| Starting point | Describe a business outcome | Connect app events and actions | Design workflows with nodes and code | Model integration and API architecture |
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| Role of AI | Create and validate configuration; not the production runtime | Assistance building automations, depending on product | Assistance and AI steps in customisable workflows | Development and operations assistance, depending on platform |
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| Mapping & transformation | Visibly review and correct source/target fields and rules | Map and format data between actions | Nodes, expressions and code for data logic | Mapping tools and transformation logic |
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| Checks before launch | Visible AI validation before human approval | Step and workflow tests | Tests and custom validation paths | Testing, deployment and governance processes |
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| Human control | Deliberate approval before production activation | Review and approval steps depending on workflow | Control points in your own workflow | Roles and approval processes depending on edition |
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| Credentials | Stored separately, processed with encryption, outside the AI context | Managed app connections; verify AI data paths | Credential management; verify custom nodes and AI data paths | Credential and policy management; verify AI data paths |
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| Production operations | IOnbrix runtime with status, runs and error visibility | Workflow execution and history | Workflow execution with a customisable operating environment | Integration runtimes with monitoring and governance |
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