{"id":109870,"date":"2026-03-06T11:39:17","date_gmt":"2026-03-06T11:39:17","guid":{"rendered":"https:\/\/www.simscale.com\/?page_id=109870"},"modified":"2026-03-06T17:41:10","modified_gmt":"2026-03-06T17:41:10","slug":"engineering-ai","status":"publish","type":"page","link":"https:\/\/www.simscale.com\/product\/engineering-ai\/","title":{"rendered":"Engineering AI"},"content":{"rendered":"\n<style data-wp-block-html=\"css\">\n\/* Removing Padding from Vertical Differentiator Section *\/\n.hw-verticalDifferentiator--section {\n    padding: 0px !important;\n}\n.hw-verticalDifferentiator {\n    padding: 0px !important;\n}\n<\/style>\n\n\n\n<div class=\"gb-element-a1ba63a4\" style=\"--inline-bg-image: url(https:\/\/frontend-assets.simscale.com\/media\/2025\/10\/product-background-svg.svg)\">\n<div class=\"gb-element-3e3f3809\">\n<div class=\"gb-element-d62f41e5\">\n<div class=\"gb-element-b775d3a3\">\n<h1 class=\"gb-text gb-text-39d788ad\">Engineering AI<\/h1>\n\n\n\n<h2 class=\"gb-text gb-text-344ac21f\">From engineering intent to limitless exploration<\/h2>\n\n\n\n<p class=\"gb-text gb-text-d3a21d04\">Engineering AI orchestrates the simulation process from intent to design, seamlessly managing complex workflows so teams can explore further, iterate faster, and build higher-performing products.<\/p>\n\n\n\n<div class=\"gb-element-ac7061bc\">\n<div>\n<a class=\"gb-text gb-text-80819dc1\" href=\"\/signup\/\">Start Simulating Now<\/a>\n<\/div>\n\n\n\n<div class=\"gb-element-3a131f83\">\n<a class=\"gb-text gb-text-4949f631\" href=\"\/request-demo\/\">Book a Demo<\/a>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-69caf842\">\n<div>\n<img loading=\"lazy\" decoding=\"async\" width=\"109\" height=\"33\" class=\"gb-media-24b6e220\" alt=\"G2 Ratings\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/g2crowd_icon_updated.svg\" title=\"g2crowd_icon_updated\"\/>\n<\/div>\n\n\n\n<div>\n<img loading=\"lazy\" decoding=\"async\" width=\"119\" height=\"47\" class=\"gb-media-2a5022e5\" alt=\"Capterra Rating\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2025\/08\/Capterra.svg\" title=\"Capterra\"\/>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-865bfb3b\">\n<img loading=\"lazy\" decoding=\"async\" width=\"1238\" height=\"814\" class=\"gb-media-7029e06d\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/simscale-ai-simulation-workbench.webp\" alt=\"Engineering AI demonstration with SimScale\" srcset=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/simscale-ai-simulation-workbench.webp 1238w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/simscale-ai-simulation-workbench-300x197.webp 300w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/simscale-ai-simulation-workbench-1024x673.webp 1024w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/simscale-ai-simulation-workbench-768x505.webp 768w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/simscale-ai-simulation-workbench-515x339.webp 515w\" sizes=\"auto, (max-width: 1238px) 100vw, 1238px\" \/>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-a9018355\">\n<style>\n\/* Logobar Scrolling *\/\n@keyframes marquee {\n    from { transform: translateX(0); }\n    to { transform: translateX(-50%); }\n}\n.logo-track {\n    width: 200% !important; \n    display: flex !important;\n    animation: marquee 60s linear infinite;\n}\n.logo-track img {\n    height: auto !important;\n    flex-shrink: 0 !important;\n    \/* Optional: Add max-width if images look too big *\/\n    \/* max-width: 100% !important; *\/ \n}\n<\/style>\n\n\n\n<div class=\"gb-element-58e9bf57 logo-track\">\n<div class=\"gb-element-e0f075e0\">\n<div class=\"gb-element-a441e4da\">\n<img loading=\"lazy\" decoding=\"async\" width=\"146\" height=\"11\" class=\"gb-media-ecf3bdb8\" alt=\"zaha hadid architects logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2022\/10\/zaha-hadid.svg\" title=\"zaha-hadid\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-418cb197\">\n<img loading=\"lazy\" decoding=\"async\" width=\"62\" height=\"14\" class=\"gb-media-3b93e0fe\" alt=\"aecom logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2022\/10\/aecom.svg\" title=\"aecom\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-633a3b97\">\n<img loading=\"lazy\" decoding=\"async\" width=\"101\" height=\"16\" class=\"gb-media-be651ba0\" alt=\"mitsubishi logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2022\/10\/mitsubishi.svg\" title=\"mitsubishi\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-db8663a3\">\n<img loading=\"lazy\" decoding=\"async\" width=\"106\" height=\"17\" class=\"gb-media-a5f8135a\" alt=\"toshiba logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2024\/09\/toshiba_logo_grey.svg\" title=\"toshiba_logo_grey\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-ed6881cf\">\n<img loading=\"lazy\" decoding=\"async\" width=\"90\" height=\"19\" class=\"gb-media-5d344622\" alt=\"Magna Logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2022\/11\/Magna-logo.svg\" title=\"Magna-logo\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-b99cdaf2\">\n<img loading=\"lazy\" decoding=\"async\" width=\"70\" height=\"25\" class=\"gb-media-342c01ac\" alt=\"thornton tomasetti logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2022\/10\/thornton-tomasetti.svg\" title=\"thornton-tomasetti\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-d900c940\">\n<img loading=\"lazy\" decoding=\"async\" width=\"90\" height=\"26\" class=\"gb-media-06b084ce\" alt=\"sweco logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2022\/10\/sweco.svg\" title=\"sweco\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-69d5362b\">\n<img loading=\"lazy\" decoding=\"async\" width=\"113\" height=\"25\" class=\"gb-media-35cbc4ce\" alt=\"aqseptence group logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2022\/10\/aqseptence.svg\" title=\"aqseptence\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-bd3e23a3\">\n<img loading=\"lazy\" decoding=\"async\" width=\"130\" height=\"24\" class=\"gb-media-c261dcfe\" alt=\"johnson &amp; johnson logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2022\/10\/johnson-johnson.svg\" title=\"johnson-johnson\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-fec480b4\">\n<img loading=\"lazy\" decoding=\"async\" width=\"118\" height=\"18\" class=\"gb-media-1dccf39d\" alt=\"Nobel logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2024\/11\/nobel_automotive_logo.svg\" title=\"nobel_automotive_logo\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-38a5ee22\">\n<img loading=\"lazy\" decoding=\"async\" width=\"60\" height=\"25\" class=\"gb-media-ca8050d3\" alt=\"bucher municipal logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2023\/09\/bucher_municipal_logo.svg\" title=\"bucher_municipal_logo\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-9b2c5221\">\n<img loading=\"lazy\" decoding=\"async\" width=\"84\" height=\"17\" class=\"gb-media-90228fca\" alt=\"b\u00fchler logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2023\/09\/buhler_logo.svg\" title=\"buhler_logo\"\/>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-b6c723fd\">\n<div class=\"gb-element-ef963417\">\n<img loading=\"lazy\" decoding=\"async\" width=\"146\" height=\"11\" class=\"gb-media-79933292\" alt=\"zaha hadid architects logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2022\/10\/zaha-hadid.svg\" title=\"zaha-hadid\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-961ca424\">\n<img loading=\"lazy\" decoding=\"async\" width=\"62\" height=\"14\" class=\"gb-media-2729a311\" alt=\"aecom logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2022\/10\/aecom.svg\" title=\"aecom\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-2776504c\">\n<img loading=\"lazy\" decoding=\"async\" width=\"101\" height=\"16\" class=\"gb-media-3d60b71b\" alt=\"mitsubishi logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2022\/10\/mitsubishi.svg\" title=\"mitsubishi\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-fcbc52f2\">\n<img loading=\"lazy\" decoding=\"async\" width=\"106\" height=\"17\" class=\"gb-media-c2dc50e8\" alt=\"\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2024\/09\/toshiba_logo_grey.svg\" title=\"toshiba_logo_grey\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-faae7759\">\n<img