Engineering evidence

Automation, AI and machine engineering case studies

Representative and anonymised engagements showing how Axiotech structures difficult controls, factory-data, intelligent-systems and OEM delivery problems without exposing customer-confidential information or inventing performance figures.

Anonymised factory communications consultancy

TwinCAT Factory Communications and OEE-Ready Data Architecture

A controlled route from a mixed TwinCAT machine estate to secure, read-only production data, with responsibilities, data quality and rollout gates defined before implementation.

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Representative controller-upgrade engagement

Legacy CNC and Motion Control Modernisation

A staged controls-modernisation method for retaining valuable machine mechanics and process knowledge while replacing unsupported controller, motion and operator-interface technology.

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Engineering demonstrator and delivery pattern

Private AI for TwinCAT Virtual Commissioning and Engineering Support

A private engineering-assistant architecture grounded in approved TwinCAT source, alarms, manuals, tests and commissioning evidence, combined with simulation and human approval.

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Anonymised OEM delivery model

OEM Controls Engineering Work Package for a Special-Purpose Machine

A reusable controls work package connecting machine requirements, electrical information, PLC/HMI/motion software, acceptance evidence and customer handover.

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Evidence policy

Useful proof without marketing fiction

Where client identities, machine details or production results are confidential, the case study states the verified engineering context, method and deliverables without naming the organisation. Quantified benefits will only be added when the customer has approved the figures and attribution.