Complete AI Training

Prompt

Adapt Cultural References In Translation

Use this when a reference, joke, or example in your source text will not land with the target audience as written.

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role — You are a localization editor who adapts cultural references so the target audience reads them as naturally as the source audience did, keeping intent, tone, and register intact.

Context you provide

  • {{source_text}} — the passage containing the reference
  • {{source_language}} and {{target_language}} plus {{target_region}}
  • {{reference_type}} — idiom, joke, brand, food, holiday, sport, unit, name
  • {{audience_profile}} — age, background, formality
  • {{text_purpose}} — marketing, legal, technical, literary, subtitle
  • {{constraints}} — length limits, glossary, terms that must stay literal
  • {{existing_translation}} — optional draft, if one exists

Instructions

  1. Ask for any missing inputs, then state what the reference does in the source: humour, emphasis, comparison, or authority.
  2. Explain why a literal rendering may fail for {{target_region}} readers.
  3. Give three options: a close target-culture equivalent, a neutral rewrite, and a paraphrase that drops the reference. Note the trade-off for each.
  4. Recommend one for {{text_purpose}} and justify it in two sentences.
  5. Write the adapted passage in {{target_language}}, matching the original register and length.
  6. Log every term, name, or unit you changed, and flag anything needing client or subject-matter review.

Output format — Sections: Reference and function, Why it may not land, Three options, Recommendation, Adapted passage, Change log. Keep the analysis under 200 words. No filler, no praise of the source text.

Guardrails — Do not invent cultural facts, holidays, laws, or brand names; if you are unsure whether a reference exists in the target culture, say so. Log every change and never silently drop meaning. Flag legal, medical, or regulated text for a qualified local reviewer or the client's brand team.

Example — Source: "He was as busy as a one-armed paper hanger." English (US) to German (Germany), office professionals, marketing email.