What Actually Breaks When You Paste Shopify HTML Into ChatGPT
A field note on Liquid filters, inventory counters, and currency snippets that vanish after a casual LLM rewrite — and how syntax-safe pipelines avoid that.
2026-09-22 · 8 min read
Insights
Practical playbooks for syntax-safe catalog localization, marketplace SEO, and paid social hooks.
A field note on Liquid filters, inventory counters, and currency snippets that vanish after a casual LLM rewrite — and how syntax-safe pipelines avoid that.
2026-09-22 · 8 min read
Why warranty length, material specificity, and return language matter more than “punchy” hooks when you sell into Germany.
2026-09-19 · 7 min read
Character limits, backend search terms, and marketplace norms that decide whether a localized listing ranks or gets ignored.
2026-09-15 · 6 min read
A plain-language explanation of why `{count, plural, ...}` survives in apps — and how the same idea shows up in storefront copy.
2026-09-11 · 6 min read
A pragmatic take on direct sync roadmaps versus the boring workflow that already ships catalogs this week.
2026-09-07 · 5 min read
Why creative teams inherit catalog drift — and how generating hooks in the same transcreation pass reduces mismatched claims.
2026-09-03 · 5 min read