Enterprise AI Control Plane — Reference Architecture
A layered reference architecture showing the enterprise AI control plane as a governed execution layer across application platforms, agent runtimes, protocols, identity, policy, observability, and revenue intelligence workloads. Nine functional primitives are organized into three groups: Execution, Connectivity, and Governance.
REFERENCE ARCHITECTURE
The Enterprise AI Control Plane
A governed execution layer for revenue intelligence at scale — Workflow Economics series
USER & CHANNEL LAYER
Slack / Teams
Email
Web / Mobile
Voice
Partner Portal
Customer Self-Serve
CLI / IDE
Embedded UX
Headless API
ENTERPRISE APPLICATION PLATFORMS
Salesforce
Agentforce 360 · RCA · Data Cloud
Tableau · MuleSoft
SAP
Joule · S/4HANA · AVC · SAP CPQ
SAC · BTP
Microsoft
Copilot · Foundry · Dynamics 365
Fabric · Power Platform
Oracle
AI Agent Studio · Fusion · CPQ
Subscription Mgmt · Analytics
Quote-to-Cash
independents
Conga · Icertis
Zuora · DocuSign
Revenue Intel
independents
Gong · Clari
Salesloft · BoostUp
MCP · A2A · REST / Events · Headless APIs
AI CONTROL PLANE
governed orchestration layer across apps, agents, models, tools, and telemetry
EXECUTION
CONNECTIVITY
GOVERNANCE
Runtime
Session isolation, durable
execution, I/O wait billing
AgentCore · Foundry · Engine
Memory
Short / medium / long-term,
vector + graph + relational
Mem0 · Zep · AgentCore Memory
Durable Workflow
Long-running state machines,
human-in-loop, replay
Temporal · Inngest · Step Fns
Gateway (MCP)
Tool discovery, schema validation,
credential translation
AgentCore Gateway · Apigee
Inter-Agent (A2A)
Cross-platform agent handoffs,
signed agent cards, task lifecycle
Linux Foundation A2A v1.2
Model Routing
Tiered routing, prompt caching,
multi-model orchestration
Portkey · LiteLLM · Bedrock
Identity
OAuth 2.x, RFC 8693 token
exchange, agent identity, mTLS
Entra Agent ID · Okta · SPIFFE
Policy
Pre-call authz, content filters,
PII redaction, jailbreak defense
Purview · Lakera · Model Armor
Observability + Evals
OTel GenAI traces, drift detect,
continuous quality eval
Langfuse · Arize · Datadog LLM
PROTOCOL & STANDARDS LAYER
MCP
Anthropic, 2024
A2A v1.2
Linux Foundation / A2A Project
OpenTelemetry GenAI
Semantic conventions
OAuth 2.x / RFC 8693
Token exchange, delegated access
SPIFFE / SPIRE
Workload identity
CloudEvents
Async event semantics
JSON-RPC 2.0
RPC fabric
MCP server per system
REVENUE INTELLIGENCE WORKLOADS
— CPQ is one workload, not the integration story
CONFIGURE · PRICE · QUOTE
Constraint solvers
SAP AVC (since 2018) · Salesforce RCA / CML
Procedural rules engines
Oracle CPQ · Conga · CPQ Classic →
CONTRACT LIFECYCLE
CLM
Conga · Icertis · Ironclad
DocuSign CLM · Sirion
BILLING & REV REC
Subscription / Usage
Zuora · Stripe Billing
SAP BRIM · NetSuite
ERP & MANUFACTURING
System of Record
SAP S/4HANA · Oracle Fusion
Microsoft Dynamics 365 F&O
PIPELINE & FORECAST
Revenue Intelligence
Clari · Gong · BoostUp
Outreach · Salesloft
DATA & ANALYTICS
Data Layer
Salesforce Data Cloud · SAP BTP
Snowflake · Databricks · Fabric
READING THE ARCHITECTURE
The control plane governs execution between enterprise application platforms, agents, models, tools, and revenue workloads. CPQ is one workload that snaps in via MCP — the same as CLM, billing, ERP,
pipeline analytics, and the data layer. The architectural decision is not only "which CPQ vendor"; it is "which control plane governs the integrated revenue stack."
Workflow Economics series
Enterprise AI control-plane reference architecture