feat(project): add initial scaffold, CI, and README
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strategy/playbooks/phase-6-operate.md
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strategy/playbooks/phase-6-operate.md
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# 🔄 Phase 6 Playbook — Operate & Evolve
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> **Duration**: Ongoing | **Agents**: 12+ (rotating) | **Governance**: Studio Producer
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---
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## Objective
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Sustained operations with continuous improvement. The product is live — now make it thrive. This phase has no end date; it runs as long as the product is in market.
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## Pre-Conditions
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- [ ] Phase 5 Quality Gate passed (stable launch)
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- [ ] Phase 5 Handoff Package received
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- [ ] Operational cadences established
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- [ ] Baseline metrics documented
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## Operational Cadences
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### Continuous (Always Active)
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| Agent | Responsibility | SLA |
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|-------|---------------|-----|
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| **Infrastructure Maintainer** | System uptime, performance, security | 99.9% uptime, < 30min MTTR |
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| **Support Responder** | Customer support, issue resolution | < 4hr first response |
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| **DevOps Automator** | Deployment pipeline, hotfixes | Multiple deploys/day capability |
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### Daily
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| Agent | Activity | Output |
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|-------|----------|--------|
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| **Analytics Reporter** | KPI dashboard update | Daily metrics snapshot |
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| **Support Responder** | Issue triage and resolution | Support ticket summary |
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| **Infrastructure Maintainer** | System health check | Health status report |
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### Weekly
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| Agent | Activity | Output |
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|-------|----------|--------|
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| **Analytics Reporter** | Weekly performance analysis | Weekly Analytics Report |
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| **Feedback Synthesizer** | User feedback synthesis | Weekly Feedback Summary |
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| **Sprint Prioritizer** | Backlog grooming + sprint planning | Sprint Plan |
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| **Growth Hacker** | Growth channel optimization | Growth Metrics Report |
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| **Project Shepherd** | Cross-team coordination | Weekly Status Update |
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### Bi-Weekly
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| Agent | Activity | Output |
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|-------|----------|--------|
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| **Feedback Synthesizer** | Deep feedback analysis | Bi-Weekly Insights Report |
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| **Experiment Tracker** | A/B test analysis | Experiment Results Summary |
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| **Content Creator** | Content calendar execution | Published Content Report |
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### Monthly
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| Agent | Activity | Output |
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|-------|----------|--------|
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| **Executive Summary Generator** | C-suite reporting | Monthly Executive Summary |
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| **Finance Tracker** | Financial performance review | Monthly Financial Report |
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| **Legal Compliance Checker** | Regulatory monitoring | Compliance Status Report |
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| **Trend Researcher** | Market intelligence update | Monthly Market Brief |
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| **Brand Guardian** | Brand consistency audit | Brand Health Report |
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### Quarterly
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| Agent | Activity | Output |
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|-------|----------|--------|
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| **Studio Producer** | Strategic portfolio review | Quarterly Strategic Review |
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| **Workflow Optimizer** | Process efficiency audit | Optimization Report |
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| **Performance Benchmarker** | Performance regression testing | Quarterly Performance Report |
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| **Tool Evaluator** | Technology stack review | Tech Debt Assessment |
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## Continuous Improvement Loop
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```
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MEASURE (Analytics Reporter)
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│
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▼
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ANALYZE (Feedback Synthesizer + Data Analytics Reporter)
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│
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▼
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PLAN (Sprint Prioritizer + Studio Producer)
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│
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▼
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BUILD (Phase 3 Dev↔QA Loop — mini-cycles)
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│
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▼
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VALIDATE (Evidence Collector + Reality Checker)
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│
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▼
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DEPLOY (DevOps Automator)
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│
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▼
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MEASURE (back to start)
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```
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### Feature Development in Phase 6
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New features follow a compressed NEXUS cycle:
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```
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1. Sprint Prioritizer selects feature from backlog
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2. Appropriate Developer Agent implements
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3. Evidence Collector validates (Dev↔QA loop)
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4. DevOps Automator deploys (feature flag or direct)
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5. Experiment Tracker monitors (A/B test if applicable)
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6. Analytics Reporter measures impact
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7. Feedback Synthesizer collects user response
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```
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## Incident Response Protocol
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### Severity Levels
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| Level | Definition | Response Time | Decision Authority |
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|-------|-----------|--------------|-------------------|
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| **P0 — Critical** | Service down, data loss, security breach | Immediate | Studio Producer |
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| **P1 — High** | Major feature broken, significant degradation | < 1 hour | Project Shepherd |
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| **P2 — Medium** | Minor feature issue, workaround available | < 4 hours | Agents Orchestrator |
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| **P3 — Low** | Cosmetic issue, minor inconvenience | Next sprint | Sprint Prioritizer |
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### Incident Response Sequence
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```
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DETECTION (Infrastructure Maintainer or Support Responder)
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│
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▼
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TRIAGE (Agents Orchestrator)
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├── Classify severity (P0-P3)
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├── Assign response team
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└── Notify stakeholders
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│
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▼
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RESPONSE
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├── P0: Infrastructure Maintainer + DevOps Automator + Backend Architect
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├── P1: Relevant Developer Agent + DevOps Automator
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├── P2: Relevant Developer Agent
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└── P3: Added to sprint backlog
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│
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▼
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RESOLUTION
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├── Fix implemented and deployed
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├── Evidence Collector verifies fix
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└── Infrastructure Maintainer confirms stability
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│
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▼
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POST-MORTEM
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├── Workflow Optimizer leads retrospective
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├── Root cause analysis documented
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├── Prevention measures identified
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└── Process improvements implemented
