I use this daily to make ChatGPT do exactly what I want.
It’s called Few-Shot Prompting - and it never misses.
Show it 2-3 examples, and it works like a charm.
Here's how to use it to get consistent results 🧵:
It’s called Few-Shot Prompting - and it never misses.
Show it 2-3 examples, and it works like a charm.
Here's how to use it to get consistent results 🧵:
1/ What is Few-Shot Prompting?
It's giving your AI examples right in the prompt - showing it exactly what you want BEFORE you ask for your actual output.
Instead of hoping the AI understands your request, you SHOW it first.
This simple technique can transform your business AI results instantly.
It's giving your AI examples right in the prompt - showing it exactly what you want BEFORE you ask for your actual output.
Instead of hoping the AI understands your request, you SHOW it first.
This simple technique can transform your business AI results instantly.
2/ Basic template that works for ANY business task:
I need help with [TASK]. Here are examples of what I'm looking for:
Example 1:
[INPUT 1]
[DESIRED OUTPUT 1]
Example 2:
[INPUT 2]
[DESIRED OUTPUT 2]
Now do the same for:
[YOUR ACTUAL INPUT]
Just insert your variables - instant professional results.
I need help with [TASK]. Here are examples of what I'm looking for:
Example 1:
[INPUT 1]
[DESIRED OUTPUT 1]
Example 2:
[INPUT 2]
[DESIRED OUTPUT 2]
Now do the same for:
[YOUR ACTUAL INPUT]
Just insert your variables - instant professional results.
3/ This works because of in-context learning.
You don’t reprogram the AI.
You show it how to behave by pattern and example.
The more clear and relevant your examples, the smarter the output.
Here's 8 powerful few-shot prompts for business:
You don’t reprogram the AI.
You show it how to behave by pattern and example.
The more clear and relevant your examples, the smarter the output.
Here's 8 powerful few-shot prompts for business:
4/ Marketing Strategy Analysis:
Analyze these marketing campaigns and provide recommendations:
Campaign 1:
Platform: Facebook Ads
Budget: $5,000
Results: 250 leads, 15 conversions
Target: Small business owners
Analysis: This campaign generated a 0.3% conversion rate at $333 cost per acquisition. While lead volume is good, the conversion quality needs improvement. Consider retargeting these leads with case studies specific to small business pain points.
Campaign 2:
Platform: LinkedIn Ads
Budget: $7,500
Results: 180 leads, 25 conversions
Target: Enterprise IT managers
Analysis: Strong 13.9% conversion rate at $300 CPA. This audience is responding well to the offer. Increase budget allocation here and expand targeting to similar IT decision-makers at mid-market companies.
Now analyze my campaign:
Platform: [YOUR PLATFORM]
Budget: [YOUR BUDGET]
Results: [YOUR RESULTS]
Target: [YOUR TARGET AUDIENCE]
OPTIONAL:
[UPLOAD YOUR CSV/PDF WITH CAMPAIGN DATA]
Analyze these marketing campaigns and provide recommendations:
Campaign 1:
Platform: Facebook Ads
Budget: $5,000
Results: 250 leads, 15 conversions
Target: Small business owners
Analysis: This campaign generated a 0.3% conversion rate at $333 cost per acquisition. While lead volume is good, the conversion quality needs improvement. Consider retargeting these leads with case studies specific to small business pain points.
Campaign 2:
Platform: LinkedIn Ads
Budget: $7,500
Results: 180 leads, 25 conversions
Target: Enterprise IT managers
Analysis: Strong 13.9% conversion rate at $300 CPA. This audience is responding well to the offer. Increase budget allocation here and expand targeting to similar IT decision-makers at mid-market companies.
Now analyze my campaign:
Platform: [YOUR PLATFORM]
Budget: [YOUR BUDGET]
Results: [YOUR RESULTS]
Target: [YOUR TARGET AUDIENCE]
OPTIONAL:
[UPLOAD YOUR CSV/PDF WITH CAMPAIGN DATA]
5/ Customer Persona Development:
Create detailed customer personas based on these data points:
Example 1:
Demographics: Female, 28-42, urban areas, $75-120K income
Behaviors: Heavy social media user, subscribes to 3+ streaming services, purchases online 2x weekly
Pain Points: Limited time, seeks convenience, price-sensitive but will pay for quality
Persona: BUSY URBAN PROFESSIONAL SARAH
Sarah is a 35-year-old marketing manager living in Chicago earning $95K annually. As a working parent, she's constantly juggling career and family responsibilities. She relies heavily on mobile shopping between meetings and after her kids are asleep, making 5-8 online purchases weekly. Price-conscious but willing to pay premium for products that save her time. She discovers brands primarily through Instagram and friend recommendations. Her biggest frustrations are complicated checkout processes and delayed shipping.
