How to establish, internalize, and deploy Robo Claw in local governments
Once production operations are stabilized, we explain how to gradually deploy to multiple departments, affiliated organizations, and contractors through training for general staff, managers, IT personnel, and legal personnel, and through the development of Skill templates and standard access permissions, while controlling with an AI CoE.
The purpose of Adopt & Scale is to take the knowledge gained from a pilot and production operation in one department or one business and embed it into standardized templates and authority models for horizontal deployment to other departments, affiliated organizations, and contractors. When deploying, it is crucial to re-examine the prerequisites for each department, business, legal basis, data classification, and connected system, and avoid uniform replication, as this determines the success or failure of city-wide deployment.
Who This Is For
Who This Is For
Targets for deployment include multiple departments, affiliated organizations, and contractors for operations that have stabilized in production, aimed at personnel development managers, administrative reform managers, and AI CoE managers.
What You'll Decide
What You'll Decide in This Step
In Adopt & Scale, decisions are made regarding training plans, skill templates, standard tool policies, deployment order to multiple departments, affiliated organizations, and contractors, ongoing audit systems, and AI CoE operation methods.
Industry Challenges
Challenges unique to local governments
Differences in operations and systems by department
Each department uses different systems and business processes, and standardized procedures may not always apply directly.
Differences in legal basis and data classification by business operation
Legal regulations and resident information data classifications may vary depending on the business operation.
Continuity issues due to rotation cycles
There are personnel transfers every few years, and a system to continuously conduct training is necessary.
Balance between deployment speed and control
If deployment is rushed, there is a risk that operations will start with insufficient authority settings or training for each department.
Method
Implementation Steps
1. Design training for general staff
Design training for daily users covering basic operations and items to verify.
2. Design training for managers
Design training for managers responsible for approval flows and handling exceptions.
3. Design training for information systems, personal data protection, and security
Design training for personnel responsible for authority management, Tool Policy, and audit response.
4. Incorporate legal and administrative procedure training
Incorporate training on legal and ordinance interpretation and administrative procedures into training for relevant staff.
5. Develop Skill templates, standard Tool Policies, and data classification standards
Template the Skills verified in the Pilot and establish common Tool Policy standards and data classification standards for departments.
6. Reassess by department, business, legal basis, data classification, and connected systems before deployment
Before deployment, reassess whether authority design and training content are appropriate for the target department, business, legal basis, data classification, and connected systems, and then deploy gradually.
7. Design deployment to external organizations and contractors
When deploying to external organizations and contractors, confirm responsibility boundaries and authority scopes individually before deployment.
8. Establish AI CoE and continuous audit system, and set criteria for suspension and withdrawal
The AI CoE establishes a system responsible for standardization, knowledge sharing, in-house development, continuous auditing, and effectiveness measurement, and sets criteria in advance for suspension or withdrawal if there are concerns about control.
Data & Systems
Data and Systems Used
Human-in-the-loop
Where Human Approval Is Required
- Approval for deployment to new departments, affiliated organizations, and contractors
- Approval of Changes to Skill Template and Tool Policy Standards
- Decision on whether to grant authority to employees who have not completed training
- Final decision in case the suspension or withdrawal criteria are met
Measurement
KPI
Training Completion Rate
The ratio of target employees who have completed training
Number of deployed departments / Deployment speed
Progress of deployment to multiple departments, affiliated organizations, and contractors
Escalation Rate
The ratio of cases escalated from departments to legal, personal information protection, and information security staff
Pitfalls
Common Pitfalls
Rushing deployment while postponing training
Deploying with insufficient training makes it more likely that errors or the formalization of approval processes will occur.
Applying templates uniformly without re-examining deployment targets
If deployment is carried out without confirming differences in department, business, or legal basis, authority settings may not match the actual situation, causing misdelivery or complaints.
Operate individually without establishing an AI CoE
There is a risk that knowledge and authority management will not be handed over due to personnel transfers or resignations.
Checklist
Deployment and Stabilization Checklist
- Training for general employees, managers, information system staff, and legal staff is in place
- Personal information and security training is incorporated into training for relevant staff
- Skill templates, Tool Policy standards, and Data classification standards are in place
- There is a reassessment process for each deploying department, business operation, legal basis, data classification, and connected system.
- A flow for removing access rights upon transfer or retirement has been established.
- Access management for contractors and affiliated organizations has been established.
- There is a system for continuous auditing and effectiveness measurement by the AI CoE.
- Criteria for discontinuation or withdrawal are defined.
FAQ
Frequently Asked Questions
How should deployment to multiple departments be carried out?
Based on the production operation results in one department and one business, it is recommended to prepare standard Skill templates and Tool Policies, conduct a reassessment before deploying to other departments, affiliated organizations, and contractors, and proceed with deployment in stages.
What role does the AI CoE play?
It is a cross-organizational function responsible for standardization, knowledge sharing, management of changes to Skills, Tools, and Models, continuous auditing, and effectiveness measurement. Size and structure vary by local government.
How often should training be conducted?
Since the organization has a personnel transfer cycle, a training system that can be continuously implemented is recommended. Please consult individually for specific frequency.
Continue
To the previous STEP and hub
Would you like to organize the deployment to multiple departments and the design of the AI CoE together?
The approach to training, standardization, deployment to multiple departments, and CoE operation can be concretized through consultation with the official LP.