loading=\"lazy\" decoding=\"async\" width=\"90\" height=\"19\" class=\"gb-media-899cbca7\" alt=\"Magna Logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2022\/11\/Magna-logo.svg\" title=\"Magna-logo\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-fdc98680\">\n<img loading=\"lazy\" decoding=\"async\" width=\"70\" height=\"25\" class=\"gb-media-ae6cbbc8\" alt=\"thornton tomasetti logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2022\/10\/thornton-tomasetti.svg\" title=\"thornton-tomasetti\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-d301ed7f\">\n<img loading=\"lazy\" decoding=\"async\" width=\"90\" height=\"26\" class=\"gb-media-66f7e7e5\" alt=\"sweco logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2022\/10\/sweco.svg\" title=\"sweco\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-ee3d4ff5\">\n<img loading=\"lazy\" decoding=\"async\" width=\"113\" height=\"25\" class=\"gb-media-94eb7d70\" alt=\"aqseptence group logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2022\/10\/aqseptence.svg\" title=\"aqseptence\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-3df2c6ea\">\n<img loading=\"lazy\" decoding=\"async\" width=\"130\" height=\"24\" class=\"gb-media-daec3388\" alt=\"johnson &amp; johnson logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2022\/10\/johnson-johnson.svg\" title=\"johnson-johnson\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-b13c47d7\">\n<img loading=\"lazy\" decoding=\"async\" width=\"118\" height=\"18\" class=\"gb-media-e865b3ec\" alt=\"Nobel logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2024\/11\/nobel_automotive_logo.svg\" title=\"nobel_automotive_logo\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-ffd6c09d\">\n<img loading=\"lazy\" decoding=\"async\" width=\"60\" height=\"25\" class=\"gb-media-389a4ad8\" alt=\"bucher municipal logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2023\/09\/bucher_municipal_logo.svg\" title=\"bucher_municipal_logo\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-0f425cb8\">\n<img loading=\"lazy\" decoding=\"async\" width=\"84\" height=\"17\" class=\"gb-media-0babf610\" alt=\"b\u00fchler logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2023\/09\/buhler_logo.svg\" title=\"buhler_logo\"\/>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-ca241487\">\n<div class=\"gb-element-3bbef0ea\">\n<div class=\"gb-element-24cb668e\">\n<div>\n<h3 class=\"gb-text gb-text-949770cc\">Objective-driven engineering<\/h3>\n\n\n\n<p class=\"gb-text gb-text-2a2ec004\">Engineering has long been workflow-driven, with simulation runs defined step by step before insight is possible. Engineering AI changes the starting point. Engineers define performance targets, constraints, and trade-offs and the system orchestrates validation paths aligned to those objectives. Execution follows intent. Engineers focus on outcomes.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-b3ba4cd1\">\n<img loading=\"lazy\" decoding=\"async\" width=\"558\" height=\"315\" class=\"gb-media-d9a439bb\" alt=\"Objective-driven Engineering\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/objective-driven-engineering-header.webp\" title=\"Objective-driven Engineering Header\" srcset=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/objective-driven-engineering-header.webp 558w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/objective-driven-engineering-header-300x169.webp 300w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/objective-driven-engineering-header-515x291.webp 515w\" sizes=\"auto, (max-width: 558px) 100vw, 558px\" \/>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-e189a812\">\n<div class=\"gb-element-0a2dd0f6\">\n<img loading=\"lazy\" decoding=\"async\" width=\"614\" height=\"346\" class=\"gb-media-07ffa323\" alt=\"ai-infrastructure-header\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/ai-infrastructure-header.webp\" title=\"AI Infrastructure Header\" srcset=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/ai-infrastructure-header.webp 