Tune Your Prompt
Exercise 3: Tune Your Prompt
Mr. DIY Thailand - Generative AI Workshop
Objective: Master tone, detail, and accuracy adjustments through conversational refinement
Tools Required:
- ChatGPT (any version) OR Claude (free or paid)
- Internet connection for AI tool access
Context & Scenario
About Mr. DIY Thailand
Mr. DIY is Thailand’s leading home improvement and lifestyle retailer with 1000+ stores nationwide. We serve budget-conscious homeowners and DIY enthusiasts with our “Always Low Prices” positioning. Our product range includes 15,000+ SKUs across hardware, household items, electrical supplies, and more.
Key Facts:
- 1000+ stores across 77 provinces
- THB 16.2 billion revenue (2024)
- 15,000+ product lines
- 98.5 million customer transactions annually
- Competitors: HomePro, Global House, Thai Watsadu
Your Scenario
Your Task:
You are a Procurement Manager at Mr. DIY. You need to draft a professional email to a supplier about a delayed shipment.
You will start with a basic AI output, then tune it across 3 quality dimensions through conversation to create a professional, actionable business communication.
Context:
Situation:
- Your role: Procurement Manager, Mr. DIY Thailand
- Supplier: Thai Home Products Co., Ltd.
- Order: Container shipment of household items
- Products affected:
- Kitchen organizers
- Storage bins
- Cleaning supplies
Timeline:
- Original ETA: November 10, 2024
- New ETA: November 24, 2024
- Delay: 2 weeks
Business Impact:
- 15 Mr. DIY stores may face stockouts
- High-demand products during seasonal sales period
- Customer satisfaction at risk
Business Objective:
What you’re trying to achieve with this email:
- Obtain accountability from the supplier for the delay
- Secure written commitment on the November 24 delivery date
- Request contingency plan in case of further delays
- Establish urgent communication channel with a specific contact person
- Maintain professional relationship while being firm about business needs
Success Metric:
Your email is successful when it includes ALL of these elements:
- ✓ Formal Thai business tone (เรียน, ด้วยความเคารพ, ขอแสดงความนับถือ)
- ✓ All specific details included (product names, original ETA Nov 10, new ETA Nov 24, 15 stores affected, seasonal sales context)
- ✓ 4 verification requests present (written confirmation, delivery schedule, contingency plan, contact person)
- ✓ Clear timeline for supplier’s response (e.g., “within 2 business days”)
Your Goal: Transform a generic AI-generated email into a professional, actionable business communication that meets all success criteria through conversational tuning.
Activity Structure
Work Format:
- Work in pairs (find a partner!)
- Tool choice: ChatGPT OR Claude
- 30 minutes: Tuning activity (4 steps)
- 10 minutes: Pair demonstrations and debrief
Time Breakdown:
- Step 1 (Baseline): 5 minutes
- Step 2 (Tone): 8 minutes
- Step 3 (Detail): 8 minutes
- Step 4 (Accuracy): 9 minutes
The 3 Quality Dimensions
Dimension 1: TONE Adjustment
Control the voice and style of the email.
For this exercise: Formal Thai business communication
- Use appropriate Thai business language: เรียน, ด้วยความเคารพ, กรุณา
- Respectful but firm tone
- Professional hierarchy acknowledgment
Examples:
- Casual → Professional
- Generic → Brand-specific
- Informal → Formal Thai business style
Dimension 2: DETAIL Level
Add specific information to make the email actionable.
What to include:
- Specific product names and categories
- Exact dates (original ETA, new ETA)
- Business impact (number of stores affected)
- Order value or importance
- Specific consequences of delay
Examples:
- Vague → Specific
- Generic → Data-backed
- Abstract → Concrete
Dimension 3: ACCURACY & Verification Requests
Ensure accountability and create clear next steps.
