The SovereignGPT Private AI Implementation Checklist: 90-Day Quick Reference
FluxAI & Platform

The SovereignGPT Private AI Implementation Checklist: 90-Day Quick Reference

Donovan Lazar
October 16, 2025
8 min read

Overview

Timeline: 90 days from planning to production
Key Milestone: Sovereign operational in 72 hours (by Day 3 of Phase 2)
Success Metric: ROI achieved within 90 days


Phase 1: Requirements & Planning (Days 1-21)

Week 1: Discovery (Days 1-7)

  • [ ] Identify 2-3 high-impact use cases
  • Healthcare: Claims denial, prior authorization, medical coding
  • Legal: Contract review, due diligence, legal research
  • Government: Policy analysis, compliance monitoring
  • Enterprise: Employee onboarding, benefits inquiries

  • [ ] Assess shadow AI usage

  • Survey employees about ChatGPT/Claude/Copilot usage
  • Quantify data exposure risk
  • Document productivity benefits to preserve

  • [ ] Assemble core team

  • Executive Sponsor
  • Project Lead
  • IT/Infrastructure Lead
  • Security Lead
  • Compliance/Legal Lead
  • Department Champion

📋 Deliverable: Use case document, shadow AI report, stakeholder matrix
👥 Approval: Executive sponsor commitment and budget approval


Week 2: Security & Compliance (Days 8-14)

  • [ ] Define compliance requirements
  • HIPAA, FedRAMP, GDPR, SOC 2, or other applicable regulations
  • Document specific requirements for your industry
  • Schedule compliance officer review

  • [ ] Create security architecture

  • Data security requirements (encryption, retention, access)
  • Network security requirements (VPN, firewall, isolation)
  • Access control requirements (SSO, MFA, RBAC)
  • Incident response procedures

📋 Deliverable: Compliance requirements doc, security architecture doc
👥 Approval: CISO sign-off on security architecture


Week 3: Technology & Architecture (Days 15-21)

  • [ ] Select deployment model
  • On-premise: Highest security, best for PHI/classified data
  • Private cloud: Faster deployment, lower upfront cost
  • Hybrid: Optimize cost vs. security

  • [ ] Configure Sovereign capabilities

  • Confirm pre-trained capabilities for your use case
  • Define autonomy levels (full autonomy vs. recommendation vs. analysis only)
  • Identify custom training needs

  • [ ] Plan integrations

  • Authentication (SSO, MFA)
  • Document repositories (SharePoint, Drive, Confluence)
  • Business applications (EHR, CRM, ERP, HRIS)
  • Communication platforms (Slack, Teams)

📋 Deliverable: Deployment model selection, capability configuration, integration architecture
⚠️ Critical Decision: Deployment model selected and documented


Phase 2: Infrastructure & Security (Days 22-42)

Week 4: Infrastructure Deployment (Days 22-28)

On-Premise: - [ ] Procure and configure GPU servers - [ ] Configure network and storage - [ ] Set up backup systems

Private Cloud: - [ ] Create VPC/Virtual Network - [ ] Provision GPU instances - [ ] Configure cloud storage and monitoring

Both: - [ ] Validate infrastructure checklist - Compute, storage, network, backup, monitoring all operational

📋 Deliverable: Infrastructure deployment documentation


Week 4-5: Sovereign Installation (Days 26-28)

  • [ ] Install Sovereign platform with FluxAI
  • Deploy base platform
  • Configure SSO/MFA integration
  • Load AI models for your use case
  • Configure logging and monitoring

  • [ ] Validate installation

  • Platform responds to test queries
  • Authentication working
  • Models performing as expected
  • Monitoring operational

📋 Deliverable: Installation completion report
✓ MILESTONE: Sovereign operational (72 hours from this point)


Week 5: Security & Integration (Days 29-42)

  • [ ] Security testing
  • Penetration testing
  • Vulnerability assessment
  • Access control validation
  • Data security verification

