| Unifies operational and compliance context | Fragmented across email, spreadsheets and documents | Usually limited to a single signal or data domain | Chat context without an operational system of record | Connects signals, documents and decision context in one governed workflow |
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| Risk assessment and prioritisation | Ad hoc triage driven by individual judgement and shift workload | Threshold alerts without cross-domain risk ranking | Unstructured suggestions without policy-tied prioritisation | Prioritises investigation from operational risk signals |
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| Recommended action with decision provenance | Actions tracked inconsistently, if at all | Acknowledge-and-close loops; limited action guidance | Freeform recommendations without durable provenance | Recommended actions linked to source context and decision provenance |
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| Human approval for material decisions | Informal email, verbal or spreadsheet sign-off | Rarely includes formal approval gates | Often framed for speed over accountable review | Human approval required for material decisions |
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| Controlled escalation | Escalation paths vary by person, site and shift | Alert routing without governed escalation workflow | No controlled escalation model | Controlled escalation with accountable owners |
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| Audit-ready evidence generation | Evidence assembled after the fact | Logs exist; compliance packs remain separate work | Conversation history is not audit-ready evidence | Audit-ready evidence packs produced through the workflow |
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| Fit with existing operational systems | Parallel work outside core systems | Point-tool silos alongside SCADA and historians | Sits beside systems with weak operational binding | Layer on existing systems via API, CSV or lightweight gateway—not rip-and-replace |
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| Deployment posture for regulated pilots | Human execution outside a governed record | Monitoring-focused; limited decision governance | Often positioned toward autonomous action | Read-only, approval-gated pilot—does not write to live control systems |
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