Reliable identifiers
Records can be matched across tools without silently creating duplicates.
Core service · connected intelligence
Your AI should know where the work lives.
AI creates leverage when it can reach the right systems, records and knowledge at the right moment. We design integrations that connect models to business reality without turning the stack into an uninspectable tangle.
Integration scope
Move data and decisions across the boundary.
Integration work starts with a map of the system: sources of truth, identifiers, events, permissions, owners and the moments where a human must approve or correct the result.
Common components
- REST and GraphQL APIs
- CRM, ecommerce and support platforms
- Structured data and event pipelines
- RAG and knowledge retrieval
- Cloudflare Workers and edge services
- Internal dashboards and operator tools
The implementation can be lightweight or deeply custom. The test is whether the connection reduces a real operating constraint.
System standard
Connected does not mean chaotic.
Visible state
Operators can see what happened, what failed and what needs attention.
Safe permissions
AI gets only the access required for the job and consequential actions remain controlled.