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```
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## Growth Operations
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### Monthly Growth Review (Growth Hacker leads)
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```
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1. Channel Performance Analysis
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- Acquisition by channel (organic, paid, referral, social)
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- CAC by channel
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- Conversion rates by funnel stage
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- LTV:CAC ratio trends
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2. Experiment Results
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- Completed A/B tests and outcomes
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- Statistical significance validation
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- Winner implementation status
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- New experiment pipeline
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3. Retention Analysis
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- Cohort retention curves
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- Churn risk identification
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- Re-engagement campaign results
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- Feature adoption metrics
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4. Growth Roadmap Update
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- Next month's growth experiments
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- Channel budget reallocation
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- New channel exploration
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- Viral coefficient optimization
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```
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### Content Operations (Content Creator + Social Media Strategist)
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```
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Weekly:
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- Content calendar execution
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- Social media engagement
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- Community management
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- Performance tracking
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Monthly:
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- Content performance review
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- Editorial calendar planning
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- Platform algorithm updates
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- Content strategy refinement
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Platform-Specific:
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- Twitter Engager → Daily engagement, weekly threads
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- Instagram Curator → 3-5 posts/week, daily stories
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- TikTok Strategist → 3-5 videos/week
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- Reddit Community Builder → Daily authentic engagement
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```
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## Financial Operations
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### Monthly Financial Review (Finance Tracker)
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```
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1. Revenue Analysis
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- MRR/ARR tracking
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- Revenue by segment/plan
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- Expansion revenue
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- Churn revenue impact
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2. Cost Analysis
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- Infrastructure costs
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- Marketing spend by channel
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- Team/resource costs
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- Tool and service costs
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3. Unit Economics
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- CAC trends
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- LTV trends
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- LTV:CAC ratio
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- Payback period
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4. Forecasting
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- Revenue forecast (3-month rolling)
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- Cost forecast
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- Cash flow projection
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- Budget variance analysis
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```
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## Compliance Operations
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### Monthly Compliance Check (Legal Compliance Checker)
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```
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1. Regulatory Monitoring
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- New regulations affecting the product
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- Existing regulation changes
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- Enforcement actions in the industry
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- Compliance deadline tracking
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2. Privacy Compliance
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- Data subject request handling
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- Consent management effectiveness
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- Data retention policy adherence
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- Cross-border transfer compliance
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3. Security Compliance
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- Vulnerability scan results
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- Patch management status
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- Access control review
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- Incident log review
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4. Audit Readiness
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- Documentation currency
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- Evidence collection status
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- Training completion rates
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- Policy acknowledgment tracking
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```
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## Strategic Evolution
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### Quarterly Strategic Review (Studio Producer)
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```
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1. Market Position Assessment
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- Competitive landscape changes (Trend Researcher input)
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- Market share evolution
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- Brand perception (Brand Guardian input)
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- Customer satisfaction trends (Feedback Synthesizer input)
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2. Product Strategy
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- Feature roadmap review
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- Technology debt assessment (Tool Evaluator input)
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- Platform expansion opportunities
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- Partnership evaluation
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3. Growth Strategy
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- Channel effectiveness review
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- New market opportunities
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- Pricing strategy assessment
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- Expansion planning
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4. Organizational Health
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- Process efficiency (Workflow Optimizer input)
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- Team performance metrics
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- Resource allocation optimization
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- Capability development needs
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Output: Quarterly Strategic Review → Updated roadmap and priorities
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```
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## Phase 6 Success Metrics
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| Category | Metric | Target | Owner |
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|----------|--------|--------|-------|
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| **Reliability** | System uptime | > 99.9% | Infrastructure Maintainer |
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| **Reliability** | MTTR | < 30 minutes | Infrastructure Maintainer |
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| **Growth** | MoM user growth | > 20% | Growth Hacker |
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| **Growth** | Activation rate | > 60% | Analytics Reporter |
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| **Retention** | Day 7 retention | > 40% | Analytics Reporter |
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| **Retention** | Day 30 retention | > 20% | Analytics Reporter |
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| **Financial** | LTV:CAC ratio | > 3:1 | Finance Tracker |
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| **Financial** | Portfolio ROI | > 25% | Studio Producer |
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| **Quality** | NPS score | > 50 | Feedback Synthesizer |
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| **Quality** | Support resolution time | < 4 hours | Support Responder |
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| **Compliance** | Regulatory adherence | > 98% | Legal Compliance Checker |
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| **Efficiency** | Deployment frequency | Multiple/day | DevOps Automator |
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| **Efficiency** | Process improvement | 20%/quarter | Workflow Optimizer |
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---
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*Phase 6 has no end date. It runs as long as the product is in market, with continuous improvement cycles driving the product forward. The NEXUS pipeline can be re-activated (NEXUS-Sprint or NEXUS-Micro) for major new features or pivots.*
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