Growth Engineering Playbook

Structured data in, brand-safe copy out

A product-copy generator with guardrails. It turns catalog facts into EN/DE descriptions, bullets, and meta fields under a chosen brand voice — then checks its own output for banned claims, invented attributes, and length limits. Deterministic demo, no live model required.

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Product facts & guardrail report

Facts come first. The report is the generator checking its own output before you'd ever publish.

Source facts (products-clean.csv)

Copy-ready output

Generated from the facts above under the selected brand voice.

Why this isn't generic AI copy

Facts firstCopy is assembled from catalog data. No attribute is mentioned unless it exists.
Brand voice secondTone is a template layer on top of facts, not a source of new claims.
Guardrails alwaysBanned claims, length limits, and language integrity are checked every run.
Review before publishMissing facts and flagged claims surface for a human, not silent auto-fill.