Engagement Model
- Initially more intensive.
- Then stable and predictable.
- Never an endless cleanup loop.
Phase 1 — Baseline & Governance Setup
What happens
- Architectural boundary analysis
- Dependency mapping
- PR pattern review
- Upgrade risk assessment
- Ownership clarity mapping
- Definition of measurable governance metrics
- Initial decision log framework
- AI-assisted drift scanning (if applicable)
What you get
- Architectural Health Snapshot
- Prioritized stabilization roadmap
- Governance cadence definition
- Baseline metrics for cost-of-change indicators
Phase 2 — Structured Governance Cadence
Cadence includes
- Boundary enforcement reviews
- Cross-domain change monitoring
- PR scope discipline
- Decision log facilitation
- Architectural health tracking
- AI-assisted governance support
- Advisory support to internal tech leads
Operating principle
We strengthen internal ownership.
We do not replace your architects or team leads.
Phase 3 — Light Advisory (Optional)
- No dependency model.
- De-escalation is built in.
- Governance maturity is the objective.
What You’re Actually Buying
- Reduced cost of change
- Safer framework upgrades
- Smaller, more predictable pull requests
- Clearer ownership boundaries
- Fewer architectural escalations
- Measurable governance discipline
AI Supports Governance — It Doesn’t Replace It
- Boundary violation detection
- PR complexity analysis
- Ownership suggestions
- Decision log summarization
- Drift signal detection
