Prompt library · AI · 13 prompts
Prompts from the guide
AI translates with tone, not just words
13 prompts from this guide. Fill in whatever sits in [square brackets] — your own context, the document text or the name of your tool. That context is exactly what separates a generic answer from a usable one.
A single test that catches all three at once
I'm attaching a text I translated into [language] and I'm about to send it to [who: a new client / a long-standing partner / a government office]. [paste the translated text] Don't evaluate grammar. Read it through the eyes of a native speaker in [country] and answer this: 1. Can you tell it's a translation? Where exactly — list the sentences and say what gives it away 2. Is the level of formality right for this situation? Where is the text too formal, and where is it too familiar 3. Which phrasings would a native speaker never use 4. What would the recipient think about the writer after the first three sentences 5. Are there details in the text that mean nothing to the recipient Don't rewrite anything — just list the findings with a citation of the passage in question.
The basic sample-driven prompt
Translate this text into [language] for [description of the recipient: who they are, where they're from, what field, my relationship to them]. First, read these texts of mine in [language]. This is how I write: SAMPLE 1: [paste your own text] SAMPLE 2: [paste your own text] SAMPLE 3: [paste your own text] Text to translate: [paste the text] Rules: - match the tone, sentence length, and formality of the samples, not of the original - don't translate literally; write what I would have written if I'd written it directly in [language] - use industry terminology from [field] the way it's actually used in [country] - where you're not sure how to translate a term, leave it in parentheses in the original alongside your translation and flag it as TODO At the end, add a short list of places where you departed from the original, and why.
When you don't have samples: description instead of a model
Translate into [language]. I don't have a sample, so here's a description instead: Recipient: [who, country, position, how well we know each other] Situation: [first contact / ongoing collaboration / complaint / rejection / apology] What the recipient should do after reading: [specific action] Define the tone like this: - form of address: [first name / last name with title / no direct address] - sentence length: short, one idea per sentence - pleasantries: [minimum / the usual amount for this culture] - no superlatives, no exclamation points, no phrases like “don't hesitate to reach out” - closing: a specific next step, not generic politeness Text: [paste the text] Give me two versions: one a bit more formal and one a bit more relaxed, so I can compare and pick.
Your own voice, across languages
I'm attaching [5] of my texts in [your language] and [3] texts in [language] that I wrote myself or was happy with. [paste the texts] Describe my writing style in a way detailed enough that someone could write a new text from the description that sounds like me. Focus on: - typical sentence length and structure - how I open and how I close - level of formality and how it shows up concretely - words and phrases I use repeatedly - what I tend to avoid - how I structure text (paragraphs, bullet points, headings) Separately, note where my [your language] style and my [language] style differ — and whether that difference is deliberate or a loss in translation. Output this as instructions for another model, not as an essay about me.
The localization prompt
This text was written for a [home country] audience. I want it for [country], audience [who], purpose [sales page / proposal / how-to guide / social media post]. [paste the text] Don't translate it — localize it. Go through this process: 1. First, list everything in the text that's specific to [home country] and would be unclear or inappropriate for the target audience: institutions, abbreviations, standards, formats, cultural references, units of measure 2. For each item, propose a solution: a local equivalent, an explanation, or dropping it — and say why 3. Only then write the localized version 4. Finally, list what I should have decided myself that you decided for me Anywhere this touches law, taxes, or warranties, don't replace anything — just flag that it needs review by someone familiar with local regulations.
First contact
Write a first-contact email in [language] for [who: role, company, country]. Context I know: - how I got this contact: [referral / website / trade show / cold outreach] - what I'm offering: [briefly] - why this specific person: [a concrete reason, not a generic phrase] - what I want them to do: [a short call / a reply to one question / review of a proposal] Requirements: - maximum [120] words, this gets read on a phone - the first sentence says why I'm writing to them specifically — not who I am - no superlatives about our company - a specific, easy-to-act-on call to action at the end - politeness at the level normal in [country] for a first contact in [field] Write three variants with different levels of directness, and for each, one sentence on who it suits and what the risk is.
Bad-news messages
I need to write a message in [language] that carries bad news. Situation: [what happened] Recipient: [who, country, how long we've worked together] Degree of my responsibility: [my mistake / circumstances / their mistake] What I want to preserve: [the relationship / the deadline / the price / trust] What I'm offering as a fix: [specifically] Write the message the way someone in [country] who has handled this situation a hundred times would write it: - how much space to give the apology versus the fix, based on norms in that culture - no excuses and no passive constructions that obscure who did what - clearly state when and what happens next Below the message, note what you did differently than would be standard in [your language] business communication, and why.
Calls, meetings, and things said out loud
Tomorrow I have a [call / meeting] in [language] with [who, country] about [topic]. My level is [describe it, e.g. I can get by, but I'm not confident with technical terms]. Prepare me a cheat sheet: 1. 10 sentences I'll need, in both languages — opening, handing over the floor, disagreeing, asking someone to repeat something, closing 2. 15 technical terms from [field] with their translation and a rough phonetic spelling I can read at a glance 3. 5 polite phrases for buying myself time to think 4. 3 sentences for admitting I didn't understand without sounding incompetent 5. What to avoid in a meeting in [country] Keep it to one page, so I can have it in front of me.
Back-translation
Translate this text back into [your language]. Translate it literally and faithfully to what the text actually says — NOT to what you think I meant to say. Don't improve it, don't smooth it out. [paste the translated text] Then compare it with my original: [paste your original text] List every place the meaning shifted in a table: original wording | back-translation | what the difference is | how serious it is (business, legal, relational). Check specifically: commitments (what I'm promising), conditions, deadlines, numbers, degree of certainty (will / should / might).
A check from a second model
This text in [language] started out as a translation from [your language]. The [your language] original is attached too. [paste both] You're an experienced proofreader who has handled text for a company in [country]. List findings, don't rewrite: 1. Errors: grammar, prepositions, articles, collocations 2. Places where the text sounds like a translation even though it's grammatically correct 3. Terms used incorrectly or unusually for [field] 4. Meaning shifts against the [your language] original 5. Register: where the text is too formal for the situation, and where it's too familiar For each finding, note how serious it is: blocks sending / worth fixing / cosmetic.
A glossary: terms that must never change
I'm attaching [10] of my texts in [your language] and their existing translations into [language]. [paste the texts] Build a glossary from them for consistent translation: 1. A table: [your language] term | approved translation | a note on when it's used | variants to avoid 2. Separately, list terms that were translated inconsistently across my texts — for each, list all the variants you found and recommend one 3. Separately, list names that should NOT be translated (product names, company names, legal entity types) — and how they should be inflected or written 4. Phrases I repeat that should have a fixed translation (greetings, closings, standard terms) For point 2, don't decide on your own — flag it as a question for me.
The everyday working prompt
Translate into [language] per the project's rules. Text type: [proposal / reply to an inquiry / product description / newsletter] Recipient: [who] What's different this time: [e.g. this is a repeat client, so go a bit less formal; or: mention the delay right in the opening] [paste the text] Output: 1. The translation 2. Glossary terms you used 3. Terms not in the glossary that should be 4. Places where you weren't sure — with a question for me
Templates for text that repeats verbatim
Build a set of templates in [language] from these [your language] texts of mine: [paste 5-8 typical texts] For each type: - a template with [brackets] where information gets filled in - a more formal variant and a less formal variant - one sentence on when to use which - what should NEVER be changed in the template (legally or commercially binding wording) Write the templates so that once the brackets are filled in, you can't tell it's a template — no generic filler.