentic AI design-tool demand, though it flagged slightly softer second-half margins as it integrates Hexagon's design-and-engineering business. Keysight also posted a record quarter, with orders up 56%, and revenue up 36% as reported (up 31% on a comparable basis because of a divestiture). Its Electronic Industrial Solutions Group (where ESI sits) reported revenue of $501 million, up 21%. Management said little about ESI specifically, beyond flagging continued investment in its software as part of EISG's margin story (more below). Synopsys CEO Sassine Ghazi called the quarter "outstanding": revenue of $2.477 billion was up 42% year over year (including $711 million from Ansys), beating the high end of guidance. EDA revenue grew 8.5% versus a tough 16% prior-year comparison, while Design IP revenue returned to growth, up about 11% to $474 million. Synopsys raised full-year guidance to $9.69-$9.74 billion, including roughly $2.98 billion of Ansys revenue. That's each company's headline summary. Now, the CAE-specific threads: Cadence's "System Design and Analysis" (SDA) revenue - BETA CAE's structural-simulation business plus the newly acquired Hexagon Design and Engineering (D&E) unit - grew 37% year over year in Q2, as reported (meaning, a full quarter of D&E this last quarter compared to none a year ago since the acquisition hadn't closed). Management noted "several competitive displacement" wins for BETA CAE and said Hexagon D&E integration is "progressing well, with key deals closed with top customers" expressing strong interest in an integrated multiphysics flow spanning electrical, CFD, and structural domains for next-gen system design and"physical AI. On the earnings call, CFO John Wall noted SDA is approaching a $1 billion run rate (meaning $1 billion in revenue per year), giving Cadence meaningful scale to pursue multiphysics as a genuine third leg alongside core EDA and IP. Cadence expects continued double-digit SDA growth through 2026, with integration margin benefits "showing up more fully" in 2027. Keysight completed its roughly €913 million acquisition of ESI Group back in November 2023 - framed at the time as a move into virtual prototyping, predictive simulation, and real-time digital-twin software for automotive, aerospace, and heavy-industry customers. ESI sits inside the Electronic Industrial Solutions Group (EISG) - confusing naming, I know. This quarter's earnings call mentioned ESI once: management said Keysight is "investing more in some of the software elements of the business with ESI and the Optical Solutions group," as part of a push to grow EISG's top line before shifting its mix toward higher-margin software. No ESI-specific figures were disclosed, but the mention confirms ESI remains an active priority for Keysight. One year into the Ansys combination, Synopsys said Ansys "continues to perform strongly," but the real news was the first true joint Synopsys-Ansys product, Multiphysics Fusion, billed as the industry's only solution with thermal analysis built into the chip design flow. Early customers have reported seeing significant workflow gains, though management said that Synopsys won't see meaningful revenue from Multiphysics Fusion until fiscal 2027. One more tidbit: Ansys's largest deal of the quarter was GPU-accelerated CFD for a multinational electronics-component maker. CEO Ghazi said GPU acceleration now delivers 40x-60x CFD speedups and that Synopsys sells the accelerated software directly and prices the deal for the speedup delivered, while NVIDIA (the GPU maker) gets more hardware sales. Details, hopefully, at Synopsys' investor day later this month. Siemens CEO Roland Busch said the company is "bringing our simulation products together and launching new products" following the Altair and Dotmatics acquisitions, with revenue opportunities already materializing. In the Q&A, Busch said Siemens' physics-based, data-centric simulation software differs from "workflow-based, rule-based" tools, and that the company is investing to remove traditional bottlenecks - no numbers, but clearly a strategic priority. Dassault Systèmes didn't break out SIMULIA or simulation-specific figures - simulation sits inside the broader Industrial Innovation segment, which grew 5% in Q2. But CEO Pascal Daloz spent significant time in the investor Q&A on how AI is changing simulation economics for Dassault. As my recap pointed out in more detail, he said DS' advantage is that "you could basically do advanced simulation you were not capable of doing in the past because the time to compute the simulation was such that it was too long." TL;DR: so, what have Schnitger Corp. learned? 2027 is the year the recent CAE acquisitions are supposed to pay off. Cadence expects integration margin benefits to "show up more fully" in 2027. Siemens ties its confidence to backlog visibility "well into fiscal year 2027." And Synopsys said outright that Multiphysics Fusion - shipped this quarter - isn't expected to contribute to EDA growth until 2027, calling FY2026 "a year of execution." CAE matters a lot to these businesses. Ansys contributed about $711 million to Synopsys revenue this quarter, close to a third of total revenue. Cadence's SDA line is "approaching a $1 billion run rate" (meaning, $1 billion in revenue per year) - real, and likely to grow. Keysight, Siemens, and Dassault don't break out simulation revenue but, strategically, CAE matters beyond revenue contribution - it lets these vendors tell a complete innovation story, not just a design story. The "AI needs us, not the other way around" argument is getting stronger. Siemens and Dassault both draw a physics-based-vs-workflow/rule-based line, as noted above. Synopsys, asked directly whether AI might disrupt EDA, said AI models and agents need Synopsys's software to supply "ground truth physics" to operate with confidence - AI is a demand driver for the underlying tools, not a replacement for them. I like that phrase: "ground truth physics." No hallucinations here. As always, visit each company's website for far more detail on their recent earnings than Schnitger Corp. can cover here.