614w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/ai-infrastructure-header-300x169.webp 300w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/ai-infrastructure-header-515x290.webp 515w\" sizes=\"auto, (max-width: 614px) 100vw, 614px\" \/>\n<\/div>\n\n\n\n<div class=\"gb-element-5f66e6dc\">\n<h3 class=\"gb-text gb-text-3611d4c2\">AI-guided simulation<\/h3>\n\n\n\n<p class=\"gb-text gb-text-f6c19d23\">Engineering AI orchestrates simulation setup based on context and intent, selecting solver settings, mesh strategies, and boundary conditions automatically. Each validation cycle becomes repeatable, auditable, and scalable across teams. Experts can define templates, rules, constraints, and validation logic, creating reusable, governed workflows that encode your best practices.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-ebe5cff2\">\n<div>\n<h3 class=\"gb-text gb-text-387ae3f4\">Agentic orchestration, not task automation<\/h3>\n\n\n\n<p class=\"gb-text gb-text-8fdd7b4a\">Traditional automation executes predefined steps. Engineering AI agents reason about engineering intent. Agents coordinate end to end validation workflows. They interpret requirements, explore design alternatives, run multiphysics simulations, and assemble decision ready results within defined guardrails. Engineers remain in control. Agents handle orchestration.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-8a930dd8\">\n<img loading=\"lazy\" decoding=\"async\" width=\"560\" height=\"315\" class=\"gb-media-a3075f39\" alt=\"Agentic orchestration, not task automation\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/agentic-orchestration-not-task-automation.webp\" title=\"Agentic orchestration, not task automation\" srcset=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/agentic-orchestration-not-task-automation.webp 560w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/agentic-orchestration-not-task-automation-300x169.webp 300w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/agentic-orchestration-not-task-automation-515x290.webp 515w\" sizes=\"auto, (max-width: 560px) 100vw, 560px\" \/>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-87fb6f4f\">\n<div class=\"gb-element-66313766\">\n<img loading=\"lazy\" decoding=\"async\" width=\"560\" height=\"315\" class=\"gb-media-d175cef9\" alt=\"Orchestrated, auditable execution\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/orchestrated-auditable-execution.svg\" title=\"Orchestrated, auditable execution\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-e545eee7\">\n<h3 class=\"gb-text gb-text-b2eb3f19\">Orchestrated, auditable execution<\/h3>\n\n\n\n<p class=\"gb-text gb-text-f4bfeb32\">Engineering AI interfaces with users, agents, data, and compute. Every configuration choice, simulation step, and result is traceable and reproducible. Standards, templates, and compliance rules are embedded directly into execution, ensuring consistent validation across teams and programs. AI scales expertise. Governance preserves control.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-86c317a6\">\n<div class=\"gb-element-388f5b8c\">\n<div class=\"gb-element-4251263c\">\n<h2 class=\"gb-text gb-text-77960746\"><strong>Stop Wasting Engineering Talent. <\/strong>When validation relies on <strong>setup like<\/strong> cleaning CAD and meshing, expertise is consumed by process, not performance. Product innovation stalls.<\/h2>\n\n\n\n<p class=\"gb-text gb-text-44b764f1\">How Engineering AI Works in Practice<\/p>\n<\/div>\n\n\n\n<style>\n.step-dot-cell { position:relative; }\n\n\/* Dot colours *\/\n.gb-element-aa100001 .gb-element-ab100001 { background:#F6F6F6 !important; border:1px solid #E0E0E0; }\n.gb-element-aa100002 .gb-element-ab100002 { background:#EEEEEE !important; }\n.gb-element-aa100003 .gb-element-ab100003 { background:#E5E5E5 !important; }\n.gb-element-aa100004 .gb-element-ab100004 { background:#999999 !important; }\n\n\/* Tiny connector above dot (matches the segment colour arriving from above) *\/\n.step-dot-cell:not(.step-first)::before {\n  content:\"\"; position:absolute;\n  top:0; height:6px;\n  left:50%; transform:translateX(-50%);\n  