Are you tired of getting mediocre responses from ChatGPT despite your best efforts? The difference between an average AI response and an exceptional one often comes down to how you structure your prompts. In 2025, mastering prompt frameworks isn't just helpful—it's essential for anyone looking to harness AI's full potential.
With the right prompt framework, you can transform vague requests into precise instructions that generate exactly what you need. These frameworks act like templates, guiding ChatGPT to deliver consistently high-quality outputs across any task.
Comparing how different models like GPT-4.5, Claude 3.7 Sonnet, and Gemini 2.5 Pro respond to the same framework reveals valuable insights—each model demonstrates unique strengths depending on the task. For instance, GPT 4.5 often excels at creative applications while Claude Opus delivers superior performance on structured analytical work. Anakin AI eliminates the need to manage multiple subscriptions, allowing you to efficiently evaluate framework performance across models and significantly enhance your prompt engineering capabilities.
What Makes a Great ChatGPT Prompt Framework?
A truly effective prompt framework does three critical things:
- Provides clear structure - Eliminates ambiguity and guides the AI's thinking process
- Includes necessary context - Gives the AI the background information it needs
- Sets explicit expectations - Defines exactly what a successful response looks like
The best frameworks balance simplicity with comprehensiveness, making them easy to remember yet powerful enough to handle complex requests. Let's explore the 15 most effective frameworks for 2025.
1. RACE Framework: The Role-Playing Powerhouse
What It Stands For:
- Role: Who you want ChatGPT to be
- Action: What you want it to do
- Context: Background information
- Expectation: Desired output format and quality
Why It Works:
RACE excels when you need responses requiring specific expertise or perspective. By assigning a role, you tap into ChatGPT's ability to simulate different knowledge domains.
Example Prompt:
Role: You are an experienced financial advisor with expertise in retirement planning for young professionals.
Action: Create a list of actionable steps.
Context: The target audience is individuals in their late 20s and early 30s who have just started their careers and are looking to understand the basics of saving for retirement. They have student loan debt and are unsure how to balance debt repayment with long-term savings.
Expectation: The list should include 5-7 clear, concise steps, with a brief explanation for each. The tone should be encouraging and easy to understand, avoiding complex financial jargon. The output should be in a numbered list format.
Best For:
Specialized content creation, expert advice, and situations where professional perspective matters.
2. TAG Framework: Simple Yet Powerful
What It Stands For:
- Task: What needs to be done
- Action: How to approach it
- Goal: The desired end result
Why It Works:
TAG's beauty lies in its simplicity. It focuses on the essential elements of any request without unnecessary complexity, making it perfect for straightforward tasks.
Example Prompt:
Task: Summarize the provided article on renewable energy trends.
Action: Focus on extracting the key technological advancements discussed and their potential market impact.
Goal: The summary should provide a quick overview for a busy executive to understand the most critical takeaways without reading the entire article, enabling them to make informed decisions about potential investments.
Best For:
Summarization, analysis, problem-solving, and any task with a clear objective.
3. TRACE Framework: When Examples Matter
What It Stands For:
- Task: Main objective
- Request: Specific need
- Action: Steps to take
- Context: Background information
- Example: Sample of desired output
Why It Works:
TRACE shines when you have a clear vision of what you want. The example component helps ChatGPT understand your expectations by showing rather than just telling.
Example Prompt:
Task: Generate creative product descriptions for a new line of eco-friendly water bottles.
Request: I need three distinct product descriptions.
Action: For each description, highlight its unique selling proposition (e.g., material, design, insulation properties), evoke a sense of sustainability, and include a call to action.
Context: The target audience is environmentally conscious millennials. The brand voice is youthful, optimistic, and slightly quirky.
Example: Desired style for a description: "Sip sustainably with the AquaPure bottle! Made from recycled ocean plastic, its double-walled insulation keeps your drinks icy for 24 hours. Stay hydrated and save the planet! Shop now."
Best For:
Marketing copy, content creation, and any output where style and format are crucial.
4. CARE Framework: Context-Driven Solutions
What It Stands For:
- Context: Background information
- Action: Specific task
- Result: Desired outcome
- Example: Sample of expected output
Why It Works:
CARE prioritizes context, making it ideal for situation-specific requests where understanding the background is essential for a relevant response.
Example Prompt:
Context: Our company is launching a new mobile app for language learning. We are in the pre-launch phase and want to gather beta testers.
Action: Draft an outreach email to potential beta testers.
Result: The email should be persuasive, clearly explain the benefits of becoming a beta tester (early access, influence product development), outline what is expected from them, and provide a clear call to action to sign up. It should be approximately 200-250 words.
Example: Here's a snippet of the tone we're looking for: "Be among the first to experience a revolutionary way to learn Spanish! As a beta tester for LingoLeap, you'll get exclusive access..."
Best For:
Communications, scenario-based content, and tasks requiring situational awareness.
5. APE Framework: Purpose-Driven Results
What It Stands For:
- Action: Main task
- Purpose: Underlying goal
- Expectation: Output characteristics
Why It Works:
APE connects the what with the why, helping ChatGPT understand not just the task but the reason behind it, resulting in more aligned outputs.
