Under the hood: the engine that runs the loop.
The data, semantics, agent and governance layers that make the loop autonomous and governable.
Talk to a solutions engineerFrom a siloed stack to an agent-run loop.
Each generation solved a real problem. The loop runs on the engine we once called our CIP — the technical foundation, still here.
CRM
Managed relationships. Recorded what happened. Could not predict what should happen next.
- -Transaction records
- -Manual segmentation
- -Rule-based batch campaigns
CDP
Aggregated data. Created unified profiles. But left a gap between insight and execution.
- -Data without action
- -18-month avg. implementation
- -Insight-to-action latency: weeks
Agent-run Loop
An AI-agent-run retention loop on a 5-layer engine — the technical foundation we used to call our CIP, still here, now driving a self-optimizing loop. AI participates in real business judgment.
- +Data + semantics + agents + tools + governance
- +MCP-native callable capabilities
- +Sits on top of D365, Salesforce, SAP
The five layers that run the loop.
Every layer works together. No integrations. No data silos. No gaps.
Unified Data Fabric
Converts heterogeneous, multi-system data into trustworthy, real-time, auditable assets. Three outputs: Event Stream, Golden Record, Serving Views. Kafka + Flink + StarRocks.
Business Semantic Layer
Translates raw data into business language: entities, attributes, relationships, intent, segments, and governed metrics. Makes AI judgment explainable.
AI Agent Layer
Scoped decision roles — AI Consultant, Data Analyst, Marketing Designer, Loyalty Advisor — each with defined judgment boundaries. Not chatbots; structured decision participants.
Business Application Layer
Enterprise capabilities exposed as callable, governable tools via MCP. Four domains: Identity & Entitlement, Economic Incentive, Content & Reach, Service & Responsibility.
Workflow & Governance
Converts AI judgment into enterprise action under security, compliance, and audit constraints. Four action types with escalating authorization. Full traceability.
Autonomy you can govern.
This is where “humans set goals and guardrails” becomes real — the governance layer turns autonomy into something auditable and controllable. Four action types with escalating authorization, full traceability of who acted, on what basis, and why it was allowed.
SOC 2 Type II · CCPA/CPRA-ready · ISO · Azure-native
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