{"id":107906,"date":"2025-09-30T14:14:10","date_gmt":"2025-09-30T14:14:10","guid":{"rendered":"https:\/\/www.simscale.com\/?page_id=107906"},"modified":"2025-12-04T08:43:09","modified_gmt":"2025-12-04T08:43:09","slug":"agentic-workflow-automation","status":"publish","type":"page","link":"https:\/\/www.simscale.com\/use-cases\/agentic-workflow-automation\/","title":{"rendered":"Agentic Workflow Automation"},"content":{"rendered":"\n<div class=\"gb-element-a1ba63a4\" style=\"--inline-bg-image: url(https:\/\/frontend-assets.simscale.com\/media\/2025\/10\/use-cases-background.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\">Agentic Workflow Automation<\/h1>\n\n\n\n<h2 class=\"gb-text gb-text-58a14c4d\"><strong>Automate multi-threaded engineering processes with AI to accelerate innovation<\/strong><\/h2>\n\n\n\n<p class=\"gb-text gb-text-583ec0c2\">Orchestrate complex engineering processes with flexible agentic workflows, replacing brittle, programmatic automation. Robustly automate manual steps and handoffs, freeing your team to focus on the creative breakthroughs that drive your business forward.<\/p>\n\n\n\n<a class=\"gb-text gb-text-830cabc9\" href=\"https:\/\/www.simscale.com\/request-demo\/\">Talk to an expert<\/a>\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=\"1328\" height=\"858\" class=\"gb-media-7029e06d\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/agentic-workflow-header.webp\" alt=\"Agentic Workflow Automation illustration with tools in multiple online windows\" title=\"agentic-workflow-header\" srcset=\"https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/agentic-workflow-header.webp 1328w, https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/agentic-workflow-header-300x194.webp 300w, https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/agentic-workflow-header-1024x662.webp 1024w, https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/agentic-workflow-header-768x496.webp 768w\" sizes=\"auto, (max-width: 1328px) 100vw, 1328px\" \/>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-4d208391\">\n<div class=\"gb-element-6b5cc397\">\n<img loading=\"lazy\" decoding=\"async\" width=\"146\" height=\"11\" class=\"gb-media-9012e5aa\" 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-92c26ff5\">\n<img loading=\"lazy\" decoding=\"async\" width=\"97\" height=\"18\" class=\"gb-media-f2fb4da1\" alt=\"easee logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2023\/10\/easee_logo.svg\" title=\"easee_logo\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-832d3603\">\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-85cba195\">\n<img loading=\"lazy\" decoding=\"async\" width=\"99\" height=\"24\" class=\"gb-media-a5f8135a\" alt=\"Rimac Logo\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2022\/11\/Rimac-logo.svg\" title=\"Rimac-logo\"\/>\n<\/div>\n\n\n\n<div class=\"gb-element-784db254\">\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-92efb98b\">\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-dce2c66b\">\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-8ed96aac\">\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-5afa7c0b\">\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<\/div>\n\n\n\n<div class=\"gb-element-b1904b06\">\n<div class=\"gb-element-31350e07\">\n<h2 class=\"gb-text gb-text-6c86e55c\">Outcomes you can expect<\/h2>\n<\/div>\n\n\n\n<div class=\"gb-element-06c0191c\">\n<div class=\"gb-element-06a3de8a\">\n<div class=\"gb-element-e9b5ddfd\">\n<img loading=\"lazy\" decoding=\"async\" width=\"89\" height=\"68\" class=\"gb-media-8af61f25\" alt=\"Respond Faster Icon\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/respond-faster-icon.svg\" title=\"respond-faster-icon\"\/>\n\n\n\n<h3 class=\"gb-text gb-text-88cc7a2e\">Faster workflows<\/h3>\n\n\n\n<p class=\"gb-text gb-text-2aed08a5\">Reduce manual engineering work and eliminate multiple hand-offs between analysis steps.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-d6fa4c72\">\n<img loading=\"lazy\" decoding=\"async\" width=\"60\" height=\"69\" class=\"gb-media-46873b56\" alt=\"Scale Throughput\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/scale-throughput-icon.svg\" title=\"scale-throughput-icon\"\/>\n\n\n\n<h3 class=\"gb-text gb-text-f8d06138\">Greater Innovation<\/h3>\n\n\n\n<p class=\"gb-text gb-text-b98a69db\">Autonomous design space exploration and optimization frees up engineers for creative problem-solving.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-b5528dae\">\n<img loading=\"lazy\" decoding=\"async\" width=\"80\" height=\"68\" class=\"gb-media-5392495c\" alt=\"Protect Margins\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/protect-margins-icon.svg\" title=\"protect-margins-icon\"\/>\n\n\n\n<h3 class=\"gb-text gb-text-57e77704\"><strong>Reduced errors<\/strong><\/h3>\n\n\n\n<p class=\"gb-text gb-text-3b0cdb63\">Build robust, no-code workflows, underpinned with AI-driven consistency and multi-agent collaboration.