i. IC memo cycle
BeforeTen days of stitching model output, OM data, comps, and narrative into a defensible artifact.
→
With the layerThirty minutes. Authored against the layer; lineage attached.
ii. New fund onboarding
BeforeWeeks of pipeline work, three surfaces rebuilt, three schemas reconciled.
→
With the layerHours. The new fund inherits the layer's logic; renderings follow.
iii. LP letter prep
BeforeManual stitching between model output, prior letter, and entity tree.
→
With the layerOn-demand. The letter is a rendering of the layer, like any other surface.
iv. Reporting capacity
BeforeBound to headcount. Each new LP, fund, or mandate raises operating cost.
→
With the layerBound to the layer. Operating cost flattens as the business scales.
v. Audit defensibility
BeforeSpreadsheet trail, version notes, scattered tribal knowledge.
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With the layerEnd-to-end lineage. Every number traceable, recreatable, defensible.