  • [ ] Compliance validation

  • HIPAA/FedRAMP/GDPR/SOC 2 requirements verified
  • Audit trails tested
  • Obtain compliance officer approval

  • [ ] Integration testing

  • Test all critical integrations
  • End-to-end workflow testing
  • Load testing
  • Error handling validation

📋 Deliverable: Security test report, compliance validation report, integration test results
👥 Approval: Security and compliance sign-off to proceed with pilot
⚠️ Go/No-Go: All critical security findings must be resolved


Phase 3: Pilot Deployment (Days 43-63)

Week 7: Pilot Launch (Days 43-49)

  • [ ] Select pilot group (15-50 users)
  • Mix of enthusiasts and skeptics
  • Representative of broader organization
  • Clear use cases

  • [ ] Conduct user training

  • 60-minute interactive session
  • Create quick-start guide and video tutorials
  • Establish support channel

  • [ ] Launch pilot (Day 49)

  • Enable access for pilot group
  • Send welcome email with resources
  • Monitor closely

📋 Deliverable: Pilot participant list, training materials, launch communication


Week 8-9: Pilot Monitoring (Days 50-63)

  • [ ] Monitor daily metrics
  • Login rates (target: 80%+)
  • Active usage (target: 60%+)
  • System performance (target: 99.5% availability)
  • Support tickets

  • [ ] Collect feedback and refine

  • Address common issues
  • Update documentation
  • Enhance capabilities based on feedback
  • Optimize performance

  • [ ] Evaluate pilot success (Day 63)

  • ✓ 70%+ active engagement
  • ✓ System availability >99%
  • ✓ Positive user feedback
  • ✓ Measurable productivity improvements
  • ✓ No significant security/compliance issues

📋 Deliverable: Pilot results report with recommendation to proceed
👥 Approval: Executive sponsor approval for full rollout
⚠️ Go/No-Go: Proceed with full deployment or extend pilot?


Phase 4: Full Deployment (Days 64-84)

Week 10-11: Phased Rollout (Days 64-77)

  • [ ] Wave 1: Early Adopters (Days 67-70) - 10-20% of users
  • Tech-savvy champions
  • Departments with clear use cases
  • Monitor closely

  • [ ] Wave 2: Main Deployment (Days 71-74) - 60-70% of users

  • Most departments
  • Stagger by department over 3-4 days
  • Scale support resources

  • [ ] Wave 3: Final Groups (Days 75-77) - 10-20% of users

  • Change-resistant groups
  • Provide extra support

For Each Wave: - Send announcement 3 days before - Enable access on launch day - Send welcome email with resources - Monitor adoption and issues - Gather feedback

📋 Deliverable: Wave deployment reports with metrics


Week 12: Optimization (Days 78-84)

  • [ ] Optimize system performance
  • Scale infrastructure for full load
  • Optimize resource allocation
  • Implement performance improvements

  • [ ] Enhance user experience

  • Streamline workflows
  • Add requested features
  • Improve documentation

  • [ ] Accelerate adoption in low-usage areas

  • Target departments < 50% adoption
  • Conduct additional training
  • Assign department champions

  • [ ] Calculate ROI

  • Time savings per user
  • Cost savings realized
  • Productivity improvements
  • Document business impact

Full Deployment Success (Day 84): - [ ] 65%+ of employees logged in - [ ] 50%+ actively using - [ ] 99.5%+ system availability - [ ] 70%+ user satisfaction - [ ] Measurable productivity gains - [ ] Positive ROI demonstrated

📋 Deliverable: Full deployment report with ROI calculation


Phase 5: Governance & Scale (Days 85-90)

Week 13: Establish Governance (Days 85-90)

  • [ ] Document policies
  • Sovereign AI Usage Policy
  • Acceptable use guidelines
  • Security requirements
  • Compliance procedures
  • Roles and responsibilities

  • [ ] Establish operational procedures

  • Model management (updates, testing)
  • Access management (provisioning, reviews, deprovisioning)
  • Security monitoring (daily, weekly, monthly, quarterly)
  • Compliance monitoring
  • Change management
  • Support operations (Tier 1/2/3)
  • Incident response