width:5px; z-index:0;\n}\n.gb-element-aa100002::before { background:#EEEEEE; }\n.gb-element-aa100003::before { background:#E5E5E5; }\n.gb-element-aa100004::before { background:#999999; }\n\n\/* Line segments below each dot \u2014 gradient matches dot colour at top to next dot colour at bottom *\/\n.step-dot-cell:not(.step-last)::after {\n  content:\"\"; position:absolute;\n  top:calc(6px + 10px); bottom:-60px;\n  left:50%; transform:translateX(-50%);\n  width:5px; z-index:0;\n}\n.gb-element-aa100001::after { background:linear-gradient(to bottom,#F6F6F6,#EEEEEE); }\n.gb-element-aa100002::after { background:linear-gradient(to bottom,#EEEEEE,#E5E5E5); }\n.gb-element-aa100003::after { background:linear-gradient(to bottom,#E5E5E5,#999999); }\n\n@media (max-width:767px) {\n  .step-dot-cell { display:flex !important; }\n}\n<\/style>\n\n\n\n<div>\n<div class=\"gb-element-387ddbbd\">\n<div class=\"gb-element-aa100001 step-dot-cell step-first\">\n<div class=\"gb-element-ab100001\"><\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-0dae3944\">\n<div class=\"gb-element-33d02481 gb-element-3a8634d5\">\n<h3 class=\"gb-text gb-text-0bfa1517\">1. Start a conversation at any time<\/h3>\n\n\n\n<p class=\"gb-text gb-text-bc174c0d\">The Engineering AI agent acts as an engineering collaborator and co-pilot within your workflow. The agent can interpret context, recommend strategies, and assist with setup, execution, and evaluation, aligning each step to your product performance goals.<br>Execution follows intent. Engineers focus on outcomes.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-0f6f5d93 gb-element-2b869e45\">\n<img loading=\"lazy\" decoding=\"async\" width=\"560\" height=\"331\" class=\"gb-media-730d5320\" alt=\"Start an Engineering AI conversation at any time\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/start-engineering-ai-conversation.webp\" title=\"Start an Engineering AI conversation at any time\" srcset=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/start-engineering-ai-conversation.webp 560w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/start-engineering-ai-conversation-300x177.webp 300w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/start-engineering-ai-conversation-515x304.webp 515w\" sizes=\"auto, (max-width: 560px) 100vw, 560px\" \/>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-13afbe75\">\n<div class=\"gb-element-aa100002 step-dot-cell step-middle\">\n<div class=\"gb-element-ab100002\"><\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-a38ecf80\">\n<div class=\"gb-element-89fd1fc0 gb-element-b42e3c46\">\n<h3 class=\"gb-text gb-text-f95d8e78\">2. Let the agent work for you, as well as with you<\/h3>\n\n\n\n<p class=\"gb-text gb-text-43437bd5\">Given engineering intent and context, Engineering AI applies reasoning, embedded templates, and data from over 1,000,000 public simulation projects to configure appropriate simulation strategies in minutes, not hours. By building structured validation paths with consistency and rigor, it accelerates workflows while preserving engineering control.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-c698671d gb-element-734af884\">\n<img loading=\"lazy\" decoding=\"async\" width=\"560\" height=\"315\" class=\"gb-media-4b2f2ceb\" alt=\"Work alongside the Engineering AI agent\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/work-alongside-engineering-ai-agent.webp\" title=\"Work alongside the Engineering AI agent\" srcset=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/work-alongside-engineering-ai-agent.webp 560w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/work-alongside-engineering-ai-agent-300x169.webp 300w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/work-alongside-engineering-ai-agent-515x290.webp 515w\" sizes=\"auto, (max-width: 560px) 100vw, 560px\" \/>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-11085856\">\n<div class=\"gb-element-aa100003 step-dot-cell step-middle\">\n<div class=\"gb-element-ab100003\"><\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-c9bda63e\">\n<div class=\"gb-element-7c2868d3 gb-element-b42e3c46\">\n<h3 class=\"gb-text gb-text-85a5c43b\">3. Customize and deploy with organizational standards<\/h3>\n\n\n\n<p class=\"gb-text gb-text-b7b2e8a8\">Create custom agents to fine-tune behavior and oversight. Agents can be configured and published to embed company best practices, compliance requirements, and domain expertise across teams and programs, enabling your wider engineering workforce with the power of simulation.