Visual Asset Reuse Ratio

Visual Asset Reuse Ratio measures how many distinct client deliverables a single generated asset can feed before it needs regeneration. Agencies that treat image generation as a one-off per request pay full production cost every time; agencies that build a reusable asset library amortize that cost across campaigns, formats, and quarters. The ratio matters because retainer pricing assumes predictable delivery cost, and a low reuse ratio quietly converts a profitable account into a loss. A practical example: Mosaicora generates branded Open Graph templates once and refreshes them programmatically across every page, so the marginal cost of the hundredth image approaches zero. Compare that to generating each social card from scratch. The framework forces a simple question before any generation run: will this asset serve one deliverable or twelve? Assets scoring above a reuse threshold of roughly four belong in a governed library with version control and brand locks. Assets below it stay disposable. That single classification determines whether AI image tools expand agency margin or erode it.