Start with the workflow, not the technology

Manufacturing automation works best when the input, process owner, validation rules, exceptions and required output are documented first. AI may help interpret varied documents or messages, while fixed rules remain better for deterministic checks and routing.

The following five opportunities are practical starting points because they combine repeated information handling with clear business controls.

1. Supplier certificate processing

Classify certificates, extract approved specifications and identifiers, apply format and range checks, then prepare the required quality or system templates.

  • Keep the source file attached to every processed record
  • Route uncertain decimals, units and identifiers for review
  • Verify parity before creating Excel, XML, CSV or system outputs

2. Quality inspection and test records

Check that mandatory documents and fields are present, compare results with approved rules and direct exceptions to the authorised quality owner. Automation should prepare the evidence; it should not bypass release authority.

3. Shift and production reporting

Collect agreed submissions, validate missing or inconsistent values and compile a consistent operational report. Threshold-based alerts can identify where a supervisor needs to investigate rather than requiring staff to rebuild the whole report.

4. Maintenance evidence and expiry tracking

Link inspection forms, service reports, certificates and follow-up actions to the correct asset or work order. Track outstanding evidence and dates, issue approved reminders and escalate unresolved gaps.

5. Approved data delivery to downstream systems

Once quality or operational data is approved, generate non-overwriting outputs or prepare a controlled system update. Record the version, destination and delivery status so teams can see what was released.

Controls to define before a pilot

  • Approved document types, fields, units and templates
  • Quality limits and which comparisons are deterministic
  • Confidence thresholds and mandatory review cases
  • Role-based access to sources, outputs and decisions
  • Duplicate handling, versioning and recovery procedures
  • Field-level accuracy and exception-rate acceptance criteria

Choose one measurable first process

Prioritise a process with meaningful monthly volume, visible staff handling, representative samples and a clear owner. A focused pilot creates better evidence than trying to connect every plant or system at once.