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-d0b4c72a gb-element-734af884\">\n<img loading=\"lazy\" decoding=\"async\" width=\"560\" height=\"315\" class=\"gb-media-64133767\" alt=\"Customizing your AI Agent\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/customizing-your-ai-agent.webp\" title=\"Customizing your AI Agent\" srcset=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/customizing-your-ai-agent.webp 560w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/customizing-your-ai-agent-300x169.webp 300w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/customizing-your-ai-agent-515x290.webp 515w\" sizes=\"auto, (max-width: 560px) 100vw, 560px\" \/>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-7411a487\">\n<div class=\"gb-element-aa100004 step-dot-cell step-last\">\n<div class=\"gb-element-ab100004\"><\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-f1e7e2ac\">\n<div class=\"gb-element-e76ed6ed gb-element-8b717cc8\">\n<h3 class=\"gb-text gb-text-e00dd194\">4. Access via API and MCP for multi-agent collaboration<\/h3>\n\n\n\n<p class=\"gb-text gb-text-d759804b\">Agentic AI excels at autonomous operation and human-agent or agent-agent collaboration. Through APIs and modular agent frameworks, organizations can integrate AI into broader engineering workflows, enabling collaboration between design, simulation, and lifecycle systems. The result is coordinated, intelligent execution across the engineering stack.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-c42ff781 gb-element-a6e7110d\">\n<img loading=\"lazy\" decoding=\"async\" width=\"573\" height=\"329\" class=\"gb-media-b8cb9688\" alt=\"Connected toolstack for multi-agent collaboration\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/connected-toolstack-multi-agent-collaboration.webp\" title=\"Connected toolstack for multi-agent collaboration\" srcset=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/connected-toolstack-multi-agent-collaboration.webp 573w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/connected-toolstack-multi-agent-collaboration-300x172.webp 300w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/connected-toolstack-multi-agent-collaboration-515x296.webp 515w\" sizes=\"auto, (max-width: 573px) 100vw, 573px\" \/>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-f6cbdfe1\">\n<div class=\"gb-element-394e24b3\">\n<h2 class=\"gb-text gb-text-c39d558b\">Where Engineering AI Delivers Measurable Impact<\/h2>\n<\/div>\n\n\n\n<div class=\"gb-element-059406e6\">\n<div class=\"gb-element-3cc26073\">\n<div class=\"gb-element-803ee70b\">\n<img loading=\"lazy\" decoding=\"async\" width=\"558\" height=\"314\" class=\"gb-media-e9a5c3e1\" alt=\"Analysis Check with Engineering AI\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/analysis-check-with-engineering-ai.webp\" title=\"Analysis Check with Engineering AI\" srcset=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/analysis-check-with-engineering-ai.webp 558w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/analysis-check-with-engineering-ai-300x169.webp 300w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/analysis-check-with-engineering-ai-515x290.webp 515w\" sizes=\"auto, (max-width: 558px) 100vw, 558px\" \/>\n<\/div>\n\n\n\n<div class=\"gb-element-9455f048\">\n<h3 class=\"gb-text gb-text-5fa2f0f7\">RFQ responses<\/h3>\n\n\n\n<p class=\"gb-text gb-text-4d31ef27\">Use AI to orchestrate engineering work directly from an RFP\/RFQ document. SimScale\u2019s Engineering AI interprets requirements, generates design concepts, runs physics validation, and assesses feasibility. Produce proposal-ready technical reports in hours, increasing your win rate and protecting your margins.