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Rivac AI Labs
AI Strategy, Readiness & Governance

AI Center of Excellence Setup

Most AI initiatives that succeed once and then stall did so because all the knowledge lived in the heads of a few people and the vendor who ran the pilot, nothing was built to outlast the engagement. This service stands up the internal structure your organization needs to keep adopting AI on its own after we leave: a defined operating model, a network of departmental AI champions, documented playbooks for scoping and vetting new use cases, and clear escalation paths for risk and governance questions. It's built around your existing organizational structure and culture, not a textbook template that assumes a headcount and budget you don't have. Clients use this to turn one successful AI project into a repeatable internal capability instead of a one-off.

This is a capability we deliver for you as a service, not a role we’re hiring for.

How We’d Approach This

A clear, staged plan, not a black box

These are the service-specific steps inside our six-step process.

  1. 1

    Diagnose your existing organizational structure, culture, and appetite to design a Center of Excellence model that will actually get used

  2. 2

    Identify and onboard departmental AI champions, giving them documented playbooks for scoping and vetting new use cases

  3. 3

    Pilot the operating model on a live use case moving through the organization to confirm the process and escalation paths hold up

  4. 4

    Hand off the playbooks, governance structure, and a defined operating cadence so the Center of Excellence can run independently

What You Get

Deliverables from this engagement

  • Defined AI Center of Excellence operating model and org structure
  • Trained network of departmental AI champions
  • Documented playbooks for use-case scoping, vetting, and governance escalation
  • Operating cadence and success metrics for ongoing internal review

Six Ways We Could Architect This

Different engagement, different build, pick the shape that fits

There’s more than one way to deliver on this service. Browse a few of the ways we’d structure the work, depending on your speed, budget, and integration needs.

Read all 6 architectures as text

Lean Fast-Start Architecture

Foundation

  • Current State Assessment
  • Executive Sponsor Identified
  • Initial Champion Nominated Per Department

Playbooks

  • Use Case Intake Template
  • Lightweight Vetting Checklist
  • Escalation Contact List

Rollout

  • Kickoff Workshop
  • Champion Onboarding Session

Sustain

  • Monthly Champion Sync
  • Use Case Backlog Tracker
  • Quarterly Progress Review
  • Operating Model Handoff Document

Cloud-Native / Managed Services Architecture

Foundation Layer

  • Champion Directory In Managed HR Tool
  • Cloud Based Collaboration Workspace
  • Shared Playbook Repository

Operating Model Operations

  • Managed Project Intake Portal
  • Use Case Vetting Workflow Tool
  • Knowledge Base Platform

Governance Layer

  • Escalation Ticketing System
  • Champion Performance Dashboard

Sustain

  • Automated Progress Reporting
  • Executive Dashboard
  • Training Content Library
  • Community Forum Platform

Event-Driven & Automation-First Architecture

Triggers

  • New Use Case Idea Submitted
  • Automated Intake Form Routing
  • Champion Reports Blocker
  • Auto Escalation Ticket Created

Automation Layer

  • Auto Vetting Checklist Applied
  • Auto Scored Use Case Priority
  • Auto Assigned To Department Champion

Review Gate

  • Requires Governance Committee Review
  • Escalated To CoE Leadership
  • Champion Proceeds Autonomously

Delivery

  • Automated Status Update To Sponsor
  • Scheduled Portfolio Digest
  • Use Case Tracker Updated

Enterprise-Grade & Compliance-Ready Architecture

Governance Layer

  • CoE Charter And Mandate
  • Defined Roles And RACI
  • Escalation Path To Risk And Legal

Secure Operations

  • Access Controlled Playbook Repository
  • Role Based Champion Access
  • Versioned Governance Documents

Auditable Process

  • Use Case Vetting With Documented Rationale
  • Governance Committee Review
  • Decision Log

Compliance Delivery

  • Audit Trail Export
  • Redundant Knowledge Base Backup
  • Signed Off Operating Model
  • Annual Operating Model Review

AI-Augmented, Human-in-the-Loop Architecture

Data Ingestion

  • Department Use Case Submissions
  • Historical Project Outcomes Data

AI Analysis Layer

  • AI Use Case Prioritization Engine
  • Draft Priority Ranking
  • Draft Champion Assignment

Human in the Loop

  • CoE Lead Review Session
  • Aligned With Strategy And Risk Appetite
  • Flag Adjustments To AI Engine
  • Human Approved Portfolio Plan

Delivery

  • Champion Kickoff Briefing
  • Use Case Execution Begins
  • Progress Tracked In Backlog
  • Quarterly Portfolio Review

Integration-Heavy / Ecosystem-Connected Architecture

Client Systems

  • Client HR System For Champion Roles
  • Project Management Platform
  • Enterprise Knowledge Base

CoE Core

  • CoE Operating Model Engine
  • Playbook And Governance Model
  • Portfolio Tracking Output

Two Way Sync Layer

  • Project Management Sync
  • Knowledge Base Sync
  • Department Leadership Dashboard
  • Executive Sponsor Dashboard

Shared Governance

  • Joint Review With Steering Committee
  • Sustained Internal AI Capability

More in AI Strategy, Readiness & Governance

Ready to get started?

Tell us what you’re trying to get done and we’ll help you find the highest-leverage place to start, scoped small enough to prove itself before you commit to anything bigger.

Talk to us about AI Center of Excellence Setup

Most engagements like this start as a $500–$2,500 pilot, see full pricing.

Questions? Book a free call