Sheet 02 / 07 · Products

AI Engineering & Simulation

AI-Assisted Engineering

An AI layer around established simulation tools such as ANSYS and CalculiX. It does not replace solvers or engineering judgement.

What it is

AI Engineering & Simulation is an AI layer around established simulation tools such as ANSYS and CalculiX, supporting analysis, interpretation and reporting.

It does not replace solvers or engineering judgement: the numbers come from established solvers, and engineers make the decisions.

Problem addressed

Engineering workflows span simulation, software, telemetry, imagery, technical documents and operational data. The challenge is connecting these systems into usable engineering workflows.

Preparing simulations, checking inputs and interpreting results takes significant engineering time, and AI used on its own can produce numbers that are not grounded in a solver.

What has been built or demonstrated

A prototype AI layer is in development.

A proof of concept used a local AI model with the CalculiX solver to analyse the natural vibration of a desktop 3D printer, with its validation status reported in full.

Workflow

01Understand the model and inputs
02Assist preparation and reasoning
03Identify uncertainty
04Run established solvers
05Interpret and compare outputs
06Support reporting

Established solvers produce the numerical results; AI assists around them.

Limitations

Prototype stage: not a released product.
The AI layer assists preparation, reasoning and interpretation; it does not compute or certify engineering results.
Experimental validation of the proof-of-concept results is pending.
Aryaveer Technologies is not affiliated with or endorsed by Ansys, Inc.

Planned next steps

Technical validation, including experimental validation for the vibration proof of concept.
Integrations with established engineering tools.
Early pilots with engineering partners.

Proof of concept06 / 07
3D-Printer Vibration Analysis
AI-Assisted Engineering case study
Local AI reasoning plus deterministic engineering computation: a 62-part desktop 3D printer analysed for its first 10 natural vibration modes, with validation status reported in full.
Prototype01 / 07
AegisCode
AI-Assisted Software Engineering
Private AI software-engineering system for understanding codebases, investigating bugs and supporting engineering workflows. Current focus: C/C++ code intelligence and bug detection.

Interested in a pilot or technical collaboration?

We are open to pilot partners. Tell us about the engineering problem you are working on.