APDL Automation
Batch simulations, automated load cases, result extraction, and repeatable MAPDL reporting workflows.
Advanced automation workflows for CAD, CAE, CFD, optimization, digital validation, and engineering process orchestration.
PANSOFT develops scalable engineering automation ecosystems integrating simulation scripting, solver orchestration, parametric workflows, optimization pipelines, automated reporting, and intelligent engineering decision-support systems.

Batch simulations, automated load cases, result extraction, and repeatable MAPDL reporting workflows.
Python-driven FEA orchestration for cloud execution, automated post-processing, and optimization loops.
Custom UI tools, engineering workflow apps, process automation, and user-defined simulation interfaces.
Journal scripting, TUI automation, automated meshing, setup templates, and parametric CFD workflows.
Automated case generation, solver orchestration, HPC execution, result extraction, and comparison tables.
Parametric CAD generation, geometry cleanup, feature automation, design iteration systems, and CAD intelligence.
Control systems, optimization workflows, signal processing, engineering analytics, and validation scripts.
Automation orchestration, reporting systems, engineering pipelines, APIs, and assisted workflow logic.
DOE automation, sensitivity analysis, design exploration, optimization matrices, and response surfaces.
Multidisciplinary optimization, coupled simulations, automated convergence, and workflow intelligence.
PDF generation, KPI extraction, engineering dashboards, simulation summaries, and review packages.
Distributed solving, batch execution, queue systems, workflow monitoring, and solver status telemetry.
stage 1
CAD Intake
stage 2
Geometry Automation
stage 3
Mesh Automation
stage 4
Solver Setup
stage 5
Simulation Execution
stage 6
Optimization Loops
stage 7
Validation
stage 8
Automated Reporting
stage 9
Decision Dashboard
Automated validation ecosystem for CAD, mesh, solver, and digital twin workflows.
Engineering project workflow automation and productivity intelligence.
Engineering data, report, and records automation system.
Technical business development workflow and lead management automation.
Technical content publishing and brand workflow automation.
Delivery visibility, workflow telemetry, and execution monitoring.
Stock, supply, and industrial decision automation.
Battery thermal DOE, crash load-case automation, e-drive cooling batches, validation reporting, and supplier issue workflows.
500+ load cases automated
Load-case generation, solve execution, result extraction, and summary reporting
Fluent scripting workflow
Automated case setup, solver execution, contour export, and result comparison
Automated design iteration
Geometry templates, design variables, response tracking, and release candidates
Cloud solver orchestration
Python-driven FEA execution, post-processing, dashboards, and reporting
Accelerated convergence
Coupled simulations, sensitivity matrices, optimization loops, and decision reports
AI supports the automation system by predicting convergence risk, detecting anomalies, recommending optimization paths, monitoring engineering KPIs, and generating decision-ready insights from simulation and test data.
PANSOFT can support Python automation, open-source engineering stacks, local execution systems, private engineering infrastructure, REST/API integrations, SQL-backed result stores, and cloud or hybrid solver deployment.
PANSOFT builds automation infrastructure that connects CAD, CAE, CFD, solver execution, optimization loops, validation evidence, reporting systems, and data-driven engineering assistance.