<\/p>\n\n\n\n<a class=\"gb-text gb-text-b2b7724a\" href=\"https:\/\/www.simscale.com\/use-cases\/rfq-automation\/\">Learn More<\/a>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-41ee6649\">\n<div>\n<h3 class=\"gb-text gb-text-39a53f91\">Code compliance checks<\/h3>\n\n\n\n<p class=\"gb-text gb-text-048c240c\">Streamline certification by embedding regulatory and standards-based validation directly into AI orchestrated simulation workflows. Use Engineering AI to assess performance using a consistent, predefined methodology. Generate documented outputs aligned to certification requirements.<\/p>\n\n\n\n<a class=\"gb-text gb-text-956b422f\" href=\"https:\/\/www.simscale.com\/use-cases\/agentic-workflow-automation\/\">Learn More<\/a>\n<\/div>\n\n\n\n<div class=\"gb-element-c638c423\">\n<img loading=\"lazy\" decoding=\"async\" width=\"560\" height=\"315\" class=\"gb-media-351320aa\" alt=\"Code compliance checking with simulation\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/code-compliance-checking-with-simulation.webp\" title=\"Code compliance checking with simulation\" srcset=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/code-compliance-checking-with-simulation.webp 560w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/code-compliance-checking-with-simulation-300x169.webp 300w, https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/code-compliance-checking-with-simulation-515x290.webp 515w\" sizes=\"auto, (max-width: 560px) 100vw, 560px\" \/>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-b51deeaf\">\n<div class=\"gb-element-034e837d\">\n<img loading=\"lazy\" decoding=\"async\" width=\"978\" height=\"623\" class=\"gb-media-925e33da\" alt=\"NPD Acceleration\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2025\/11\/npd.webp\" title=\"npd\" srcset=\"https:\/\/frontend-assets.simscale.com\/media\/2025\/11\/npd.webp 978w, https:\/\/frontend-assets.simscale.com\/media\/2025\/11\/npd-300x191.webp 300w, https:\/\/frontend-assets.simscale.com\/media\/2025\/11\/npd-768x489.webp 768w\" sizes=\"auto, (max-width: 978px) 100vw, 978px\" \/>\n<\/div>\n\n\n\n<div class=\"gb-element-82ebd295\">\n<h3 class=\"gb-text gb-text-dd35cfe6\">NPD acceleration<\/h3>\n\n\n\n<p class=\"gb-text gb-text-aa2ae62c\">Bring validated insight earlier into new product development. Engineering AI orchestrates and accelerates requirements targeting through design exploration and optimization studies throughout the design cycle. By embedding best practices and reducing variability, product development teams minimize rework, improve decision quality, and advance programs with greater confidence. AI scales expertise. Governance preserves control.<\/p>\n\n\n\n<a class=\"gb-text gb-text-0def1bca\" href=\"https:\/\/www.simscale.com\/use-cases\/npd-acceleration\/\">Learn More<\/a>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-f5bbb12e\">\n<div class=\"gb-element-5864c4e7\">\n<div class=\"gb-element-d8987ef2\">\n<h2 class=\"gb-text gb-text-5c7e4fcb\">Trusted by 800,000+ engineers worldwide<\/h2>\n<\/div>\n\n\n\n<div class=\"gb-element-6f9d2662\">\n<div>\n<h3 class=\"gb-text gb-text-bc0d4730\">Silent-Aire&nbsp;cuts their product development and testing time and cost by half<\/h3>\n\n\n\n<p class=\"gb-text gb-text-7fca2f4b\">Silent-Aire, a leading manufacturer of hyperscale cooling and modular data center solutions, embedded SimScale\u2019s cloud-native simulation platform into its engineering design workflow. By replacing expensive physical prototypes with digital twins to pre-test the performance of its air handling units, Silent-Aire expanded rapid digital prototyping capabilities across its engineering team, cut product development and testing time and costs by 50%, and drastically reduced its reliance on external physical testing.