Example 2:
Demographics: Male, 55-70, suburban, $100K+ retirement income
Behaviors: Daily Facebook user, researches extensively before purchases, price-sensitive
Pain Points: Technical confusion, concern about online security, needs excellent customer service
Persona: [DETAILED PERSONA DESCRIPTION]
Now create a persona for:
Demographics: [YOUR DEMOGRAPHICS]
Behaviors: [YOUR BEHAVIOR DATA]
Pain Points: [YOUR PAIN POINTS]
Create detailed customer personas based on these data points:
Example 1:
Demographics: Female, 28-42, urban areas, $75-120K income
Behaviors: Heavy social media user, subscribes to 3+ streaming services, purchases online 2x weekly
Pain Points: Limited time, seeks convenience, price-sensitive but will pay for quality
Persona: BUSY URBAN PROFESSIONAL SARAH
Sarah is a 35-year-old marketing manager living in Chicago earning $95K annually. As a working parent, she's constantly juggling career and family responsibilities. She relies heavily on mobile shopping between meetings and after her kids are asleep, making 5-8 online purchases weekly. Price-conscious but willing to pay premium for products that save her time. She discovers brands primarily through Instagram and friend recommendations. Her biggest frustrations are complicated checkout processes and delayed shipping.
Example 2:
Demographics: Male, 55-70, suburban, $100K+ retirement income
Behaviors: Daily Facebook user, researches extensively before purchases, price-sensitive
Pain Points: Technical confusion, concern about online security, needs excellent customer service
Persona: [DETAILED PERSONA DESCRIPTION]
Now create a persona for:
Demographics: [YOUR DEMOGRAPHICS]
Behaviors: [YOUR BEHAVIOR DATA]
Pain Points: [YOUR PAIN POINTS]
6/ Email Marketing Sequence:
Create a 3-email sequence for:
EXAMPLE SEQUENCE:
Product: Premium project management software
Audience: Marketing teams at mid-size companies
Goal: Free trial signups
Email 1 - Value Introduction
Subject: Stop losing track of your marketing campaigns
Body: Hi {first_name},
Is your marketing team struggling to keep campaigns organized across channels?
You're not alone. Our research shows marketing teams waste an average of 12 hours weekly just coordinating work and searching for assets.
[Company Name] helps marketing teams like yours:
- Centralize campaign planning in one visual workspace
- Automate progress updates to eliminate status meetings
- Track performance metrics alongside project timelines
See how it works in our 2-minute demo: [LINK]
Ready to try it yourself? Start your free 14-day trial: [LINK]
No credit card required.
Best,
[Name]
Email 2: [FOLLOW-UP EMAIL CONTENT]
Email 3: [FINAL EMAIL CONTENT]
NOW CREATE MY SEQUENCE:
Product: [YOUR PRODUCT]
Audience: [YOUR AUDIENCE]
Goal: [YOUR GOAL]
Create a 3-email sequence for:
EXAMPLE SEQUENCE:
Product: Premium project management software
Audience: Marketing teams at mid-size companies
Goal: Free trial signups
Email 1 - Value Introduction
Subject: Stop losing track of your marketing campaigns
Body: Hi {first_name},
Is your marketing team struggling to keep campaigns organized across channels?
You're not alone. Our research shows marketing teams waste an average of 12 hours weekly just coordinating work and searching for assets.
[Company Name] helps marketing teams like yours:
- Centralize campaign planning in one visual workspace
- Automate progress updates to eliminate status meetings
- Track performance metrics alongside project timelines
See how it works in our 2-minute demo: [LINK]
Ready to try it yourself? Start your free 14-day trial: [LINK]
No credit card required.
