Prompt
Also known as: system prompt, user prompt, AI instructions, prompt engineering
Definition
The text, question, or set of instructions provided to an AI model to guide its output and generate a response.
The initial input text or instruction vector supplied to a generative AI system to guide the model toward a specific generation task or style.
Why it matters
Writing clear prompts is the most direct way to control AI output. Small changes in how you structure your instructions can mean the difference between a useless response and a highly valuable business asset.
Improvement tips
- State the desired role, task, context, and output format clearly in your instructions.
- Provide one or two examples of ideal outputs within the prompt to guide the AI style.
- Use delimiters like triple quotes or XML tags to separate instructions from the data you want analyzed.
Common mistakes
- Writing vague or brief prompts and expecting the AI to guess the exact format and details you need.
- Combining too many unrelated tasks into a single prompt, which confuses the model and lowers output quality.
- Assuming prompt templates from the web will work perfectly without adjustments for your specific business data.
Prompt tokens
A short sentence split into the small chunks a model can process.
The text question or set of instructions provided to an
Related terms
Generative AI
A type of artificial intelligence capable of generating new content, such as text, images, code, or audio, based on patterns learned from training data.
LLM
A type of artificial intelligence model trained on massive amounts of text data to understand, generate, and manipulate human language.
Token
A basic unit of text, such as a word or a part of a word, that a language model uses to process and generate language.
Quick check
What is the purpose of a prompt in generative AI?
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Frequently asked questions
Do I need to study prompt engineering before starting a business?
What does it cost to set up standard prompts for my startup?
When do prompts first become relevant for a new company?
How should I document my startup standard prompts?
Why does prompt structure matter for a business already using AI?
What goes wrong when a business uses vague prompts?
How do I improve my prompts without stopping daily work?
Why is my AI system ignoring the instructions I write?
What is a prompt in simple words?
Is writing prompts a type of computer programming?
Do I need to buy expensive prompt templates from the web?
Can a bad prompt damage my computer or delete my files?
Sources: Google Cloud AI Prompting Guide, OpenAI Prompt Engineering Guide, Anthropic Documentation
Last reviewed: 2026-07-16