Make maintenance and quality information usable at the point of a decision. Connect the plant records your team trusts, then test a narrow workflow before expanding access. The applications below concern information and coordination; any equipment control requires its own engineering and safety review.
The workflow designs below are starting points for scoping. Review our published work and its implementation status, then evaluate your own records, operating constraints and acceptance criteria.
Equipment records, manuals and shift notes disagree or live in separate systems.
Quality staff spend time assembling the evidence before they can evaluate a deviation.
An assistant can use the wrong document revision or mistake a suggestion for an authorized action.
Combine approved CMMS work orders, asset identifiers, service manuals and shift notes. Group a new fault report with relevant history and draft a diagnostic checklist citing its source. A maintenance lead checks the suggested next action and assigns the job. Use a read-only connection to operational technology for the initial information workflow.
Acceptance: Test ambiguous asset names, obsolete manuals and contradictory technician notes. Compare useful evidence found and technician correction effort; a plausible answer about the wrong asset is a failed result.
Connect QMS records, inspection results, lot references and controlled procedures. Assemble a traceable deviation packet with the relevant observations and open questions. The quality team decides disposition and signs the record. Preserve the document version and lot association for every cited observation.
Acceptance: Test missing measurements, mixed lots and changed specifications. Measure investigation preparation time and evidence completeness. Keep defect reduction as a separate outcome requiring production data.
Agree the boundary between business applications and plant systems. Keep model-generated suggestions outside safety interlocks and equipment control paths. The plant engineer owns any change to a control system; operations owns response and fallback when the information service is unavailable.
NIST SP 800-82 Rev. 3 provides guidance for securing operational technology with its distinct performance, reliability and safety requirements.
Review the deployment security questions and private AI operating options.
A recurring task with varied documents may need a custom AI application. A fixed reconciliation rule may fit existing software. Map integration and permission requirements before selecting either approach. Keep the accepted source records available to the reviewer.
Assign an owner for source quality, access reviews, alerts and change approval. Agree how staff continue work when a connected system or model is unavailable. Test the fallback as part of acceptance, rather than assuming a person can reconstruct the process during an incident.
Use these questions to prepare a project conversation:
Include a redacted example of a normal case and an exception, the current process owner and the system of record. Request a project review when you can describe the decision the system needs to support.
Establish the current completion time, correction effort and quality from actual records. Agree a representative evaluation set, including exceptions and prohibited actions. Compare the candidate workflow with the existing process and simpler software or rule changes.
Accept deployment only after the responsible users can verify the evidence, permissions and fallback. Identify who monitors performance, handles incidents and approves source or model changes. Read our delivery approach and review ownership and operating responsibilities.
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