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engineering workflow automation

Engineering Automation & Digital Solutions

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.

Automated Simulation Pipelines
Multi-Solver Workflow Systems
Parametric Optimization Automation
Engineering Intelligence Layer
APDL AutomationPyMAPDLANSYS ACTMATLAB EngineeringPython AutomationCFD OrchestrationCAD IntelligenceDigital Validation
Industrial engineering automation dashboard with digital CAE workflow orchestration
automation OS
CAE
APDL Automation Engine
PyMAPDL Workflow
CFD Batch Solver
Parametric Study Manager
MDO Intelligence
Automated Validation
engineering automation capabilities

Technical automation systems for CAD, CAE, CFD, reporting, and solver execution.

Load cases

APDL Automation

Batch simulations, automated load cases, result extraction, and repeatable MAPDL reporting workflows.

engineering application
ANSYS APDL
Loop speed

PyMAPDL Automation

Python-driven FEA orchestration for cloud execution, automated post-processing, and optimization loops.

engineering application
Python + MAPDL
User tools

ANSYS ACT Extensions

Custom UI tools, engineering workflow apps, process automation, and user-defined simulation interfaces.

engineering application
Workbench ACT
CFD setup

Fluent Automation

Journal scripting, TUI automation, automated meshing, setup templates, and parametric CFD workflows.

engineering application
Fluent journals
Batch runs

CFD Batch Processing

Automated case generation, solver orchestration, HPC execution, result extraction, and comparison tables.

engineering application
Fluent / OpenFOAM
Iterations

CAD Automation

Parametric CAD generation, geometry cleanup, feature automation, design iteration systems, and CAD intelligence.

engineering application
CATIA / NX / Creo
Analytics

MATLAB Engineering Automation

Control systems, optimization workflows, signal processing, engineering analytics, and validation scripts.

engineering application
MATLAB
Pipelines

Python Engineering Frameworks

Automation orchestration, reporting systems, engineering pipelines, APIs, and assisted workflow logic.

engineering application
Python / APIs
Design space

Parametric Studies

DOE automation, sensitivity analysis, design exploration, optimization matrices, and response surfaces.

engineering application
DOE / Python
Convergence

MDO Workflows

Multidisciplinary optimization, coupled simulations, automated convergence, and workflow intelligence.

engineering application
OpenMDAO / Dakota
Report time

Automated Reporting Systems

PDF generation, KPI extraction, engineering dashboards, simulation summaries, and review packages.

engineering application
Reports / BI
Queue health

Solver Orchestration

Distributed solving, batch execution, queue systems, workflow monitoring, and solver status telemetry.

engineering application
HPC / Cloud
automation ecosystem

A connected engineering pipeline from CAD intake to decision analytics.

CAD
Meshing
FEA/CFD Setup
Solver Execution
Post Processing
Optimization
Automated Reports
Decision Analytics
toolchain integration

Engineering automation across ANSYS, CAD, optimization, APIs, dashboards, and cloud pipelines.

01
ANSYS Mechanical
02
Fluent
03
Workbench
04
ACT
05
APDL
06
PyMAPDL
07
CATIA
08
NX
09
Creo
010
SolidWorks
011
MATLAB
012
Python
013
OpenMDAO
014
Dakota
015
REST APIs
016
SQL Systems
017
Power BI
018
Cloud Pipelines
automation architecture

Engineer to automation engine to solver and dashboard.

1
Engineer
2
Automation Engine
3
Solver Orchestration
4
Results Database
5
Decision Dashboard
automation workflow visualization

A cinematic workflow from CAD intake to decision dashboard.

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

PANSOFT automation products

Productized workflow tools connected into one engineering automation layer.

Explore platform
SYS 01

AutoCheck 360

Automated validation ecosystem for CAD, mesh, solver, and digital twin workflows.

SYS 02

Flife

Engineering project workflow automation and productivity intelligence.

SYS 03

EDIS

Engineering data, report, and records automation system.

SYS 04

LeadMatrix

Technical business development workflow and lead management automation.

SYS 05

BrandForge

Technical content publishing and brand workflow automation.

SYS 06

Deltrix

Delivery visibility, workflow telemetry, and execution monitoring.

SYS 07

SupplyTwin

Stock, supply, and industrial decision automation.

industry applications

Automation systems adapted to engineering physics, data maturity, and solver workflows.

active automation domain

Automotive & EV

Battery thermal DOE, crash load-case automation, e-drive cooling batches, validation reporting, and supplier issue workflows.

DOE loops
Thermal KPIs
Load cases
automation case studies

Engineering automation systems that compress setup, solve, reporting, and decision cycles.

case 01

APDL Batch Simulation System

500+ load cases automated

Load-case generation, solve execution, result extraction, and summary reporting

case 02

CFD Automation Pipeline

Fluent scripting workflow

Automated case setup, solver execution, contour export, and result comparison

case 03

Parametric CAD Optimization

Automated design iteration

Geometry templates, design variables, response tracking, and release candidates

case 04

PyMAPDL Engineering Framework

Cloud solver orchestration

Python-driven FEA execution, post-processing, dashboards, and reporting

case 05

MDO Optimization Workflow

Accelerated convergence

Coupled simulations, sensitivity matrices, optimization loops, and decision reports

digital engineering command center

Enterprise control center for solvers, queues, KPIs, workflows, and validation.

panel 01
Simulation status
panel 02
Solver telemetry
panel 03
Workflow queues
panel 04
Engineering KPIs
panel 05
Automated alerts
panel 06
Validation status
panel 07
Optimization metrics
AI-assisted engineering intelligence

A supporting enhancement layer for prediction, analytics, optimization, and reporting.

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.

Testing data prediction
Anomaly detection
Convergence prediction
Optimization recommendations
Engineering KPI analytics
Automated engineering insights
open-source + enterprise automation

Hybrid automation infrastructure for local, private, and cloud engineering execution.

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.

enterprise delivery model

Consulting and implementation models for scalable engineering automation ecosystems.

model 01
Automation consulting
model 02
Engineering workflow implementation
model 03
Simulation automation deployment
model 04
AI-assisted analytics layer
model 05
SaaS customization
model 06
Digital engineering transformation
enterprise engineering automation

Scalable automation ecosystems for enterprise digital engineering.

PANSOFT builds automation infrastructure that connects CAD, CAE, CFD, solver execution, optimization loops, validation evidence, reporting systems, and data-driven engineering assistance.