Agentic Workflow Automation
Automate multi-threaded engineering workflows with agentic AI
Replace manual handoffs with adaptive workflows. SimScale orchestrates design, simulation, and optimization end-to-end, across any simulation, workflow, or toolchain.
Engineering processes span too many tools, too many handoffs, and too many manual steps, slowing teams down just as the pressure to innovate faster increases.
Faster workflows
Eliminate manual steps and reduce handoffs across engineering processes.
Greater innovation
Autonomous design space exploration frees up engineers for creative problem-solving.
Reduced errors
Build robust, no-code workflows, underpinned with AI-driven consistency and multi-agent collaboration.
Ensured compliance
Agentic AI delivers built-in traceability, versioning, and audit trails showing reasoning and decisions taken.
Scaled engineering processes
Automate complex, multi-step workflows across teams, solvers and tools.
Improved throughput
Run more analyses without increasing engineering workload.
99.9%
quicker simulation turnaround vs. traditional methods
“Simulation (SimScale) drastically changed our R&D landscape regarding time (99.9% quicker), cost (no HPC and data storage), and simulation accuracy. It allows us to complete development cycles within days instead of months, giving us a massive advantage compared to our competition. I would say that this (software) is not evolutionary but rather disruptive.”
Easy deployment
No local install, SSO, first-class support
“The deployment was made very easy for us, due to three key factors: (i) no local installation or hardware required, (ii) easy and secure access with single-sign-on, and (iii) first-class support of the Customer Success and Support team at SimScale.”
45%
cost savings vs. traditional desktop software
“By using cloud-native CFD in SimScale, the project resulted in savings of 45% compared to using traditional desktop software. This flexibility and cost-saving were the convincing factors for entering into a partnership with SimScale, considering the large scale of customers we serve daily on a global scale.”
Always-on autonomous engineering workflows
AI agents coordinate the full engineering workflow — design, simulation, optimization, reporting — as a single, continuous, governed operation across any solver, method or toolchain.
Agent-driven orchestration
Let AI agents coordinate your entire workflow, from CAD generation and geometry prep to multi-physics analysis, optimization, and reporting. These complex, multi-step processes are executed as a single, seamless, and automated operation, eliminating manual handoffs and delays.
Physics AI acceleration
Instantly explore thousands of new design variants while validating performance in real time with Physics AI. This creates a powerful, closed loop of ideation and verification, allowing your engineers to innovate faster and converge on optimal designs with greater confidence.
Multi-disciplinary optimization
Achieve true holistic design by deploying a virtual team of specialized agents. These agents work collaboratively across physics domains, engineering steps and software platforms, ensuring that thermal, structural, and fluid dynamics are optimized against manufacturability, cost or other (DFX) criteria.
Connected toolstack
Orchestrate agents across your toolstack to get collaborative work done autonomously. By linking directly to your CAD, PLM, and project management systems, agentic workflows plug seamlessly into your established engineering processes without disruption.
Always-on pipelines
Create always-on validation pipelines that trigger simulations and reports automatically based on design changes or new data inputs. Powered by elastic cloud compute that scales on demand, these workflows run continuously in the background without creating bottlenecks.
FAQs
New to agentic workflow automation or evaluating SimScale? Here are the questions we hear most.
ContactConventional scripting is brittle — it breaks when inputs change, requires programming expertise to maintain, and can’t handle decision-making between steps. Agentic workflows use AI to reason across steps, coordinate multiple specialized agents collaboratively, and adapt to new conditions dynamically.
Physics AI acceleration uses pre-trained AI models to evaluate thousands of design variants in real time — far faster than running full high-fidelity simulations for each one. Within an agentic workflow, Physics AI creates a closed loop between design generation and performance validation.
SimScale deploys a virtual team of specialized agents that work in parallel across physics domains and software platforms. Rather than optimizing thermal, structural, and fluid dynamics sequentially, specialized agents collaborate simultaneously, factoring in DFX criteria like manufacturability and cost.
Every action taken by an agent is logged, including the reasoning behind decisions, the inputs used, and the outputs produced. This built-in versioning and audit trail makes agentic workflows compliance-ready.
Yes. SimScale supports always-on validation pipelines that trigger automatically based on design changes or new data inputs. Powered by elastic cloud compute, these pipelines run in the background continuously without creating bottlenecks.
Get started today
Start exploring simulation, Engineering AI, and Physics AI in one platform today — no setup required.
