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Connect AI to products and operations.
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Connect your products, data and workflows. Give every AI call an explicit interface, permission boundary and operational context.
Explore the architectureAgree the contract before connecting
Connectivity is the starting point. Integration also preserves business meaning, authorization decisions and failure handling across systems.
Align entities, types, time ranges and metric definitions. Preserve source and version information for datasets, images and 3D assets so meaning travels with the file.
Schemas · mapping dictionaries · versions & lineageMap users, tenants and service identities to resource permissions. Discovering a tool does not authorize an action; services check data access and write approval at their own boundary.
Identity mapping · least privilege · approvalsDistinguish acceptance, execution, waiting for approval, completion and failure. Define retries, timeouts, cancellation and compensation so network retries do not repeat business actions.
State machines · idempotency · recovery checkpointsUse correlation identifiers to connect requests, steps, tool results and artifacts. Retain useful evidence while controlling sensitive log content for diagnosis and change review.
Correlation IDs · structured logs · operational metricsPut the architecture in context
Data workspaces, design tools and enterprise applications need different inputs and outputs. Choose a system to inspect its integration boundary.
Let your platform initiate preparation jobs while retaining its tenants, catalogue and access model. ID Optima handles dataset production; ID Axis organizes steps and execution state.
Boundary designThe business platform and data service enforce source access. Results are handed over as explicit versions; retries must not publish duplicate releases.
request_iddataset_refruleset_versionartifact_versionIntegration methods
Choose the combination that fits your architecture. Direct calls, tool connections and orchestration can work together without blurring their responsibilities.
Your product sends a defined request and receives a result or task identifier. Suitable for generation, data processing and bounded operations.
Focus: argument contracts, compatibility and task resultsExplore integration guidanceDescribe tools and resources through a shared protocol so clients can discover and invoke services. Servers retain their own authorization and validation.
Focus: capability descriptions, scope and service accessExplore integration guidanceOrganize task decomposition, tool calls and result checks. Manage state, recovery and human approval across longer workflows.
Focus: execution state, checkpoints and action boundariesExplore integration guidanceJoint integration testing should also establish how the system behaves under failure, retries and change.
| Scenario | Behavior to verify | Evidence to retain |
|---|---|---|
| Insufficient permission | Deny unauthorized access without exposing resource details | Role, scope and denial reason |
| Repeated request | Honor the idempotency contract and avoid repeated side effects | Request correlation and operation result |
| Tool timeout | Distinguish unknown outcomes from known failures and recover by policy | Timeout boundary and recovery record |
| Version change | Check schema and behavior compatibility before updating | Contract version and regression results |
Acceptance scope is agreed per project. These are integration design and testing considerations.
New capabilities for existing systems