<\/p>\n<\/div>\n\n\n\n<div class=\"gb-element-8b463dd1\">\n<img loading=\"lazy\" decoding=\"async\" width=\"64\" height=\"70\" class=\"gb-media-865f6bb3\" alt=\"Safety and Compliance Icon\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/safety-and-compliance-icon.svg\" title=\"safety-and-compliance-icon\"\/>\n\n\n\n<h3 class=\"gb-text gb-text-e8e8071c\"><strong>Compliance-ready<\/strong><\/h3>\n\n\n\n<p class=\"gb-text gb-text-c7b6170c\">Agentic AI delivers built-in traceability, versioning, and audit trails showing reasoning and decisions taken.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-ad9868df\">\n<div class=\"gb-element-47b3746b\">\n<p class=\"gb-text gb-text-6ed602d1\">How it works<\/p>\n\n\n\n<h2 class=\"gb-text gb-text-a2b9338e\">Agentic AI automates engineering workflows, combining generative design, physics validation, and enterprise integration into a single, scalable process<\/h2>\n<\/div>\n\n\n\n<div class=\"gb-element-68369626\">\n<div>\n<h3 class=\"gb-text\">Agent-driven orchestration<\/h3>\n\n\n\n<p class=\"gb-text\">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.<\/p>\n<\/div>\n\n\n\n<div>\n<img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" class=\"gb-media-46975fb5\" alt=\"Agent driven orchestration within SimScale\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/agent-driven-orchestration.webp\" title=\"agent-driven-orchestration\" srcset=\"https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/agent-driven-orchestration.webp 1280w, https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/agent-driven-orchestration-300x169.webp 300w, https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/agent-driven-orchestration-1024x576.webp 1024w, https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/agent-driven-orchestration-768x432.webp 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-c1edc896\">\n<div class=\"gb-element-9ba24c6e\">\n<img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" class=\"gb-media-deab3468\" alt=\"Instantly explore with Physics AI acceleration\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/physics-ai-acceleration.webp\" title=\"physics-ai-acceleration\" srcset=\"https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/physics-ai-acceleration.webp 1280w, https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/physics-ai-acceleration-300x169.webp 300w, https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/physics-ai-acceleration-1024x576.webp 1024w, https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/physics-ai-acceleration-768x432.webp 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/>\n<\/div>\n\n\n\n<div class=\"gb-element-0875f769\">\n<h3 class=\"gb-text\">Physics AI acceleration<\/h3>\n\n\n\n<p class=\"gb-text\">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.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-93052e11\">\n<div>\n<h3 class=\"gb-text\">Multi-disciplinary optimization<\/h3>\n\n\n\n<p class=\"gb-text\">Achieve true holistic design by deploying a virtual team of specialized agents. These agents work collaboratively across physics domains and software platforms, ensuring that thermal, structural, and fluid dynamics are optimized against manufacturability and cost or other (DFX) criteria.<\/p>\n<\/div>\n\n\n\n<div>\n<figure class=\"wp-block-video\"><video height=\"720\" style=\"aspect-ratio: 1280 \/ 720;\" width=\"1280\" autoplay loop muted src=\"https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/multi-disciplinary-optimization.mp4\"><\/video><\/figure>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-8c9535f9\">\n<div class=\"gb-element-e440804e\">\n<img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" class=\"gb-media-5ad2b30b\" alt=\"Connect agents across your CAE toolstack\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/connected-toolstack.webp\" title=\"connected-toolstack\" srcset=\"https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/connected-toolstack.webp 1280w, https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/connected-toolstack-300x169.webp 300w, https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/connected-toolstack-1024x576.webp 1024w, https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/connected-toolstack-768x432.webp 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/>\n<\/div>\n\n\n\n<div class=\"gb-element-7073ab23\">\n<h3 class=\"gb-text\">Connected toolstack<\/h3>\n\n\n\n<p class=\"gb-text\">Orchestrate agents across your toolstack to get collaborative work one autonomously. By linking directly to your CAD, PLM, and project management systems, agentic workflows plug seamlessly into your established engineering processes without disruption.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-3e1c5104\">\n<div>\n<h3 class=\"gb-text\">Always-on pipelines<\/h3>\n\n\n\n<p class=\"gb-text\">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.