  • [ ] Set up ongoing optimization

  • Monthly usage analysis
  • Quarterly performance review
  • Annual strategic review

📋 Deliverable: Policy documentation, operational procedures, governance framework
👥 Approval: Legal and executive approval of policies


Post-90 Days: Continuous Improvement

Month 4: Measurement & Analysis

  • [ ] Comprehensive usage analysis
  • [ ] Calculate final ROI
  • [ ] User satisfaction survey
  • [ ] Security posture review
  • [ ] Identify expansion opportunities

Month 5: Expansion & Optimization

  • [ ] Deploy additional capabilities
  • [ ] Optimize infrastructure costs
  • [ ] Enhance user experience
  • [ ] Expand training program

Month 6: Scale & Sophistication

  • [ ] Scale to enterprise-wide deployment
  • [ ] Implement advanced features
  • [ ] Build center of excellence
  • [ ] Plan next phase

Quick Reference: Key Milestones

Day Milestone Deliverable
7 Discovery complete Use case document, team assembled
14 Security/compliance defined Architecture approved
21 Planning complete Deployment model selected
28 Infrastructure deployed Infrastructure operational
28 Sovereign installed Platform operational (72 hours)
42 Security validated Security and compliance sign-off
49 Pilot launched 15-50 users active
63 Pilot complete Go/no-go decision
70 Wave 1 complete Early adopters onboarded
77 Full rollout complete All users have access
84 Optimization complete ROI documented
90 Governance established Policies and procedures complete

Critical Success Factors

  • Executive Sponsorship - Active engagement throughout
  • Clear Decision-Making - Designated owners, avoid analysis paralysis
  • Focused Scope - Start with 2-3 use cases, expand after success
  • Security First - Never compromise security validation
  • User-Centric - Training, support, feedback are critical
  • Measure Continuously - Track adoption, performance, ROI
  • Systematic Execution - Follow phases, check off items, document learnings

Essential Metrics to Track

Adoption

  • % users logged in
  • % actively using (weekly)
  • Average queries per user

Performance

  • Response time (target: < 5 seconds)
  • System availability (target: 99.5%+)
  • Error rate (target: < 1%)

Business Impact

  • Time saved per user per week
  • Productivity improvement (%)
  • Cost savings ($)
  • ROI (%)

Security

  • Security incidents (target: 0)
  • Compliance violations (target: 0)
  • Failed access attempts

Common Pitfalls to Avoid

  • ⚠️ Analysis paralysis - Make decisions quickly with 80% confidence
  • ⚠️ Perfectionism - Start narrow, iterate after deployment
  • ⚠️ Inadequate security - Never compress security validation timeline
  • ⚠️ Poor training - Mandatory training for all users
  • ⚠️ No executive sponsor - Secure C-level champion before starting
  • ⚠️ Ignoring change management - Dedicate resources to adoption
  • ⚠️ Under-sizing infrastructure - Plan for 3x expected usage
  • ⚠️ No governance plan - Define policies before launch

Ready to Deploy?

Pre-Launch Checklist

Technical: - [ ] Infrastructure stable - [ ] Sovereign operational - [ ] Integrations working - [ ] Security validated - [ ] Compliance met

User: - [ ] All users have access - [ ] Training completed - [ ] Documentation available - [ ] Support team ready

Operational: - [ ] Policies approved - [ ] Procedures documented - [ ] Governance established - [ ] Metrics being tracked

Business: - [ ] Executive sponsorship confirmed - [ ] ROI calculation complete - [ ] Stakeholders aligned - [ ] Risks mitigated


Contact & Support

Questions? - Email: [email protected] - Schedule consultation: fluxagents.ai/contact


Your 90-day deployment starts now.

The future of your organization is AI-powered. With Sovereign, that future starts in 72 hours.

DL

Donovan Lazar

Author