How to establish, in-house develop, and expand Robo Claw in a logistics warehouse startup
Starting from operations stable in production, organizes training for warehouse workers, inventory management staff, client handling staff, and quality/safety staff, Skill template creation, deployment to multiple clients, multiple warehouses, multiple product categories, and outsourced warehouses, and preparation for future CoE, in a way that can be advanced even with a small team.
Expansion should not be carried out all at once to all warehouses and all customers, but should proceed gradually for each unit of customer, warehouse, product category, process, outsourced warehouse, connected SaaS, and data classification, while reconfirming the points checked during the pilot. At the timing when personnel increase, reviewing permissions, approvals, and training each time is a prerequisite for establishment.
Who This Is For
Who This Is For
This is intended for business owners, warehouse operation managers, and inventory management managers who are considering deployment to multiple customers and multiple warehouses after the production operation has stabilized.
What You'll Decide
What You'll Decide in This Step
In Adopt & Scale, the methods for training and templating, the order of deployment to multiple customers, multiple warehouses, multiple product categories, and outsourced warehouses, preparation for future CoE, and the standards for ongoing review and stopping/withdrawal are determined.
Training
Training & template creation
Warehouse worker training
Training on how to handle Robo Claw candidate suggestions and drafts in receiving, picking, inspection, and packing operations.
Inventory management staff training
Training on the verification and approval flow of inventory discrepancy candidates and the role as an approver.
Customer handling / customer success staff training
Training on the operation of checking and approval for sending draft reports to customers.
Quality & safety staff training
Training on judgment of inspection pass/fail, disposal decisions, and escalation responses related to safety.
Administrator / outsourced warehouse management staff training
Training on authority design, Tool Policy, and the scope of data exchange with contracted warehouses.
Personal Information and Equipment Safety Training
Training on handling worker and delivery address information and precautions related to the safety of material handling equipment.
Skill Template Creation
Organize verified work procedures as Skill templates to facilitate deployment to other warehouses and other clients.
Standardization of Tool Policy
Standardize the authority design templates to allow reuse when adding new warehouses or new clients.
Expansion
Deployment Sequence
It is recommended to advance the deployment in small units as follows.
Multi-Client Deployment
Gradually expand from clients verified in the pilot to similar clients.
Multi-Warehouse Deployment
Based on operational results in one warehouse, expand to other warehouses while checking operational differences for each warehouse.
Expansion of Product Categories
Expand the scope from verified product categories to other product categories. Hazardous materials and temperature-controlled items will be re-verified individually.
Process Expansion
Expand the scope from receiving and inventory to other processes such as picking, inspection, packing, and returns.
Deployment to Contracted Warehouses
Based on the results at our own sites, we will gradually expand the scope of collaboration with outsourcing partners and external warehouses.
Unification of Authority and Quality Standards
As deployment progresses, standardize to prevent variations in authority design and quality standards.
Future CoE
Preparation for future CoE and in-house production
Knowledge Sharing
Knowledge gained across warehouses and shippers will be consolidated in a knowledge base so that other personnel can reuse it.
In-house Production
We train personnel who can independently adjust the Skill and Tool Policy within a small team structure.
Maintaining a Small-scale Operational Responsibility System
As the organization grows, we will add responsible personnel while maintaining the concept of the initial small team structure.
Preparing for Future CoE
When the organization scales further, we organize standards, logs, and templates to facilitate an easier transition to an AI CoE.
Ongoing Review
Continuous Review and Reassessment
As deployment progresses, reassessment will be required for each of the following units.
- Per shipper: Reconfirm data and contract conditions when adding a new shipper.
- Per warehouse: Reconfirm authority and equipment environment when adding a new warehouse.
- Per product category: Reconfirm when adding a category that includes hazardous materials or temperature-controlled items.
- Per process: Redesign the approval flow when adding a new target process.
- Per equipment: Reconfirm control separation when introducing new material handling equipment or robots.
- Per connected SaaS: Re-verify when adding or changing specifications in WMS, OMS, etc.
- Data Classification Unit: Recheck classification and permissions when handling new data types
Measurement
Effect Measurement
Continuously measure KPIs after deployment and verify effects. Numbers are not guaranteed values.
Compare effectiveness by warehouse and shipper.
Comparison of labor reduction effect and usage adoption rate for each deployment destination
Balance of Deployment Speed and Quality
Check whether quality standards are maintained relative to the deployment pace.
Training Completion Rate and Understanding
Results of checking completion rate and understanding of training for each responsible person
Stop / Exit Criteria
Stop/Withdrawal Criteria
Conditions to Continue Deployment
- Confirm that there is an improving trend in KPIs for the target warehouses and shippers.
- The number of mis-shipments, mis-updates, and duplicate shipments is within an acceptable range.
- Human approval and escalation routes are functioning without problems
- Trained personnel can operate autonomously
Conditions to Consider Stopping or Reviewing
- Mis-updates, mis-shipments, and duplicate shipments are occurring repeatedly.
- Deployment continues while approvers and escalation destinations are absent
- WMS or OMS is operating without re-verification after specification changes.
- The authority and quality standards at the deployment sites vary from the standard
FAQ
Frequently Asked Questions
At what pace should deployment to multiple warehouses proceed?
There is no uniform guideline. We recommend proceeding step by step while checking differences in operation at each warehouse and the status of KPI improvements.
Is it necessary to review the authority design each time during deployment?
Yes. We recommend reconfirming permissions, approvals, and data classification each time the shipper, warehouse, product category, or process changes. Preparing a standard template can make re-evaluation more efficient.
Can we transition to AI CoE in the future?
Transition can be considered according to organizational growth. Since the timing and structure of the transition vary depending on individual circumstances, please consult us individually based on the progress of expansion.
Continue
To the previous STEP and hub
Shall we organize the expansion to multiple warehouses and multiple shippers together?
Training plans, deployment order, standard templates, and future CoE preparations can be concretized through consultations in the official LP.