Retail & e-commerceStudied

Refresh copy for 4M SKUs

Caching the shared brand prompt collapses the seasonal bill.

Open the live lab · pre-loaded to this scenario

Prompt Cost & Token Simulator

Context

A retailer regenerates product copy for ~4M SKUs each season. Every call carries a large, identical brand-voice + policy prompt; caching that shared prefix collapses the input-token bill.

The decision

Caching is the build-vs-buy lever — with a high shared-prefix cache share the per-call cost drops enough to make the feature economically obvious.

What most miss

Teams price this at the naive per-call rate and conclude it's too expensive. The brand prompt is most of the tokens — cache it and the economics flip.

Stakes

Priced without caching, a 4M-SKU refresh looks unaffordable and the feature dies in the business case.

Takeaway · Cache the shared prefix — on high-volume templated generation it's the difference between viable and not.

Studied · Agent & Protocol · verified 2026-07-03

Sources: Retail catalog copy generation at scale; Prompt-caching / shared-prefix economics

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