Requirements, Permissions & Approval Design for Robo Claw at Large Food & Beverage Companies
Once the target workflow is set, flesh out As-Is/To-Be, the target plants, brands, and products, inputs/outputs, read/write permissions for production, quality, raw-material, and product data, approvals, separation of duties, responsibility boundaries, logging, idempotency, and KPIs.
The goal of the Refine step is to document who automates the target workflow, how far, and under what approval. In particular, clarify at this stage the approval conditions for manufacturing-condition/formulation changes and shipment/disposal/recall decisions, the involvement of the food safety and quality assurance officers when handling allergen or labeling information, and the separation of duties between plants and headquarters. Moving to the Pilot while this stays vague causes design rework later on.
Who This Is For
Who This Is For
For IT, production management leads, and quality assurance officers who have decided on the target workflow in the Discover step.
What You'll Decide
What You'll Decide in This Step
In the Refine step, document the target workflow's scope, the data involved, the MES/ERP/quality-management systems to connect, read/write permissions, approval conditions, separation of duties, responsibility boundaries, and KPIs, and turn them into requirements that can be validated in Build & Validate.
Industry Challenges
Challenges Specific to Large Food & Beverage Companies
Each plant has a different take on permissions
Existing permission practices differ by plant and line, making a unified access design difficult.
No established approval rules for manufacturing-condition/formulation changes
In many cases, there's no documented rule for who approves changes to manufacturing conditions or formulations.
Ambiguous roles between plants and headquarters
Operations sometimes run without a clear division of roles among plant staff, headquarters staff, and approvers.
Re-run behavior (idempotency) hasn't been considered
In some cases, no design work has addressed whether re-running the same process causes a duplicate update to product information.
Method
Implementation Steps
1. Organize As-Is/To-Be
Contrast the current workflow with the target workflow after Robo Claw is rolled out.
2. Define target plants, brands, products, and workflows
Clarify the scope of target plants, brands, product categories, and workflows.
3. Design the Agent, Skill, and Tool
Design the Agent's role, the Skill for the workflow procedure, and the scope of the Tool that performs MES/ERP operations.
4. Define the Tool Policy
Define, as Policy, which operations the Tool may perform (read/write, Allow/Deny). Direct equipment control is Deny.
5. Design permissions for production, quality, raw-material, and product data
Design, per plant and brand, who can view and update which scope of production, quality, raw-material, and product information.
6. Define approvals and separation of duties
Define the approvers for manufacturing-condition/formulation changes and shipment/disposal/recall decisions, and the separation of duties between plant staff and headquarters staff.
7. Define the food safety/quality assurance officer review process
Define the escalation path to the food safety officer and quality assurance officer for situations requiring decisions on allergens, labeling, or food safety.
8. Define idempotency, responsibility boundaries, logging, and KPIs
Define a design that prevents duplicate updates on re-runs, the responsibility boundary between the AI agent, the system, and humans, the operation logs to retain, and the KPIs for measuring impact.
Data & Systems
Data and Systems Used
Human-in-the-loop
Where Human Approval Is Required
- Clarify the final approver, by role, for manufacturing-condition/formulation changes
- Clarify the final decision-maker (quality assurance officer/plant manager) for shipment approval, disposal, and recall
- Get quality assurance and legal review of the scope for handling allergen and labeling information
- Get IT approval for granting permissions that span plants and brands
Measurement
KPI
In the Refine step, define candidate KPIs to validate in Build & Validate.
Target level for production-report creation time
Target time for producing a report summary
Lead time to approval
Time from draft creation to human approval
Permission-violation detection count
Count of detected operations exceeding the defined permission scope
Checklist
Requirements-Definition Checklist
- Target plants, brands, products, and workflows (included and excluded) are documented
- Input data and outputs (reports, summaries, communications) are defined
- The MES/ERP/quality management systems to connect, and their integration feasibility, are confirmed by IT
- Access permissions are defined separately for read and write
- Approval conditions and approvers for manufacturing-condition/formulation changes and shipment/disposal/recall are defined
- A food safety officer review process is defined for decisions touching allergens or food safety
- Separation of duties between plant staff and headquarters staff is defined
- A design preventing duplicate updates on re-runs (idempotency) has been considered
- The scope and retention period for operation logs are defined
- KPIs for measuring impact are defined
Pitfalls
Common Pitfalls
Deferring access design
Trying to adjust permissions after going live first causes major rework when expanding to multiple plants.
Proceeding with an ambiguous approver
Naming an approver by individual rather than by role causes operations to stall when that person transfers or leaves.
Leaving the boundary with equipment control ambiguous
If the Tool Policy doesn't explicitly Deny direct equipment control, there's a risk of unintentionally granting write access.
FAQ
Frequently Asked Questions
Which department should lead requirements definition?
We recommend the on-site lead for the target workflow and IT jointly lead it, with quality assurance involved when allergens or food safety are touched, and security/legal involved when external transmission is involved.
How detailed should access design be?
At minimum, clarify the read/write scope per plant and brand, and the approvers for manufacturing-condition/formulation changes and shipment/disposal/recall. Adjust the level of detail to the target workflow's risk.
What is idempotency?
It's the property that running the same process multiple times doesn't change the result or apply it twice. It matters for cases like retries after a communication error.
Let's map out your requirements, permissions, and approval design together.
We can flesh out the target workflow's scope, MES/ERP permissions, approval flow, and responsibility boundaries through a consultation on our official landing page.