What to request:
- Written confirmation of new delivery date
- Detailed delivery schedule and logistics
- Contingency plan if further delays occur
- Contact person for urgent follow-up
- Timeline for supplier’s response
Examples:
- Assumptions → Verified facts
- Vague → Confidence levels
- Unclear → Accountable with clear next steps
Step-by-Step Tuning Process
🔄 STEP 1: Get Baseline Output
Time: 5 minutes
⚠️ IMPORTANT: Start a NEW conversation
Open a completely fresh chat window in ChatGPT or Claude.
Start with a basic prompt to get AI’s initial output. Don’t refine yet - just capture the baseline.
Basic prompt suggestion:
"Write an email to a supplier about a delayed shipment"
Instructions:
- One partner submits the basic prompt to AI
- Review the output together
- Copy/save the output as your BASELINE
- Discuss: What’s missing? What needs improvement?
⚠️ Important: Keep your conversation with AI open - you’ll refine through dialogue, not manual editing!
Guiding Questions After Baseline:
- What tone does the AI use? Is it too casual or too formal?
- What specific details are missing (dates, products, impact)?
- Does it request any verification or accountability from the supplier?
- How would you feel receiving this email if you were the supplier?
🔄 STEP 2: Tune Dimension 1 - Formal Thai Business Tone
Time: 8 minutes
⚠️ CONTINUE in the same conversation from Step 1
Do NOT start a new chat. Keep refining through dialogue.
Through conversation with AI, adjust the tone to be appropriately formal for Thai business communication.
Suggested tuning prompts:
- “Make this more formal for Thai business communication”
- “Use appropriate Thai business language including เรียน, ด้วยความเคารพ, กรุณา”
- “Adjust the tone to be respectful but firm - we need accountability from the supplier”
- “Make sure it sounds professional for a procurement manager writing to a supplier”
Continue conversation until the tone feels right.
Guiding Questions After Tone Tuning:
- Does the email now sound appropriately formal for Thai business communication?
- Can you identify specific Thai business language conventions (เรียน, ด้วยความเคารพ)?
- Is the tone respectful yet firm enough to convey urgency?
- Would this tone maintain a professional relationship while requesting accountability?
🔄 STEP 3: Tune Dimension 2 - Add Specific Details
Time: 8 minutes
⚠️ CONTINUE in the same conversation
Keep building on your previous tuning work.
Add specific business details to make the email concrete and actionable.
Suggested tuning prompts:
- “Add specific details: products are kitchen organizers, storage bins, and cleaning supplies”
- “Include exact dates: original ETA was November 10, new ETA is November 24”
- “Mention that 15 stores will be affected by potential stockouts”
- “Add context that these are high-demand products during our seasonal sales period”
- “Make the business impact clear and specific”
Continue refining until all key details are included.
Guiding Questions After Adding Details:
- Are all specific product names mentioned (kitchen organizers, storage bins, cleaning supplies)?
- Are both dates included (original ETA Nov 10, new ETA Nov 24)?
- Is the business impact clear (15 stores, seasonal sales period)?
- Does the email convey the urgency and importance of this shipment?
🔄 STEP 4: Tune Dimension 3 - Add Verification Requests
Time: 9 minutes
⚠️ CONTINUE in the same conversation
Final tuning step - keep refining your output.
Add professional accountability requests and clear next steps.
Suggested tuning prompts:
- “Add a request for written confirmation of the November 24 delivery date”
- “Ask for a detailed delivery schedule including logistics timeline”
- “Request a contingency plan in case of further delays”
- “Include a request for a contact person for urgent follow-up”
- “Add a timeline for when we need their response (e.g., within 2 business days)”
- “Make the closing professional with clear next steps”
Refine until the email has full accountability and actionability.
Guiding Questions After Adding Verification:
- Does the email request written confirmation of the new delivery date?
- Is there a request for a detailed delivery schedule?
- Does it ask for a contingency plan in case of further delays?
- Is there a specific contact person requested for urgent follow-up?
- Is there a clear timeline for when you need their response (e.g., 2 business days)?
Before & After Comparison
Compare your baseline output with your final tuned output.
Reflection Questions:
- How many conversation turns did it take to achieve professional quality?
