Examples and voice

Showing beats describing. Giving one or two examples of the output you want — the technique usually called few-shot prompting — is the single most effective upgrade available to a non-technical user. Adjectives such as professional, friendly, and concise mean different things to every business. An actual sample of your writing means exactly one thing, and the tool can pattern-match to it directly. Examples work best when they are real, short, and paired with a note about what makes them good. Paste the message, then say "match this: short sentences, no exclamation points, always names the next step." You are teaching two things at once — the surface style and the underlying rule. When you can articulate the rule, the tool generalizes it to new situations rather than copying your example word for word. Voice also needs boundaries, not just targets. Tell the tool what you never do: no hype words, no emoji, never promise dates you have not confirmed, never apologize for prices. Prohibitions are easy for a tool to honor and are often the difference between output that sounds like you and output that sounds like a marketing agency you did not hire. Keep two or three examples per message type on file — one email, one text, one social post — and your voice stays consistent no matter who on your team is prompting. Two examples usually beat one, because the tool can infer what varies and what stays constant. Three rarely adds much, so do not spend an afternoon collecting samples. Voice rules should be written as observable behaviors, not feelings. "Sound confident" is unverifiable; "never use hedging words like maybe or hopefully" can be checked by anyone in seconds. A veterinary clinic wrote five prohibitions after a client complained that a reminder felt pushy. The prohibitions took ten minutes to write and permanently removed the pattern from every future message.

Key takeaways

• Examples work best when they are real, short, and paired with a note about what makes them good.
• Voice also needs boundaries, not just targets.
• The stated rule lets the tool generalize to new situations instead of imitating one message's surface.

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