Prompt
Definition
The input text you give to an AI model. Better prompts lead to better outputs.
Why It Matters
Prompts are the only interface to a closed-weight model and the easiest knob to turn on any model. A bad prompt produces a vague answer no matter how powerful the model; a well-structured prompt routinely beats fine-tuning on cost-per-quality terms.
Key Points
- The three standard roles: system (sets persona and constraints), user (the human turn), assistant (the model's prior turn). Most chat APIs accept all three.
- System prompts are invisible to end users but heavily influence tone, refusal behaviour, output format, and persona consistency.
- Prompt caching: providers that support it (Anthropic, Google) charge 90 %+ less for identical prefix tokens sent across repeated calls.
- XML or JSON tags in system prompts improve instruction-following reliability, most frontier models are fine-tuned on structured prompt formats.
- Prompt injection: adversarial instructions embedded in documents or tool outputs can override system-prompt instructions, a security concern, not just a quality one.
Example
"Summarise this" returns three to five generic bullet points. "Summarise this article for a CFO in 3 bullets, each ≤15 words, no jargon" returns something usable. Same model, dramatically different output, only the prompt changed.
Common Misconception
Longer prompts are not reliably better. Verbose instructions containing internal contradictions or excessive padding reduce reliability. Precise, minimal prompts that specify format, constraints and persona consistently outperform longer prompts that repeat the same instruction in multiple ways.
Related Terms
- Prompt EngineeringThe practice of crafting effective prompts to get the best results from AI models.
- Few-Shot LearningGiving an AI model a few examples in the prompt to guide its output.
- Zero-Shot LearningAn AI model performing a task without any specific examples, just from its general training.
Prompt on Rewind.ai
Every Rewind.ai tool exposes the prompt, the simpler tools via a guided form, the chat via free-form text. Both compose to the same chat-completion call under the hood.
Explore the ToolsQuick Facts
| Term | Prompt |
| Related | Prompt Engineering, Few-Shot Learning, Zero-Shot Learning |