4 Prompt Frameworks That Make AI Actually Useful at Work
By Karina Gimranova
7 Min Read
Most people write AI prompts the same way they write a Google search. One sentence, vague intent, mediocre output.
The professionals who get consistently great results from ChatGPT, Claude, or Gemini use structured frameworks. Not because they are complicated — because structure forces you to give the AI what it actually needs to do good work.
Here are 4 frameworks worth knowing. Each one takes 30 extra seconds to write and saves you multiple rounds of back-and-forth.
1. APE - Action, Purpose, Expectation
The simplest framework. Good for straightforward tasks where you know exactly what you want.
Action - what do you want the AI to do?
Purpose - why are you doing this?
Expectation - what does a good output look like?
Example:
"Rewrite this email [Action] so it sounds more confident and direct for a senior executive audience [Purpose]. Keep it under 100 words, no filler phrases, professional tone [Expectation]."
2. RACE - Role, Action, Context, Expectation
Better for tasks where the AI's perspective matters - writing, analysis, feedback.
Role - what expert or persona should the AI adopt?
Action - what should it do?
Context - what is the situation?
Expectation - what does success look like?
Example:
"You are a senior sales coach [Role]. Review this outreach message and suggest improvements [Action]. The recipient is a VP at a mid-size SaaS company who receives dozens of cold messages daily [Context]. Give me 3 specific changes with explanations, no generic advice [Expectation]."
3. COAST - Context, Objective, Actions, Scenario, Task
Best for complex, multi-step work where you need the AI to understand the full picture before starting.
Context - what is the situation?
Objective - what is the end goal?
Actions - what steps should be taken?
Scenario - describe the specific situation in detail
Task - what exactly needs to be delivered?
Example:
"I work in business development at a travel tech company [Context]. I need to prepare for a partnership meeting with a potential distributor in Southeast Asia [Objective]. Research their market position, identify 3 potential objections they might raise, and suggest how to address each [Actions]. This is a first meeting, they do not know our product well [Scenario]. Deliver this as a one-page brief I can read in 5 minutes [Task]."
4. ROSES - Role, Objective, Scenario, Expected Solution, Steps
The most structured framework. Use it for high-stakes outputs — proposals, strategies, important communications.
Role - assign a specific expert role
Objective - state the main goal clearly
Scenario - describe the full situation
Expected Solution - describe exactly what good looks like
Steps - break the work into stages
Example:
"You are an experienced business writer [Role]. Write a partnership proposal introduction [Objective]. We are a Mac productivity tool reaching out to a productivity-focused newsletter with 50K subscribers [Scenario]. The output should be 150 words, conversational but professional, focused on mutual value, no corporate language [Expected Solution]. First draft an opening hook, then the value proposition, then the call to action [Steps]."
The One Thing That Kills These Frameworks
Writing a good structured prompt takes effort. The problem is you end up rewriting the same framework every time you need it.
Save your best versions in PromptClip. Assign shortcuts. Next time you need your RACE framework for outreach review or your COAST framework for meeting prep - one key, pasted, ready to fill in the details.