Best,
[Name]
Email 2: [FOLLOW-UP EMAIL CONTENT]
Email 3: [FINAL EMAIL CONTENT]
NOW CREATE MY SEQUENCE:
Product: [YOUR PRODUCT]
Audience: [YOUR AUDIENCE]
Goal: [YOUR GOAL]
7/ Competitor Analysis Framework:
Analyze competitors using this framework:
EXAMPLE ANALYSIS:
Competitor: Salesforce
Strengths:
- Dominant market position with 19.8% CRM market share
- Extensive ecosystem of 3,000+ integrated apps
- Strong brand recognition among enterprise decision-makers
Weaknesses:
- Complex pricing structure creates customer confusion
- Steep learning curve requires significant implementation resources
- Higher cost than most competitors (avg $150/user/month)
Opportunities to differentiate:
- Offer transparent, simplified pricing model
- Focus on ease of implementation (under 2 weeks vs their 2+ months)
- Target mid-market companies feeling priced out of enterprise solutions
NOW ANALYZE:
Competitor: [COMPETITOR NAME]
Analyze competitors using this framework:
EXAMPLE ANALYSIS:
Competitor: Salesforce
Strengths:
- Dominant market position with 19.8% CRM market share
- Extensive ecosystem of 3,000+ integrated apps
- Strong brand recognition among enterprise decision-makers
Weaknesses:
- Complex pricing structure creates customer confusion
- Steep learning curve requires significant implementation resources
- Higher cost than most competitors (avg $150/user/month)
Opportunities to differentiate:
- Offer transparent, simplified pricing model
- Focus on ease of implementation (under 2 weeks vs their 2+ months)
- Target mid-market companies feeling priced out of enterprise solutions
NOW ANALYZE:
Competitor: [COMPETITOR NAME]
8/ Product Description Generator:
Create compelling product descriptions following this format:
EXAMPLE 1:
Product: Wireless ergonomic keyboard with backlight
Features: Rechargeable battery, Bluetooth connectivity, Wrist rest
Tone: Professional, tech-savvy
Audience: Office workers and professionals
Description:
Transform Your Workspace with Ultimate Comfort
Say goodbye to wrist strain and hello to productivity with our Ergonomic Wireless Keyboard. Designed for professionals who spend hours typing, this keyboard features:
- Ergonomic curved design that positions your hands naturally
- Soft-touch keys with responsive feedback for faster typing
- Customizable backlight for working in any lighting condition
- Seamless Bluetooth connectivity for a clutter-free desk
- 3-week rechargeable battery that eliminates constant charging
The built-in memory foam wrist rest provides all-day comfort, while the wireless design gives you the freedom to create your ideal workspace.
Compatible with Windows, Mac, and iOS devices. Order today and experience the difference proper ergonomics makes to your workday.
EXAMPLE 2: [SECOND EXAMPLE]
CREATE A DESCRIPTION FOR:
Product: [YOUR PRODUCT]
Features: [KEY FEATURES]
Tone: [DESIRED TONE]
Audience: [TARGET AUDIENCE]
Create compelling product descriptions following this format:
EXAMPLE 1:
Product: Wireless ergonomic keyboard with backlight
Features: Rechargeable battery, Bluetooth connectivity, Wrist rest
Tone: Professional, tech-savvy
Audience: Office workers and professionals
Description:
Transform Your Workspace with Ultimate Comfort
Say goodbye to wrist strain and hello to productivity with our Ergonomic Wireless Keyboard. Designed for professionals who spend hours typing, this keyboard features:
- Ergonomic curved design that positions your hands naturally
- Soft-touch keys with responsive feedback for faster typing
- Customizable backlight for working in any lighting condition
- Seamless Bluetooth connectivity for a clutter-free desk
- 3-week rechargeable battery that eliminates constant charging
The built-in memory foam wrist rest provides all-day comfort, while the wireless design gives you the freedom to create your ideal workspace.
Compatible with Windows, Mac, and iOS devices. Order today and experience the difference proper ergonomics makes to your workday.
EXAMPLE 2: [SECOND EXAMPLE]
CREATE A DESCRIPTION FOR:
Product: [YOUR PRODUCT]
Features: [KEY FEATURES]
Tone: [DESIRED TONE]
Audience: [TARGET AUDIENCE]
9/ Sales Objection Responses:
Create effective responses to sales objections:
EXAMPLE OBJECTION 1:
Product: Enterprise CRM software
Objection: "Your solution is too expensive compared to competitors."
Response: "I understand price is an important consideration. When comparing costs, it's crucial to look at total value rather than just the upfront price. Our customers typically see a 34% higher ROI compared to [Competitor] because our platform includes built-in analytics and automation features that require expensive add-ons with other solutions. Plus, our implementation time averages just 3 weeks versus the industry standard of 3 months, meaning you'll see value much faster. Would it be helpful to see a side-by-side comparison of the total 3-year cost including implementation and all needed features?"
