What comes in
The deviation record, relevant batch or campaign identifiers, laboratory results, equipment events and effective procedures.
Connect the deviation to the records behind it.
A process deviation can involve production logs, laboratory results, maintenance events and procedure revisions. Welf helps the investigation team bring those records into one traceable chronology before it assesses causes and next actions.
For your teams
Process engineering · Operations · Quality · Reliability
Inside the workflow / example
Assemble a deviation investigation pack.
What AI prepares
Align the timeline, retrieve potentially related records and identify missing evidence. Label hypotheses as hypotheses and keep the underlying observations accessible.
What your team decides
Process and quality specialists assess the evidence and determine the response. Setpoint changes, safety functions and release decisions remain outside the preparation workflow.
Potential starting points
Join the records around the process.
Other starting points for your team. Prioritize by case volume, current effort and access to the required records.
Collect affected procedures, equipment records and prior decisions into a draft management-of-change package.
Assemble laboratory results, production context and deviation history for the quality team to investigate.
Find comparable maintenance scopes, equipment documents and open findings to support planning reviews.
Systems & control
Work with what runs your business.
Process setpoints, safety limits and change approval remain with designated specialists. Recommendations carry the source record and time context; inconsistent evidence is escalated.
System environment
Process historians · LIMS · MES · EAM · Document control · Management-of-change records
Authority
Data access, permitted actions, approval rules and recovery paths are defined before deployment.
Establish the value
Measure evidence quality and engineering effort.
Measure evidence-gathering effort, missing records and corrections to the chronology. Faster preparation alone does not establish root-cause accuracy or reduced recurrence.
See the delivery modelCandidate measures
Evidence assembly time · Missing source references · Investigation preparation effort
A sensible first scope
Start with one investigation type.
Choose a recurring investigation type with retrievable records. Resolve tag names, timestamps and revision status before treating records as comparable evidence.
Plan the first deliveryAI capabilities
The engineering behind the next workflow.
Explore the tasks, integration choices and deployment models your team needs to assess.
Bring a case your team knows too well.
Describe the task, the systems involved and what makes it difficult. We can use that context to discuss a first workflow and the evidence it would need.
Start a conversation