AI Guides › Prompting

Why Examples Beat Adjectives

By Nigel Guy · 2 min read

Ask for something "punchy," "warm," "professional but not stiff," or "concise but thorough" and you've described a feeling, not a target. Tone words feel precise while you're typing them because you know exactly what you mean by "punchy" — but the word itself carries none of that. Handed to someone (or something) without your mental picture attached, it's a Rorschach blot: five different readers produce five different "punchy" outputs, and all five could defend the word choice.

The rule: show a sample of the tone you want instead of naming it — a single example does more precise work than a paragraph of adjectives.

The mechanism

  1. Find or write two or three sentences in the voice you want, from anywhere — something you wrote before, a piece you admire, even a made-up sentence in the style you're after. It doesn't need to be about the same topic.
  2. Hand it over as the reference, not the description. "Match this tone: [example]" rather than "make it sound like X but more Y."
  3. If you must describe it too, describe it by contrast, not by adjective. "Like the example, not like a press release" narrows things further than another adjective would.
  4. For anything you'll reuse often, keep a short file of two or three reference snippets — a warm one, a formal one, a terse one — so you're never starting the search for an example from scratch.

Why this works better than it should

An adjective asks the reader to guess at a category. An example hands over the actual thing — word length, sentence rhythm, how formal the vocabulary is, whether it uses contractions, how it opens. All of that is visible in three real sentences and invisible in the word "punchy." You're removing a translation step, not adding detail.

What to skip

Skip hunting for the perfect reference example — an imperfect one that's roughly in the right register still beats a precise-sounding adjective. And skip pairing an example with five extra adjectives on top; if the example does the work, the adjectives mostly just risk pulling against it.

Guardrails

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