EXAMPLE OBJECTION 2: [SECOND EXAMPLE]
CREATE A RESPONSE FOR:
Product: [YOUR PRODUCT]
Objection: [COMMON OBJECTION]
Create effective responses to sales objections:
EXAMPLE OBJECTION 1:
Product: Enterprise CRM software
Objection: "Your solution is too expensive compared to competitors."
Response: "I understand price is an important consideration. When comparing costs, it's crucial to look at total value rather than just the upfront price. Our customers typically see a 34% higher ROI compared to [Competitor] because our platform includes built-in analytics and automation features that require expensive add-ons with other solutions. Plus, our implementation time averages just 3 weeks versus the industry standard of 3 months, meaning you'll see value much faster. Would it be helpful to see a side-by-side comparison of the total 3-year cost including implementation and all needed features?"
EXAMPLE OBJECTION 2: [SECOND EXAMPLE]
CREATE A RESPONSE FOR:
Product: [YOUR PRODUCT]
Objection: [COMMON OBJECTION]
10/ Social Media Content Calendar:
Create a content calendar for social media:
EXAMPLE CALENDAR:
Business: Local fitness studio
Platforms: Instagram and Facebook
Audience: Health-conscious professionals (25-45)
Goal: Increase class bookings
Monday:
- Content: Video clip of morning HIIT class
- Caption: Kickstart your week with energy! Our 6AM HIIT classes are the perfect way to set the tone for a productive week. Drop a 💪 if you're joining us tomorrow! [LINK TO BOOK]
- Hashtags: #MondayMotivation #MorningWorkout #FitnessGoals
- Time: 7:30AM
Wednesday:
- Content: Instructor spotlight with testimonial
- Caption: "Sarah's classes changed my fitness journey completely" - Meet our star instructor Sarah and hear why members can't get enough of her unique training style. New members get their first class with Sarah free this week! [LINK]
- Hashtags: #FitnessInstructor #FitnessJourney #PersonalTraining
- Time: 12:00PM
Friday:
- Content: [FRIDAY CONTENT]
- Caption: [FRIDAY CAPTION]
- Hashtags: [FRIDAY HASHTAGS]
- Time: [POSTING TIME]
WEEKEND CONTENT: [WEEKEND STRATEGY]
CREATE MY CALENDAR:
Business: [YOUR BUSINESS]
Platforms: [YOUR PLATFORMS]
Audience: [YOUR AUDIENCE]
Goal: [YOUR GOAL]
Create a content calendar for social media:
EXAMPLE CALENDAR:
Business: Local fitness studio
Platforms: Instagram and Facebook
Audience: Health-conscious professionals (25-45)
Goal: Increase class bookings
Monday:
- Content: Video clip of morning HIIT class
- Caption: Kickstart your week with energy! Our 6AM HIIT classes are the perfect way to set the tone for a productive week. Drop a 💪 if you're joining us tomorrow! [LINK TO BOOK]
- Hashtags: #MondayMotivation #MorningWorkout #FitnessGoals
- Time: 7:30AM
Wednesday:
- Content: Instructor spotlight with testimonial
- Caption: "Sarah's classes changed my fitness journey completely" - Meet our star instructor Sarah and hear why members can't get enough of her unique training style. New members get their first class with Sarah free this week! [LINK]
- Hashtags: #FitnessInstructor #FitnessJourney #PersonalTraining
- Time: 12:00PM
Friday:
- Content: [FRIDAY CONTENT]
- Caption: [FRIDAY CAPTION]
- Hashtags: [FRIDAY HASHTAGS]
- Time: [POSTING TIME]
WEEKEND CONTENT: [WEEKEND STRATEGY]
CREATE MY CALENDAR:
Business: [YOUR BUSINESS]
Platforms: [YOUR PLATFORMS]
Audience: [YOUR AUDIENCE]
Goal: [YOUR GOAL]
11/ Customer Journey Map:
Create a customer journey map with touchpoints and improvements:
EXAMPLE JOURNEY:
Product: Mobile banking app
Customer: Young professionals (25-35)
AWARENESS STAGE:
Touchpoints:
- Social media ads on Instagram and LinkedIn
- Word-of-mouth from existing customers
- App store rankings
Customer Feelings: Curious but skeptical about switching banks
Pain Points: Unfamiliar with features, concerned about transfer difficulty
