What the shop floor sees
Work orders by line and shift, with stoppages and quality holds visible as they happen.
Modules, and the seams between them
Configured against your routings, not a reference model. The seams get as much attention as the modules.
Routings and operations
Operation sequence, work centres, standard times and the documents each station needs to see.
Work order execution
Release, material issue, operation start and finish, and labour booked as it happens.
Quality and deviations
Inspection at the operation, non-conformance raised at the station, disposition routed by severity.
Traceability
Batch and serial genealogy from raw material through to the unit that shipped.
Included in every MES scope
Routing and work centre map Station hardware review Sign-off and role matrix Deviation severity model Document control at station Rework and scrap accounting Shift handover report Operator training on the floor
The seams we design first
What AI does on a shop floor, specifically
Pattern spotting across records that already exist. No model signs off an operation.
Deviation clustering
Non-conformances grouped by the operation, tool and shift they came from, so a recurring cause is visible before the monthly review.
Cycle time drift
Operations running slower than their own history flagged with the jobs that show it, rather than a variance report at month end.
Operator assist
Work instructions and prior deviations for the same operation surfaced at the station, in the operator’s language.
Sign-off gaps
Jobs moving forward with an operation unsigned or a document unread, listed before they reach dispatch.
Where an MES scope usually grows next
Enterprise resource planning
Finance, procurement, production and customer records on one ledger.
IMSInventory management
Valuation, cycle counts and balances that reconcile to finance.
INTEGIntegration layer
Interfaces with retries, logs and a named owner for failures.
ERP implementation checklist
Thirty-one decisions that determine whether a rollout lands, most of which come before anyone configures anything. Readable in full, no email required.