Example Prompt:
Action: Generate five blog post titles.
Purpose: The purpose is to attract organic search traffic for keywords related to 'sustainable gardening for beginners' and encourage clicks from our target audience of novice gardeners.
Expectation: The titles should be engaging, SEO-friendly, under 70 characters, and presented as a numbered list. They should spark curiosity and promise practical advice.
Best For:
Content ideation, marketing materials, and tasks where understanding the underlying objective improves results.
6. BAB Framework: Problem-Solution Storytelling
What It Stands For:
- Before: Current problem or situation
- After: Desired future state
- Bridge: Solution connecting before to after
Why It Works:
BAB creates a compelling narrative arc that highlights problems and presents solutions in a persuasive way.
Example Prompt:
Before: Our team members are feeling overwhelmed with too many meetings, leading to decreased productivity and burnout. They struggle to find focused time for deep work.
After: We want a team environment where meetings are efficient and purposeful, and individuals have significant blocks of uninterrupted time, leading to higher productivity, better morale, and improved work-life balance.
Bridge: Provide a comprehensive action plan with at least five practical strategies our team can implement to reduce unnecessary meetings and optimize our meeting culture to achieve this 'After' state.
Best For:
Persuasive writing, marketing copy, problem-solving, and strategic planning.
7. RTF Framework: Role-Based Structured Output
What It Stands For:
- Role: Persona to adopt
- Task: Specific action
- Format/Finish: Output structure
Why It Works:
RTF combines role-playing with structured output requirements, perfect for when both expertise and presentation matter.
Example Prompt:
Role: You are a seasoned travel writer specializing in adventure tourism.
Task: Create a compelling itinerary for a 7-day backpacking trip through the Patagonia region, focusing on challenging hikes and unique natural landmarks.
Format/Finish: Present the itinerary as a day-by-day plan in a table format with columns for 'Day,' 'Location,' 'Key Activities,' and 'Estimated Hiking Time/Difficulty.' The overall tone should be inspiring and adventurous.
Best For:
Content requiring specific expertise and structured presentation, like technical documentation or specialized guides.
8. RISE Framework: Process-Oriented Tasks
What It Stands For:
- Role: Persona to adopt
- Input: Information to use
- Steps: Process to follow
- Expectation: Desired output
Why It Works:
RISE excels at complex tasks requiring a specific workflow by breaking down the process into clear steps.
Example Prompt:
Role: You are a meticulous proofreader and editor.
Input: The following blog post draft: [Paste blog post text here].
Steps: 1. First, check for and correct any grammatical errors and spelling mistakes. 2. Second, identify and suggest improvements for clarity and flow. 3. Third, ensure the tone is consistent with a professional yet engaging style. 4. Finally, provide a brief summary of the key changes made.
Expectation: The output should be the edited version of the blog post with tracked changes (if possible, or clearly indicated corrections) and a separate short summary of your edits and suggestions. The primary goal is to make the post publication-ready.
Best For:
Editing, data analysis, step-by-step guides, and any task where process matters.
9. CRISPE Framework: Creative Exploration
What It Stands For:
- Capacity/Role: Function to perform
- Insight: Background information
- Statement: Main instruction
- Personality: Tone and style
- Experiment: Explore multiple options
Why It Works:
CRISPE encourages divergent thinking and exploration of multiple possibilities, making it ideal for creative tasks.
Example Prompt:
Capacity/Role: You are an innovative marketing strategist.
Insight: We are a small artisanal coffee shop struggling to increase foot traffic during weekday afternoons. Our current social media engagement is low.
Statement: Generate three distinct and unconventional marketing campaign ideas to boost our afternoon sales.
Personality: The ideas should be creative, budget-friendly, and have a slightly playful and community-focused tone.
Experiment: For each idea, briefly outline the core concept, target audience, and key message. Be bold and think outside the box!
Best For:
Brainstorming, idea generation, and creative problem-solving.
10. COAST Framework: Strategic Planning
What It Stands For:
- Context: Background information
- Objective: Primary goal
- Actions: Steps to take
- Scenario: Specific situation
- Task: Concrete deliverable
Why It Works:
COAST provides comprehensive structure for complex planning tasks by connecting high-level objectives with specific scenarios and actions.
Example Prompt:
Context: We are developing a new employee onboarding program for our rapidly growing tech company.
Objective: To create a welcoming and informative first-week experience that helps new hires integrate quickly and feel prepared for their roles.
Actions: Outline a 5-day schedule. For each day, suggest key activities, information sessions, and introductory meetings. Consider logistical aspects, learning objectives, and social integration.
Scenario: Imagine a new software engineer joining the company. What should their first week look like to set them up for success?
Task: Produce a detailed first-week onboarding schedule, presented in a clear, day-by-day list format. Each day's plan should include times, activity descriptions, and involved personnel/departments.
Best For:
Project planning, program development, and strategic initiatives.
11. R-A-I-N Framework: Tactical Creative Work
What It Stands For:
- Role: Persona to adopt
- Aim: Objective to achieve
- Input: Information to use
- Numeric Target: Measurable goal
Why It Works:
R-A-I-N combines creative direction with measurable outcomes, making it perfect for performance-driven creative tasks.
