How do you scale production without increasing risk?

Connected systems across engineering, production and supply chain combined with simulation and real-time data. Validate processes and reduce scrap before ramp-up begins.

What role does MES play in battery manufacturing?

MES provides real-time visibility and control across the shop floor, enabling traceability, reducing manual processes and supporting faster, more reliable operations.

How do you improve yield and reduce scrap?

By connecting machines, processes and quality systems in real time, so issues are detected earlier, parameters adjusted faster, and performance continuously improved.

How do you adapt to evolving chemistries?

Flexible, modular production environments anchored in a strong digital thread so new materials and cell designs can be tested and validated before deployment without major disruption.

How do you build or relocate a gigafactory successfully?

Digital simulation validates production layouts before build. MES and digital twins connect systems and identify issues early, enabling a smoother transition and scalable operations from day one.

What does an IndX engagement look like?

We assess, design, implement and support. Every engagement ends with running software and measurable improvement on your plant floor, not a strategy deck.

Data Center Engineering & AI Infrastructure Solutions

PLM, simulation and MES for AI data centersData centers now have part numbers.

Power skids, CDUs and whole reference halls are now engineered once, released by revision and built in factories by the dozen. IndX brings the Siemens systems that aerospace and industrial manufacturers depend on to the teams building AI infrastructure.

AI capacity is being built as a product line.

For most of the industry's history, each facility was a project with its own drawings, its own contractors and its own surprises. The builders scaling fastest for AI work differently. They standardize a reference hall, prefabricate power and cooling in factories, and repeat the design site after site.

That is how you add capacity at the pace the market is asking for. It is also how a data center company inherits the engineering problems of an equipment manufacturer.

~945 TWh

Projected global data center electricity demand in 2030, more than double the 415 TWh of 2024.

IEA · April 2025

131,000 ft²

Raleigh facility Siemens opened to assemble prefabricated power delivery systems for data centers.

Siemens · March 2026

Where	What happens	Usually discovered
Site configuration	Site 7 needs IEC switchgear, so someone copies the Site 3 package and edits it by hand. The fix never reaches the reference design.	When a supplier quotes the wrong part
Engineering change	A manifold change is approved on Tuesday. The traveler for unit 41 was printed on Monday.	At the loading dock
Thermal design	Rack density went up after the cooling model was run, and nobody reran it against the new load.	During commissioning
Factory quality	Pressure test results live on a paper sheet that travels with the skid. Rework agreed on the floor never reaches engineering.	When a customer asks for the records
Handover	As-built data is spread across the EPC, the integrator and four equipment suppliers, in four formats.	At the first maintenance work order

Where

What happens

Usually discovered

Fix it at

Site configuration

Site 7 needs IEC switchgear, so someone copies the Site 3 package and edits it by hand. The fix never reaches the reference design.

When a supplier quotes the wrong part

Engineering change

A manifold change is approved on Tuesday. The traveler for unit 41 was printed on Monday.

At the loading dock

Thermal design

Rack density went up after the cooling model was run, and nobody reran it against the new load.

During commissioning

Factory quality

Pressure test results live on a paper sheet that travels with the skid. Rework agreed on the floor never reaches engineering.

When a customer asks for the records

Handover

As-built data is spread across the EPC, the integrator and four equipment suppliers, in four formats.

At the first maintenance work order

Engineering & PLM

Teamcenter · NX

Your reference design is a folder, and every site has its own copy.

Teamcenter gives the design a product structure, a release process and a memory. IndX implements it for repeatable infrastructure, so the reference hall, its variants and every change are managed in one place and handed to the factories that build them.

Configurable BOMs
ECR/ECO with where-used
Supplier collaboration
EBOM to MBOM
As-designed vs as-built

OutcomeWhen an ECO is approved, you see every site, module type and serial number it touches.

Talk to a Teamcenter Architect IndX PLM practice

Simulation & digital twins

Simcenter

The cooling model was right for last year's rack density.

Simcenter studies of hall airflow, cold-plate and manifold flow, and CDU loop behavior, including failure cases such as losing a CDU at peak ambient. Results are tied to the design revision they describe.

Scope a cooling study

Module MES

Opcenter

Unit 41 should match unit 1, and you should be able to prove it.

Opcenter Execution on the module line: work instructions locked to the released revision, serialized genealogy, captured test results, NCR and rework.

Plan a module factory MES

Capital assets

Teamcenter CALM

On handover day, the asset register gets rebuilt from PDFs.

Teamcenter Capital Asset Lifecycle Management controls engineering data, documents, tags and change across EPCs and suppliers, then carries a structured asset record into operations.

How Teamcenter CALM works

PLM, simulation and MES for AI data centersData centers now have part numbers.

AI capacity is being built as a product line.

Electrical code

Grid

Rack cooling

Heat rejection

Five places a revision goes missing between CAD and commissioning.

Follow one module from its first revision to its first work order.

Engineering

Configuration

Simulation

Manufacturing

Quality

Deployment

Four ways in. Most teams start with one.

Engineering & PLM

Simulation & digital twins

Module MES

Capital assets

We learned this on spacecraft, compressors and power equipment.

A connected digital thread for Axiom Space

Engineering and manufacturing data for heavy machinery

Engineering linked to the shop floor

An evolving MES for power solutions

Three kinds of teams, three different first questions.

Which revision of the reference design is running in which hall?

Which engineering revision did unit 41 actually ship with?

What exactly did we take ownership of on handover day?

Start Your Digital Thread With IndX