Improvement Opportunities: Create comparison chart with traditional banks, highlight 10-minute account setup
CONSIDERATION STAGE:
Touchpoints: [CONSIDERATION TOUCHPOINTS]
Customer Feelings: [EMOTIONS AT THIS STAGE]
Pain Points: [PAIN POINTS AT THIS STAGE]
Improvement Opportunities: [IMPROVEMENT IDEAS]
DECISION STAGE: [CONTINUE FORMAT]
POST-PURCHASE STAGE: [CONTINUE FORMAT]
LOYALTY STAGE: [CONTINUE FORMAT]
CREATE A JOURNEY MAP FOR:
Product: [YOUR PRODUCT/SERVICE]
Customer: [YOUR TARGET CUSTOMER]
Create a customer journey map with touchpoints and improvements:
EXAMPLE JOURNEY:
Product: Mobile banking app
Customer: Young professionals (25-35)
AWARENESS STAGE:
Touchpoints:
- Social media ads on Instagram and LinkedIn
- Word-of-mouth from existing customers
- App store rankings
Customer Feelings: Curious but skeptical about switching banks
Pain Points: Unfamiliar with features, concerned about transfer difficulty
Improvement Opportunities: Create comparison chart with traditional banks, highlight 10-minute account setup
CONSIDERATION STAGE:
Touchpoints: [CONSIDERATION TOUCHPOINTS]
Customer Feelings: [EMOTIONS AT THIS STAGE]
Pain Points: [PAIN POINTS AT THIS STAGE]
Improvement Opportunities: [IMPROVEMENT IDEAS]
DECISION STAGE: [CONTINUE FORMAT]
POST-PURCHASE STAGE: [CONTINUE FORMAT]
LOYALTY STAGE: [CONTINUE FORMAT]
CREATE A JOURNEY MAP FOR:
Product: [YOUR PRODUCT/SERVICE]
Customer: [YOUR TARGET CUSTOMER]
12/ The secret to effective few-shot prompts?
STRUCTURED OUTPUTS.
Notice how each example shows clear formatting with:
- Bullet points
- Organized sections
- All caps headings
- Consistent structure
This is what makes the AI consistently deliver professional results.
STRUCTURED OUTPUTS.
Notice how each example shows clear formatting with:
- Bullet points
- Organized sections
- All caps headings
- Consistent structure
This is what makes the AI consistently deliver professional results.
13/ Few-Shot Best Practices:
• Be clear and simple
• Stay consistent in formatting
• Keep examples short but strong
• Don’t overdo it - 2 to 5 examples is ideal
• Show variety if needed, but keep it relevant
• Be clear and simple
• Stay consistent in formatting
• Keep examples short but strong
• Don’t overdo it - 2 to 5 examples is ideal
• Show variety if needed, but keep it relevant
14/ TL;DR
1/ Copy any template above and replace the variables
2/ Use 2-3 detailed examples for best results
3/ Make your examples match your desired OUTPUT FORMAT
4/ Keep your examples CONSISTENT in structure but DIVERSE in content
5/ Test and refine based on results
1/ Copy any template above and replace the variables
2/ Use 2-3 detailed examples for best results
3/ Make your examples match your desired OUTPUT FORMAT
4/ Keep your examples CONSISTENT in structure but DIVERSE in content
5/ Test and refine based on results
15/ Read the full paper
📰 "Fairness-guided Few-shot Prompting for Large Language Models" by Huan Ma et al.
arxiv.org/pdf/2303.13217
📰 "Fairness-guided Few-shot Prompting for Large Language Models" by Huan Ma et al.
arxiv.org/pdf/2303.13217
Do you want to buy a coffee, or a subscription to your business success?
→ Just $15/mo for ALL of my AI Prompts (7-day free trial)
→ Just $3.99/mo for a specific ChatGPT Pack
→ Just $9.99/mo for ChatGPT Bundle
👇 Join the AI Revolution today:
godofprompt.ai/pricing
→ Just $15/mo for ALL of my AI Prompts (7-day free trial)
→ Just $3.99/mo for a specific ChatGPT Pack
→ Just $9.99/mo for ChatGPT Bundle
👇 Join the AI Revolution today:
godofprompt.ai/pricing
That's a wrap!
If you found this useful:
1/ Follow me @alex_prompter for more AI tips.
2/ Like & RT this post:
If you found this useful:
1/ Follow me @alex_prompter for more AI tips.
2/ Like & RT this post:
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