| Primary purpose | Understand a financial question. | Manage a recurring organisational review. |
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| Inputs | Editable illustrative or user-entered assumptions. | Approved organisational data, with validation and source records. |
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| Market context | Public Lens research and manually selected assumptions. | Relevant evidence connected to the organisation’s exposures and review rules. |
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| Frequency | Run an experiment when needed. | Scheduled checks and material-change monitoring. |
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| AI assistance | No AI required for the public calculations. | Prepare inputs, identify gaps, explain validated changes and draft review documents. |
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| Collaboration | Individual exploration with inspectable calculation receipts. | Assigned preparation, independent review, approval and escalation. |
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| History and strategy | Inspect or export an experiment. Build a browser-local draft from public calculations. | Automatically record every completed purchased-workspace run in a private database; build versioned strategy drafts across the 61-experiment catalogue. |
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| Accountability | The user interprets the result and its limitations. | Named people review exceptions and authorise decisions. |
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