Consistency at Scale

At 10 assets, consistency is manageable through manual review. At 100+, it requires systematization. The production consistency system has three layers.

Layer 1 — Style Gates: every generated asset passes through the automated consistency verification before entering the approved library. No exceptions. An asset that fails any of the three scores (Dimensional Adherence, Cross-Output Consistency, Intent Fidelity) is rejected and regenerated. The gate is the quality floor.

Layer 2 — Style Cohort Reviews: weekly, a batch of 10-15 recently approved assets are reviewed together as a set. Do they look like they belong to the same brand? The cohort review catches drift that individual reviews miss — the slow walk that passes each gate individually but fails the family test. If cohort consistency drops below 0.80, trigger a drift correction cycle.

Layer 3 — Style Audits: monthly, the entire approved asset library is evaluated against the current style specification. Assets that no longer meet the spec (because the spec has been updated) are flagged for regeneration or archival. This prevents the "vintage" problem — assets from 3 months ago still appearing in active materials with an outdated visual language.

Three layers, three cadences, three scopes. Together they maintain consistency across unlimited output volume.