Example Prompt:
Role: You are a senior product designer.
Aim: Reduce user onboarding time by 30%.
Input: Use the attached funnel metrics showing current drop-off points.
Numeric Target: Deliver a mobile wireframe and KPI table showing expected improvements.
Best For:
Design tasks, UX improvements, and creative work with measurable KPIs.
12. F-L-O-W Framework: Content Creation
What It Stands For:
- Function: Role to perform
- Level: Audience expertise
- Output: Content specifications
- Win Metric: Success criteria
Why It Works:
F-L-O-W excels at content creation by clearly defining audience, specifications, and success metrics.
Example Prompt:
Function: Travel copywriter specializing in Asian destinations.
Level: Beginners visiting Japan for the first time.
Output: 700-word blog post on "Essential Tokyo Neighborhoods for First-Time Visitors."
Win Metric: 1% keyword density for target phrases and inclusion of a compelling call-to-action.
Best For:
SEO content, blog posts, and audience-targeted writing.
13. P-I-V-O Framework: Strategic Advisory
What It Stands For:
- Problem: Issue to address
- Insights: Available information
- Voice: Perspective to adopt
- Outcome: Desired result
Why It Works:
P-I-V-O frames problems in a solution-oriented way, making it ideal for strategic advice and consulting scenarios.
Example Prompt:
Problem: Our SaaS startup has missed ARR targets for two consecutive quarters.
Insights: Funnel breakdown shows high demo-to-trial conversion but poor trial-to-paid retention.
Voice: Experienced startup coach who has helped similar companies overcome growth plateaus.
Outcome: Develop a 90-day repositioning plan with specific tactics to improve retention and a revised revenue forecast.
Best For:
Business strategy, problem-solving, and advisory content.
14. S-E-E-D Framework: Educational Content
What It Stands For:
- Situation: Current state
- End Goal: Learning objective
- Examples: Sample materials
- Deliverables: Final outputs
Why It Works:
S-E-E-D structures educational content by clearly defining learning objectives and concrete deliverables.
Example Prompt:
Situation: Our development team needs to learn prompt engineering skills to better utilize AI tools.
End Goal: Create a 4-week mastery course that enables developers to build effective AI prompts.
Examples: Include weekly mini-projects that demonstrate progressive skill development.
Deliverables: Produce a complete syllabus, assessment rubric, and teaser content for internal promotion.
Best For:
Course development, training materials, and educational content.
15. D.E.E.P. Framework: Expert Content Creation
What It Stands For:
- Direction: Content focus
- Existing Info: Available resources
- Expertise: Knowledge level
- Preferred Tone: Style and voice
Why It Works:
D.E.E.P. creates sophisticated content by clearly defining expertise level and tone while leveraging existing information.
Example Prompt:
Direction: Write a detailed post on personal branding for tech professionals.
Existing Info: I've attached an outline covering key topics to include.
Expertise: Focus on advanced tips for professionals with established careers looking to pivot to thought leadership.
Preferred Tone: Friendly and slightly humorous while maintaining professional credibility.
Best For:
In-depth articles, expert guides, and sophisticated content.
How to Choose the Right Framework for Your Needs
With 15 frameworks to choose from, selecting the right one might seem overwhelming. Here's a simple decision tree to help:
- Need creative ideas or multiple options? → Use CRISPE
- Working on a strategic plan or complex project? → Try COAST or P-I-V-O
- Creating educational content? → S-E-E-D is your best bet
- Need expert perspective or role-playing? → RACE or RTF work well
- Want simple, straightforward results? → TAG or APE are perfect
- Creating persuasive content? → BAB is designed for this
- Need structured process with clear steps? → RISE provides this framework
Remember that the best framework is the one you'll actually use consistently. Start with one that feels most intuitive for your common tasks, master it, then expand your repertoire.
Tips for Maximizing Framework Effectiveness
Even the best frameworks can be enhanced with these additional practices:
- Be specific with details - The more precise your information, the better the output
- Use concrete examples - When possible, show what you want rather than just describing it
- Iterate and refine - Use initial outputs to improve your prompts
- Save successful prompts - Create a personal library of effective frameworks for reuse
- Combine frameworks - Don't hesitate to mix elements from different frameworks when needed
Conclusion
The right prompt framework can dramatically improve your ChatGPT results in 2025. These 15 frameworks provide structured approaches for virtually any task you might encounter, from creative brainstorming to strategic planning.
Start by selecting one framework that aligns with your most common use case, practice it until it becomes second nature, then gradually expand your toolkit. The time invested in mastering these frameworks will pay dividends in the quality and consistency of your AI outputs.
Remember that effective prompting is both an art and a science. While these frameworks provide the science, your unique perspective and needs bring the art. The combination of the two is what truly unlocks ChatGPT's potential.
Ready to put these frameworks into practice? Try them with the latest AI models like GPT-4o, Claude 3.5, and Gemini 2.0 on Anakin AI, where you can access cutting-edge text generation capabilities alongside powerful image and video AI tools.
What's your favorite prompt framework? Which one will you try first?