M2M
Models to Margins
Business-first AI research and operating maps
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ENTRY
CONTROL
POLICY AND DATA
ROUTER AND MODEL PATHS
EXECUTION
Users / Apps
Policy Gateway
Control Plane
orchestrator
Auth / RBAC
identity and access
Retrieval Layer
private knowledge path
Business Tools
CRM, ERP, tickets
Model Router
cost, policy, capability
Logs / Evals
observability and spend
Docs / Search Index
contracts, wiki, notes
Live System Data
orders, CRM, incidents
Private Inference
open models you control
Premium Inference
closed models you rent
Private GPU
self-hosted cluster
Managed APIs
frontier services
Private AI Control Plane
Open models as controllable infrastructure. Closed models as premium managed services.
Entry and policy
Control plane
Data and tools
Router and model paths
Execution
Observability
Portfolio strategy for routing sensitive, premium, and high-volume AI work