Synopsys Q3 earnings call highlights. Synopsys (NASDAQ:SNPS) reported third-quarter fiscal 2026 results above the high end of its guidance, citing broad-based strength in electronic design automation, its Ansys business and design IP. The company raised its full-year revenue, non-GAAP operating margin, earnings and cash-flow outlook. Revenue for the quarter rose about 42% year over year to $2.477 billion, including approximately $711 million from Ansys. Non-GAAP operating margin was 41.6%, while non-GAAP earnings per share reached $3.91. GAAP earnings per share were $2.84, including a gain tied to the sale of the Processor IP Solutions business, which closed during the quarter. "The key takeaway from Q3 is that the fundamentals across our portfolio are strengthening," President and CEO Sassine Ghazi said. "EDA is accelerating, design IP has returned to growth, and Ansys is performing strongly while beginning to create new growth opportunities across the combined portfolio." EDA growth, record hardware revenue. The design automation segment generated about $2 billion in revenue and posted a 45.2% adjusted operating margin. Within the segment, EDA revenue increased 8.5% year over year, supported by software demand and a record quarter for hardware-assisted verification solutions. Ghazi said the company expects EDA growth to accelerate to double digits in the fourth quarter and for the full fiscal year. He attributed the outlook to increasingly complex chip designs, advanced packaging and 3D integrated-circuit architectures, AI-related chip development, and demand for hardware-assisted verification. The company said it secured 12 new and 66 repeat customer wins for hardware-assisted verification during the quarter. Ghazi also highlighted AMD's use of Synopsys 3DIC Compiler for the recently launched Instinct MI455X GPU series. Management said activity has remained strongest among AI and high-performance-computing customers. Ghazi told analysts that chip-start activity in non-AI markets has stabilized after slowing, while AI-related chip starts continue to accelerate. Discover more Stocks & Bonds Ansys integration and Multiphysics products. The quarter marked one year since Synopsys completed its acquisition of Ansys. CFO Shelagh Glaser said Ansys continued to perform strongly, while Synopsys was ahead of schedule on cost-synergy commitments and had repaid term loans earlier than planned. Synopsys launched Multiphysics Fusion during the quarter, combining Synopsys and Ansys technologies to integrate thermal analysis into chip-design workflows. Ghazi said customers including NVIDIA, Cisco, MediaTek and Samsung Foundry validated up to 10 times faster design closure and three times faster runtime. However, management does not expect the offering to make a meaningful contribution to EDA growth until fiscal 2027. Ghazi said customers are in early deployment stages and revenue should begin to increase as they move the technology into production. In the Ansys portfolio, the company also cited demand for GPU-accelerated simulation. Its largest Ansys deal during the quarter involved GPU-accelerated computational fluid dynamics software supporting a company-wide digital twin at a multinational electronics-component manufacturer. Ghazi said simulation workloads can achieve substantial acceleration on GPUs, and that Synopsys captures the value associated with the GPU-based software offering. IP business returns to growth. Design IP revenue increased about 11% year over year to $474 million, returning the segment to growth. The segment's adjusted operating margin was 26.5%. Ghazi said the performance reflected demand from AI infrastructure customers for higher bandwidth, faster connectivity and more complex system architectures. The company said it won more than 95% of PCIe 7.0 opportunities during the quarter and has secured 25 LPDDR6 design wins year to date. Its die-to-die business is on pace to double year over year and has surpassed 100 cumulative design wins, according to management. Synopsys also discussed two IP business models. Its established "Factory One" strategy centers on standards-based IP that can be developed once and licensed broadly. Ghazi said the company has maintained a design-win rate above 90% in automotive for three consecutive quarters as advanced driver-assistance systems move to 5- and 3-nanometer nodes. He added that USB IP has exceeded $2 billion in lifetime bookings. Discover more The company is also pursuing a "Factory Two" model for customized IP subsystems and custom-silicon engagements. Ghazi said Synopsys is in advanced discussions with multiple customers about arrangements that could shift from traditional licensing and non-recurring engineering fees toward licensing plus royalties. Raised full-year outlook. Synopsys ended the quarter with $10.9 billion in backlog, modestly lower sequentially because of the Processor IP Solutions divestiture. Free cash flow was $746 million, cash and short-term investments totaled $3.6 billion, and total debt was about $10 billion. For fiscal 2026, Synopsys raised its revenue outlook to a range of $9.69 billion to $9.74 billion, including an expected Ansys contribution of approximately $2.98 billion. The company expects non-GAAP operating margin of 41.5% at the midpoint and non-GAAP EPS of $15.04 to $15.10. * Fourth-quarter revenue is projected at $2.53 billion to $2.58 billion. * Fourth-quarter GAAP EPS is expected to be $0.60 to $0.85. * Fourth-quarter non-GAAP EPS is forecast at $4.10 to $4.16. * Full-year operating cash flow guidance was raised by $500 million to approximately $2.8 billion. * Full-year free cash flow is now expected to be approximately $2.6 billion, up $600 million from prior guidance. Ghazi said Synopsys has more than 30 active customer engagements involving its agentic AI platform. He said the company is considering subscription and consumption-based models for AI agents and workflows, while emphasizing that such systems require Synopsys' underlying EDA tools, sign-off technology and physics-based data. Discover more Derivatives Stocks & Bonds About Synopsys (NASDAQ:SNPS). Synopsys, Inc is a leading provider of electronic design automation (EDA) software and semiconductor intellectual property (IP) used to design, verify and manufacture integrated circuits and complex systems-on-chip (SoCs). Its product portfolio spans tools and technologies for front-end design and synthesis, simulation and verification, physical implementation and signoff, and design-for-manufacturability, enabling chip designers to move from architecture through tape-out. In addition to core EDA offerings, Synopsys supplies a broad set of semiconductor IP building blocks - such as interface, memory and analog/mixed-signal cores - that customers integrate into SoCs to accelerate development.