AI use-case intake & inventory
Define intake information, ownership, routing, completeness checks, status, aging, review readiness, and inventory-maintenance practices so AI use cases can be understood and managed.
AI Governance Operations & Implementation Support
MS² helps organizations operationalize AI governance by turning governance requirements, decisions, responsibilities, controls, and evidence needs into practical operating processes that people can execute.
The customer problem
Turn governance requirements into an operating process.
Policies, frameworks, and governance decisions do not execute themselves. Organizations need a clear way to intake AI use cases, assign responsibility, conduct reviews, make and record decisions, manage exceptions, assemble evidence, and move approved actions into practice.
This capability connects two MS² strengths: Governance & Operating-Process Design for Technology-Enabled Change, and AI Governance Operations & Implementation Support. Business analysis, requirements coordination, delivery management, readiness, reporting, documentation, and adoption support enable both.
What MS² does
Build the operating layer around AI governance decisions.
MS² structures the roles, workflows, records, evidence, reporting, and implementation activities that help a multidisciplinary team operate AI governance consistently.
Governance workflow design
Translate governance requirements into review and approval stages, handoffs, decision points, workflow guidance, governance cadence, and clear paths from submission through disposition.
Decision rights, accountability & exceptions
Structure governance roles and responsibilities, decision authority, approvals, escalation routes, exception handling, unresolved-item ownership, and records of who decided what.
Evidence, traceability & visibility
Organize approved requirements, control and evidence needs, owners, gaps, changes, decision records, traceability, review packages, status views, and governance reporting.
Procedures, readiness & adoption
Develop usable operating procedures, playbooks, templates, reviewer guidance, role mapping, training coordination, communications, workflow walkthroughs, readiness checks, and feedback paths.
Implementation, transition & sustainment
Coordinate roadmaps, milestones, dependencies, risks, decisions, acceptance criteria, transition activities, ownership, closeout, and sustainment handoffs for the governance operating process.
Integrated governance operations
UNDERSTAND → STRUCTURE → DELIVER
MS² works alongside the customer, prime, and appropriate technical, legal, security, privacy, assurance, and other specialist teams. Those teams provide their designated expertise and authority; MS² helps convert approved inputs and decisions into coordinated workflows, records, implementation structure, and organizational action.
A typical engagement
- Understand: clarify the governance objective, current process, stakeholders, requirements, use-case flow, evidence needs, decision points, and implementation constraints.
- Structure: define roles, decision rights, review and approval workflows, escalation and exception paths, records, reporting, procedures, and acceptance criteria.
- Deliver: coordinate implementation planning, documentation, readiness, training and adoption activities, reporting, transition, and accountable sustainment handoff.
Representative outputs
Governance that can be executed, evidenced, and sustained.
Depending on the assigned work, outputs may include an AI use-case intake and inventory model, governance roles and responsibility matrix, review and approval workflow, escalation and exception process, requirements and evidence matrix, traceability structure, decision records, SOPs and playbooks, governance reporting views, implementation roadmap, readiness and training materials, or transition and sustainment plan.