<\/p>\n\n\n\n<a class=\"gb-text gb-text-50e497b9\" href=\"https:\/\/www.simscale.com\/customers\/silent-aire-cuts-its-product-development-and-testing-time-by-half\/\">Learn More<\/a>\n<\/div>\n\n\n\n<div class=\"gb-element-3162ef9d\">\n<img loading=\"lazy\" decoding=\"async\" width=\"560\" height=\"324\" class=\"gb-media-3ac6621a\" alt=\"Silent Aire Customer Success Story Simulation\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2026\/03\/silent-aire-customer-success-story-simulation.svg\" title=\"Silent Aire Customer Success Story Simulation\"\/>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-query-08be7a91\"><div class=\"gb-looper-e0bbdf2a\">\n<div class=\"gb-loop-item gb-loop-item-469e475d post-50890 page type-page status-publish has-post-thumbnail hentry\">\n<div class=\"gb-element-0da2babd\" style=\"--inline-bg-image: url(https:\/\/frontend-assets.simscale.com\/media\/2022\/06\/anybotics-success-story.jpg)\"><\/div>\n\n\n\n<div class=\"gb-element-44aaad48\">\n<h3 class=\"gb-text gb-text-d00f8bf3\"><a href=\"https:\/\/www.simscale.com\/customers\/anybotics\/\">ANYbotics Leverage Simulation to Develop an Autonomous, Legged Ex-Proof Robot<\/a><\/h3>\n<\/div>\n<\/div>\n\n<div class=\"gb-loop-item gb-loop-item-469e475d post-48191 page type-page status-publish has-post-thumbnail hentry\">\n<div class=\"gb-element-0da2babd\" style=\"--inline-bg-image: url(https:\/\/frontend-assets.simscale.com\/media\/2021\/11\/Rimac-Battery-Pack-featured-1107-x-768-01a.jpg)\"><\/div>\n\n\n\n<div class=\"gb-element-44aaad48\">\n<h3 class=\"gb-text gb-text-d00f8bf3\"><a href=\"https:\/\/www.simscale.com\/customers\/rimac-automobili\/\">Rimac Automobili\u00a0Designs the Next Generation of Electric Hypercars with Cloud-Native Simulation<\/a><\/h3>\n<\/div>\n<\/div>\n\n<div class=\"gb-loop-item gb-loop-item-469e475d post-48535 page type-page status-publish has-post-thumbnail hentry\">\n<div class=\"gb-element-0da2babd\" style=\"--inline-bg-image: url(https:\/\/frontend-assets.simscale.com\/media\/2021\/12\/hazleton-pumps-success-story-feature.png)\"><\/div>\n\n\n\n<div class=\"gb-element-44aaad48\">\n<h3 class=\"gb-text gb-text-d00f8bf3\"><a href=\"https:\/\/www.simscale.com\/customers\/hazleton-pumps\/\">Hazleton Pumps\u00a0Accelerated Turn-Around Time by a Factor of 100<\/a><\/h3>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"gb-element-4960c472\">\n<a class=\"gb-text gb-text-86fd7fbd\" href=\"\/customers\/\">See All Case Studies<\/a>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-373e60c8\">\n<div class=\"gb-element-8405afe3\">\n<div class=\"gb-element-9c036482\">\n<h2 class=\"gb-text gb-text-0b760fc3\">Time is no longer the enemy. It\u2019s your advantage.<\/h2>\n\n\n\n<p class=\"gb-text gb-text-6d721e30\">Explore Engineering AI with SimScale<\/p>\n\n\n\n<div class=\"gb-element-92ea2574\">\n<div>\n<a class=\"gb-text gb-text-1a9a803a\" href=\"\/signup\/\">Start Simulating Now<\/a>\n<\/div>\n\n\n\n<div class=\"gb-element-f05e812e\">\n<a class=\"gb-text gb-text-0cd7c50e\" href=\"https:\/\/www.simscale.com\/product\/pricing\/\">Speak to an Expert<\/a>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Engineering AI From engineering intent to limitless exploration Engineering AI orchestrates the simulation process from intent...","protected":false},"author":195,"featured_media":109821,"parent":9,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"templates\/template-hw-blank.php","meta":{"_acf_changed":false,"_crdt_document":"","inline_featured_image":false,"footnotes":""},"class_list":["post-109870","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.simscale.com\/wp-json\/wp\/v2\/pages\/109870","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.simscale.com\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.simscale.com\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.simscale.com\/wp-json\/wp\/v2\/users\/195"}],"replies":[{"embeddable":true,"href":"https:\/\/www.simscale.com\/wp-json\/wp\/v2\/comments?post=109870"}],"version-history":[{"count":0,"href":"https:\/\/www.simscale.com\/wp-json\/wp\/v2\/pages\/109870\/revisions"}],"up":[{"embeddable":true,"href":"https:\/\/www.simscale.com\/wp-json\/wp\/v2\/pages\/9"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.simscale.com\/wp-json\/wp\/v2\/media\/109821"}],"wp:attachment":[{"href":"https:\/\/www.simscale.com\/wp-json\/wp\/v2\/media?parent=109870"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}