00Index / Use cases

Where SMARTY.cc fits in real HyperMesh workflows.

SMARTY.cc is an AI copilot for HyperMesh engineering that lets engineers direct workflows in plain language instead of navigating complex menus or writing scripts from scratch. It is designed to reduce repetitive model-preparation work and make engineering automation more accessible to domain experts.

Key takeaways

Geometry cleanup directed in plain language before meshing begins
Standard surface-mesh criteria applied consistently across a part family
Large-assembly organization and part classification at scale
Material and property assignment mapped to approved company libraries
Solver-deck readiness checks run against a standard checklist
Repeated senior-engineer procedures turned into reusable workflow sequences

01What can SMARTY.cc help CAE engineers do?

SMARTY.cc helps CAE engineers direct HyperMesh preprocessing workflows in plain language instead of navigating every menu path or authoring every automation script by hand. It sits between the engineer and the HyperMesh workflow layer; it does not replace HyperMesh, simulation solvers, or qualified engineering judgment. For the end-to-end model, see how it works. Every output remains the responsibility of the engineer who reviews and validates it. Common questions about scope and compatibility are answered on the FAQ.

02Which HyperMesh workflows does SMARTY.cc support?

Repeatable preprocessing patterns.

SMARTY.cc supports repeatable HyperMesh preprocessing workflows including geometry cleanup, standard surface meshing, large-assembly organization and part classification, material and property assignment, solver-deck readiness checks, and reusable senior-engineer procedures. Each pattern below describes the pain today and how SMARTY.cc directs the workflow.

USE CASE · 01

Geometry cleanup before meshing

PAIN

An engineer imports a CAD assembly containing small gaps, duplicate surfaces, and features that interfere with meshing. Locating and fixing each defect manually is repetitive and error-prone, and the steps differ slightly across engineers.

WITH SMARTY.CC

The engineer describes the cleanup goal in plain language. SMARTY.cc helps identify problematic geometry regions, applies approved cleanup operations, and reports what changed. The engineer reviews the result before meshing begins.

WHY IT MATTERS

Less repetitive preprocessing. More consistent geometry preparation across the team. Engineers remain in control of every change.

USE CASE · 02

Standard surface-mesh workflow

PAIN

A team repeatedly applies the same mesh size, quality limits, and local controls to a family of parts. Each engineer reproduces the process from memory or from an undocumented script, and results drift across projects and locations.

WITH SMARTY.CC

The engineer requests the standard mesh workflow in natural language. SMARTY.cc applies the team's defined criteria, generates the mesh, identifies elements that fail quality checks, and guides remediation. The workflow can be reused on the next model in the same family.

WHY IT MATTERS

Faster execution. Consistent mesh quality. Standardization that does not depend on who runs the session.

USE CASE · 03

Large-assembly organization and part classification

PAIN

A large assembly arrives with inconsistent part names, missing metadata, and an unclear component structure. A senior engineer spends hours classifying parts and enforcing naming conventions before any analysis can begin.

WITH SMARTY.CC

The engineer describes the classification and naming rules in plain language. SMARTY.cc helps apply naming conventions, group components by type or function, and flag parts with missing information. The result is a traceable, organized model ready for downstream work.

WHY IT MATTERS

Reduced manual organization effort. Better model traceability. Senior-engineer time redirected to analysis rather than data cleanup.

USE CASE · 04

Material and property assignment

PAIN

An engineer must apply approved materials and properties to selected components based on part type or metadata. Matching parts to the correct library entry by hand is slow and easy to miss at scale.

WITH SMARTY.CC

The engineer requests the assignment in natural language. SMARTY.cc recommends or applies mappings against the approved material library, flags uncertain matches, and produces an exception list for engineer review.

WHY IT MATTERS

Fewer missed assignments. More consistent use of company standards. An auditable exception list that goes to the engineer, not around them.

USE CASE · 05

Solver-deck readiness check

PAIN

Before exporting a solver deck, a team works through a standard checklist of required settings, boundary conditions, and load cases. The checklist is long, the steps are repetitive, and skipped items cause rework downstream.

WITH SMARTY.CC

The engineer initiates the readiness check in plain language. SMARTY.cc walks through the checklist, populates supported settings, surfaces missing inputs, and generates a readiness summary for engineer sign-off.

WHY IT MATTERS

Reduced setup errors. Easier adherence to internal standards. A summary the engineer can review and attach to the project record.

USE CASE · 06

Repeatable senior-engineer procedure

PAIN

A senior engineer performs the same multi-step process on every new model. The procedure lives in that engineer's head. Onboarding a junior engineer to replicate it takes weeks, and the result still varies.

WITH SMARTY.CC

The procedure is described in plain language and translated into a reusable workflow sequence. Junior engineers can direct the same sequence without memorizing every step. The senior engineer's method is preserved and consistent across the team.

WHY IT MATTERS

Knowledge is captured rather than lost. Onboarding is shorter. Workflow variation across engineers is reduced.

USE CASE · 07

Consultancy delivery standardization

PAIN

An engineering services firm completes fixed-fee CAE projects and loses margin to repetitive preprocessing. Each project restarts the same setup from scratch. Senior time is consumed by work that could follow a documented pattern.

WITH SMARTY.CC

Repeated preparation steps become reusable, engineer-reviewed workflows. Consultants direct standard setup in plain language and spend more time on analysis and client decisions. Client-specific workflows can be saved and reused across engagements.

WHY IT MATTERS

More project capacity without proportionally increasing manual labor. Consistent delivery quality. A practical entry point for AI in an engineering services operation.

03How can SMARTY.cc reduce repetitive model-preparation work?

SMARTY.cc reduces repetitive model-preparation work by turning recurring preprocessing steps into reusable, engineer-reviewed workflows directed in plain language. Standardization no longer depends on who runs the session, senior-engineer time is redirected from repeated setup to analysis, and knowledge that used to live in one person's head or an undocumented script becomes something a junior engineer can direct consistently on the next model.

04When should an engineer use SMARTY.cc?

Teams that already run HyperMesh.

Use SMARTY.cc when your team already runs HyperMesh, has repeatable preprocessing steps, and wants to standardize them without asking every domain expert to script. The user profiles below describe the teams where that fit is strongest.

CAE and FEA engineers running meshing, cleanup, and model prep in HyperMesh
Crash, NVH, durability, and structural analysts at automotive OEMs and suppliers
Aerospace and defense structural teams managing large assemblies
Engineering consultancies on fixed-fee CAE delivery
HyperMesh power users and automation developers carrying team-wide scripting backlogs
Simulation managers responsible for workflow consistency across sites
Junior engineers following approved procedures for the first time

BEST FIT · Organizations that already use HyperMesh, have repeated model-preparation workflows, and want to standardize and automate without replacing their existing simulation environment. See how the workflow runs end to end.

05What still requires qualified engineer review?

Every SMARTY.cc-directed output requires qualified engineer review before it is used in production. SMARTY.cc does not replace HyperMesh, certify simulation results, or make final engineering decisions, and it does not run as a fully autonomous agent without human review. In every use case above, the engineer reviews and validates the output before it is committed. Read the security model for how review and audit are enforced.

06Ready to map a workflow

Start with one narrow, repeatable workflow.

Bring your HyperMesh version, your target workflow, and the quality standard you measure against. The SMARTY.cc team will confirm compatibility and scope a pilot from there.