Phase 3 of 4: Systems & Infrastructure
Integrations built to
your semantic model.
Before we connect your systems, we define what they mean. Phase 2 produces the ontology: your business objects, their relationships, and how they should move. Phase 3 builds the integrations that enforce it.
Why ontology-first integration works
Connected systems without a data model
are just connected problems.
Disconnected systems are common. Disconnected systems with conflicting data definitions are worse, and that is what you get when you integrate without a semantic model. Phase 2 defines what a "Customer" is, what an "Order" means, how an "Asset" relates to a "Location." Phase 3 integrations enforce those definitions across every system that touches that data.
API Design & Integration
Well-documented, versioned APIs built to the schema your ontology produced. Systems get a contract they can depend on, not a guess at what the other side sends.
MCP Integration Layer
MCP servers that give AI agents governed, contextual access to your business systems, built to the exact data model Phase 2 defined. Read data. Take action. Stay in bounds.
Legacy System Integration
Bringing old systems into the semantic model without replacing them. We normalize legacy data against your ontology so it plays by the same rules as everything else.
Real-Time Data Sync
Event-driven data movement that keeps your governed data model current. Webhooks, event streams, message queues, syncing the objects your ontology defined, not raw table dumps.
Third-Party Platforms
CRM, ERP, HR, finance, logistics, e-commerce. We map external data to your semantic model so "Customer" means the same thing whether it comes from Salesforce or your warehouse system.
Event-Driven Architecture
Decouple your systems. Events trigger the right processes. Nothing is polling, nothing is blocking. Designed around the business events your ontology identified as meaningful.
Start with the data model.
Tell us what systems you are working with. We will find out what the data means and then connect everything the right way.