Advisory-first
Phase 9 Autonomous Optimization
Digital twin, simulation, self-healing, and enterprise scale
Move from intelligence to advisory autonomy with simulation-first recommendations, governed self-healing, and enterprise scale controls.
Autonomy-ready
Versioned
Digital Twin
Required
Simulation
Scale-ready
Enterprise
Optimization Targets
workflow_latency
approval_bottlenecks
communication_cost
field_route_efficiency
inventory_turnover
agent_utilization
roi_improvement
Autonomy Modes
observe_only
recommendation_only
simulation_required
human_approved_execution
limited_safe_autonomy
Digital Twin Entities
company
branch
workflow
team
customer_segment
inventory_network
field_operation
revenue_stream
Scenario Types
workflow_redesign
staffing_change
pricing_change
market_shift
inventory_policy_change
regional_expansion
ai_agent_rollout
Self-Healing Actions
retry_failed_node
reroute_approval
switch_communication_channel
escalate_stalled_task
rebalance_field_assignment
suggest_workflow_patch
Enterprise Scale Domains
multi_region_runtime
data_residency_routing
enterprise_sso
dedicated_queues
tenant_sharding
cross_region_backup
white_label_fleet
Graph Uses
root_cause_analysis
impact_analysis
next_best_action
executive_strategy
automation_discovery
Phase 9 Exit Gates
Phase 1 release gate
Phase 2 release gate
Phase 3 release gate
Phase 4 release gate
Phase 5 release gate
Phase 6 release gate
Phase 7 release gate
Phase 8 release gate
Phase 9 autonomy validator
API route contract validator
Frontend production build
Signed release manifest