<\/p>\n<\/div>\n\n\n\n<div>\n<img loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" class=\"gb-media-afc82476\" alt=\"Always-on pipelines\" src=\"https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/always-on-pipelines.webp\" title=\"always-on-pipelines\" srcset=\"https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/always-on-pipelines.webp 1280w, https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/always-on-pipelines-300x169.webp 300w, https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/always-on-pipelines-1024x576.webp 1024w, https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/always-on-pipelines-768x432.webp 768w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \/>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"gb-element-bc481617\">\n<div class=\"gb-element-a22e8938\">\n<h2 class=\"gb-text gb-text-37d92550\">Learn more<\/h2>\n<\/div>\n\n\n\n<style>\n.gb-query-faade8d9 {\n  display: flex;\n  padding-left: 10%;\n  padding-right: 10%;\n}\n@media (max-width: 767px) {\n  .gb-query-faade8d9 {\n    display: grid;\n    grid-template-columns: 1fr;\n    row-gap: 20px;\n  }\n}\n.gb-looper-424c746c {\n  column-gap: 24px;\n  display: grid;\n  grid-template-columns: repeat(3, minmax(0, 1fr));\n}\n@media (max-width: 767px) {\n  .gb-looper-424c746c {\n    display: grid;\n    grid-template-columns: 1fr;\n    row-gap: 20px;\n  }\n}\n.gb-loop-item-080f3ab5 {\n  background-color: #ffffff;\n  border: 1px solid #e5e5e5;\n  border-radius: 4px;\n}\n.gb-element-7ccd72ab {\n  align-items: flex-end;\n  aspect-ratio: 68\/27;\n  background-blend-mode: normal;\n  background-image: var(--inline-bg-image);\n  background-position: center;\n  background-repeat: no-repeat;\n  background-size: cover;\n  display: flex;\n  object-fit: cover;\n  border-bottom: 1px solid #e5e5e5;\n}\n.gb-text-d0b35a45 {\n  background-color: #ffffff;\n  color: #333333;\n  font-size: 17px;\n  font-weight: 700;\n  margin-bottom: 0px;\n  margin-top: 0px;\n  padding: 12px;\n}\n.gb-text-d0b35a45 a {\n  color: #333333;\n}\n<\/style>\n<div class=\"gb-query-faade8d9\"><div class=\"gb-looper-424c746c\">\n<div class=\"gb-loop-item gb-loop-item-080f3ab5 post-107710 post type-post status-publish format-standard has-post-thumbnail hentry category-engineering-ai category-physics-ai tag-agentic-engineering tag-artificial-intelligence tag-design-exploration tag-digital-twin tag-generative-design tag-generative-engineering tag-optimization\">\n<div class=\"gb-element-7ccd72ab\" style=\"--inline-bg-image: url(https:\/\/frontend-assets.simscale.com\/media\/2025\/09\/applications-of-ai-in-engineering.png)\"><\/div>\n\n\n\n<h3 class=\"gb-text gb-text-d0b35a45\"><a href=\"https:\/\/www.simscale.com\/blog\/engineering-applications-of-artificial-intelligence\/\">Real World Engineering Applications of Artificial Intelligence<\/a><\/h3>\n<\/div>\n\n<div class=\"gb-loop-item gb-loop-item-080f3ab5 post-103594 post type-post status-publish format-standard has-post-thumbnail hentry category-cfd category-electromagnetics category-engineering-ai category-fea category-product tag-artificial-intelligence tag-engineering-ai\">\n<div class=\"gb-element-7ccd72ab\" style=\"--inline-bg-image: url(https:\/\/frontend-assets.simscale.com\/media\/2025\/06\/Gemini_Generated_Image_mmx6rtmmx6rtmmx6-scaled.jpeg)\"><\/div>\n\n\n\n<h3 class=\"gb-text gb-text-d0b35a45\"><a href=\"https:\/\/www.simscale.com\/blog\/what-can-engineering-ai-do-for-you-5-agentic-workflows\/\">What can Engineering AI do for you? Here are 5 agentic workflows set to transform productivity<\/a><\/h3>\n<\/div>\n\n<div class=\"gb-loop-item gb-loop-item-080f3ab5 post-108240 page type-page status-publish has-post-thumbnail hentry\">\n<div class=\"gb-element-7ccd72ab\" style=\"--inline-bg-image: url(https:\/\/frontend-assets.simscale.com\/media\/2025\/10\/202510-engineering-ai-bootcamp-1107x768-featured-03-1.webp)\"><\/div>\n\n\n\n<h3 class=\"gb-text gb-text-d0b35a45\"><a href=\"https:\/\/www.simscale.com\/webinars-workshops\/building-the-future-ai-engineering-bootcamp\/\">Building the Future: AI Engineering Bootcamp<\/a><\/h3>\n<\/div>\n<\/div><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Agentic Workflow Automation Automate multi-threaded engineering processes with AI to accelerate innovation Orchestrate...","protected":false},"author":195,"featured_media":107988,"parent":107927,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"templates\/template-hw-blank.php","meta":{"_acf_changed":false,"_crdt_document":"","inline_featured_image":false,"footnotes":""},"class_list":["post-107906","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.simscale.com\/wp-json\/wp\/v2\/pages\/107906","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=107906"}],"version-history":[{"count":0,"href":"https:\/\/www.simscale.com\/wp-json\/wp\/v2\/pages\/107906\/revisions"}],"up":[{"embeddable":true,"href":"https:\/\/www.simscale.com\/wp-json\/wp\/v2\/pages\/107927"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.simscale.com\/wp-json\/wp\/v2\/media\/107988"}],"wp:attachment":[{"href":"https:\/\/www.simscale.com\/wp-json\/wp\/v2\/media?parent=107906"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}