What exactly is prompt engineering?

Prompt engineering is the practice of designing and refining the text inputs (prompts) you give to AI language models to get better, more accurate, and more useful outputs. It involves techniques like adding context, specifying output formats, using examples, and iterating on wording.

Why is prompt engineering important in tech companies?

As AI models are integrated into more products and services, the quality of AI outputs becomes critical. Good prompt engineering can reduce errors, improve user experience, decrease support costs, and ensure consistent model behavior. It is now a valued skill in most tech companies deploying AI systems.

How do you use prompt engineering in a sentence at work?

Example: 'We spent this sprint on prompt engineering to improve our customer service chatbot' or 'The prompt engineering approach we are using includes few-shot examples to guide the model.'

Is prompt engineering a permanent skill or a temporary trend?

While the specific techniques may evolve as AI models improve, the fundamental practice of optimizing inputs for AI systems is likely to remain important. It is a skill worth developing for anyone working with AI systems.

Can prompt engineering be used with all AI models?

Prompt engineering is most relevant for large language models and generative AI systems. It is less applicable to traditional machine learning models, which are typically optimized through data preparation and algorithm tuning rather than input refinement.

Prompt Engineering Meaning in Tech

Commonness	5/5
Versatility	4/5
Formality	CasualFormalNeutral
Spoken ↔ Written	SpokenWrittenBoth
Directness ↔ Diplomatic	DirectDiplomaticDirect
Region	US and UK

Say it like this

✓We need better prompt engineering for this feature.

✓Let us iterate on the prompt engineering approach.

✓Prompt engineering can significantly impact model output quality.

Real examples

in a standup

"Yesterday I spent time on prompt engineering for our search functionality to reduce hallucinations."

in a code review

"The prompt engineering here is too vague; we should add more specific instructions about response format."

in a team meeting

"Our prompt engineering efforts have reduced customer support ticket volume by 20 percent."

Don't say this

Handle with care. Do not confuse with general programming. Prompt engineering is specifically about crafting inputs for AI models, not writing code.

✕We will prompt engineering the model.

✓We will refine the prompt engineering for the model.— Prompt engineering is a noun, not a verb. You do prompt engineering work, but do not prompt engineering something.

✕Prompt engineering is just telling the AI what to do.

✓Prompt engineering involves carefully crafting inputs with specific techniques to optimize AI model responses.— Prompt engineering is more sophisticated than simple commands; it requires strategic techniques and iteration.

✕We hired a prompt engineer for our development team.

✓We hired someone with prompt engineering expertise to optimize our AI outputs.— While the term prompt engineer exists, it is still emerging. Use prompt engineering skills or expertise when describing someone's qualifications.

Other forms

noun

prompt engineering

"Prompt engineering is essential when deploying large language models in production."

noun

prompt engineer

"Our prompt engineer has significantly improved model accuracy."

adjective

prompt-engineered

"The prompt-engineered responses are now more consistent."

Often used with

prompt engineering techniquesUsed to describe specific methods and strategies for crafting prompts

prompt engineering best practicesRefers to industry standards and proven approaches for optimizing prompts

improve prompt engineeringCommon phrase when iterating and refining prompt strategies

prompt engineering skillsUsed when discussing expertise or qualifications in this area

prompt engineering approachDescribes the overall strategy or methodology being employed

Similar words

prompt optimizationSimilar meaning but emphasizes the improvement aspect more than the engineering process

AI prompt refinementMore descriptive but less commonly used in professional settings

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Practice

Try it

4 quick exercises

Pick the most natural phrasing

1. You want to explain your work with AI models. Which sounds most professional?

I am prompt engineering the chatbot daily.I am working on prompt engineering improvements for the chatbot.I prompt engineer every single response.I am prompting the engineering team.

Complete the sentence

2. We hired a specialist in _______ to optimize our language model outputs.

Spot the mistake

3. Which sentence uses 'prompt engineering' incorrectly?

Our prompt engineering efforts reduced response latency.She has excellent prompt engineering skills for AI projects.We need to prompt engineering this API before launch.The team is focused on prompt engineering best practices.

Rewrite naturally

4. Rewrite this in natural tech English: 'We spent two weeks making the inputs to the AI model better so it gives us nicer answers.'

Questions

Quick poll

Have you said "prompt engineering" in a standup this week?

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