Checklists in Excel and people's heads
Every reviewer keeps them differently - results vary.
Use case 06
QA control that keeps the same rules
The workflow checks documents against a checklist, flags non-conformities and prepares a reason for approval, return or escalation.
Where the problem arises
What slows the process down today
Five typical points that together steal time, quality and trust in the outputs. If you recognise any of these, the workflow has somewhere to start.
Reporting is done by hand
Hours each week spent compiling overviews of approvals and non-conformities.
Slow feedback
The supplier learns about a defect after days, not straight away.
Dependence on experienced people
The workflow rests on a few names - one person leaving brings the system down.
No traceability
Why something passed or failed is reconstructed afterwards from emails.
Step by step in one flow
The workflow doesn't just read documents or only show numbers. It connects data, rules and decision points into a single flow with a clear output.
Document intake
Web upload, email, integration with a DMS or a ticket.
Applying the checklist
Rules in one definition - the same for every check.
Non-conformity detection
What is missing, what is wrong, what is non-standard.
Adding context
History of similar cases, previous exceptions.
Preparing a reason
Approve / return / escalate + wording for communication.
Reporting and audit
Status overview, statistics, a traceable trail.
What changes in operations
The concrete impact on work
The goal isn't to deploy AI. The goal is to give people back time to decide and free the process from depending on a handful of experts.
The same rules for everyone
The check doesn't depend on who happens to be at the computer.
Faster feedback
The supplier learns about a non-conformity straight away, not in a week.
Less routine for reviewers
Standard cases pass through - the focus is mainly on exceptions.
Measurable quality
Statistics on non-conformities, recurring problems, trends over time.
When it makes sense to start
Three typical situations
A workflow doesn't bring the same value everywhere. Here are three scenarios where it pays to start.
Hundreds of checks a month
High volume that eats up capacity.
A checklist or rules already exist
The workflow has something to apply - the rules can be described.
Compliance audit
An external audit requires decisions to be traceable.
What to watch out for
Limits we state up front
Three risks we recommend addressing already at the design stage - not later in operations, where they cost time and trust.
Rules change
When the checklist is updated, the workflow has to flex - it's a process.
Subjective assessment
Some items require human judgement - the workflow won't take those over.
Integration with DMS / ERP
Without a connection the workflow stays isolated - design matters.