A successful pilot does not guarantee a maintainable deployment. Data semantics, OT integration, change control, human roles and benefits measurement determine whether value survives scale.
Gate 1 — Which layer needs to change?
A factory may need better process context, not an entirely new AI platform. Siemens publishes industrial AI capabilities across engineering and operations; Rockwell describes FactoryTalk analytics and DataOps; SAP Digital Manufacturing targets manufacturing operations; Velotic positions ThingWorx around industrial IoT connectivity, contextualized data and applications following the completed March 2026 transfer from PTC. These scopes overlap in places but are not interchangeable.
Gate 2 — What systems are already authoritative?
List PLC/DCS, historians, MES, ERP and quality systems. Identify who owns each master data object, who approves production recipe changes and where field validation is recorded. Interoperability is tested in real data and process flows, not only checked in connector lists.
Gate 3 — How do operators experience the result?
Present decisions in the operator workflow, with context and usable next steps. Confirm alert burden, shift handover, training requirements, exception management and whether recommended actions can be independently checked.
Gate 4 — What does safe scaling mean?
A factory-wide system needs multiple-site identity, permissions, cybersecurity, localization, data residency, OT resilience and support boundaries. Do not equate an attractive pilot with readiness for uncontrolled scaling.
Gate 5 — How will value and exit be verified?
Agree evidence for before/after economics, data portability, license obligations and migration capability. Price, functionality and vendor ownership can change; verify commercial details directly before procurement. This article is a selection framework, not independent laboratory testing.
Make the next vendor conversation more productive.
Use the free project fit check to generate an initial list of questions for your team.
Open planning tool ↗Primary sources and limitations
These links support the public product or research context. They do not substantiate comparative performance conclusions. Source content may change; verify directly with the supplier.
- https://www.siemens.com/en-us/company/artificial-intelligence/
- https://www.rockwellautomation.com/en-us/products.html
- https://www.sap.com/products/scm/digital-manufacturing.html
- https://www.velotic.com/products/thingworx
- https://www.ptc.com/en/news/2026/ptc-completes-divestiture-of-kepware-and-thingworx-businesses