- Which dimension (tone, detail, or accuracy) had the biggest impact on quality?
- What’s the difference between your baseline and final output?
- Could you have achieved this quality with a single “perfect prompt”? Why or why not?
Pair Demonstration Preparation
2 pairs will be selected to share their tuning process with the group (4 minutes each).
Prepare to show:
- Baseline output - What AI gave you initially
- Final tuned output - After all 3 dimensions
- Your tuning process - What questions you asked AI at each step
- Key improvements - Which dimension had the biggest impact and why
Be ready to load your outputs on screen if called upon.
Reflection Questions
1. Tuning Difficulty
What was hardest to tune: tone, detail, or accuracy? Why?
Think about which dimension required the most conversation turns and why certain aspects were challenging to get right.
2. Perfect Prompt Myth
Could you have written a “perfect prompt” to get this quality in one shot? Why or why not?
Consider: What did you learn during the tuning process that you couldn’t have known beforehand?
3. Application to Work
How will you apply this 3-dimension tuning approach to your work at Mr. DIY?
Think about specific scenarios: customer complaints, supplier negotiations, marketing content, internal reports, or training materials.
Key Takeaways
🎯 PRINCIPLE LEARNED:
Professional outputs require conversation and refinement
Why Tuning Matters
Tuning through dialogue is:
- ✓ Faster than hunting for the perfect prompt
- ✓ More effective than single-turn delegation
- ✓ Essential for business-quality outputs
What You Just Practiced
- ✅ Principle 1: Conversation (not single-turn) - through iterative tuning
- ✅ Principle 2: Context (adding layers) - through detailed scenario information
- ✅ Quality tuning: Tone, Detail, Accuracy - the 3 dimensions of professional outputs
Universal Application
This tuning approach works for ANY AI task:
- Customer communications (email, social media, complaints)
- Marketing content (posts, ads, campaigns)
- Reports and analysis (sales, inventory, performance)
- Training materials (guides, scripts, checklists)
- Negotiations and supplier communications
Reusable Prompts
Meta-Prompting Template
When to use: When you’ll use a prompt 5+ times and want to optimize it
Process:
1. Write quick test prompt manually
2. Run it, get output
3. Give feedback: "This output is wrong because..."
4. Tell AI: "Rewrite my original prompt to get better results"
5. Cycle until quality reached
Three-Dimension Tuning Framework
For any professional communication:
STEP 1 - BASELINE:
"[Basic task description]"
STEP 2 - TUNE TONE:
"Make this [formal/empathetic/technical] for [audience]"
"Use appropriate language conventions for [context]"
STEP 3 - TUNE DETAIL:
"Add specific details: [list concrete information]"
"Include [dates/numbers/names/impact metrics]"
STEP 4 - TUNE ACCURACY:
"Add requests for [confirmation/verification/contingency]"
"Include clear next steps and timeline for response"
Example application:
"Write an email to a supplier about delayed shipment"
→ "Make this formal Thai business communication with เรียน and ด้วยความเคารพ"
→ "Add: kitchen organizers, Nov 10→24, 15 stores affected, seasonal sales"
→ "Request written confirmation, delivery schedule, contingency plan, contact person"
Conversation Refinement Patterns
When output lacks clarity:
"Make this more specific - include [exact information needed]"
"Replace vague terms with concrete details"
When tone is wrong:
"Adjust tone to be [more formal/more empathetic/more direct]"
"This is for [audience] - make it appropriate for them"
When missing accountability:
"Add specific requests: [list what you need]"
"Include timeline and clear next steps"
Quality Checklist
Before finishing this exercise, verify:
- ☐ Tone is appropriate for Thai business communication (formal, respectful, professional)
- ☐ All specific details included (products, dates, impact, stores affected)
- ☐ Verification requests present (confirmation, schedule, contingency, contact, timeline)
- ☐ Clear next steps for both parties (actionable and specific)
- ☐ Used conversation to tune (not manual rewriting)
- ☐ Quality improved across all 3 dimensions (measurable before/after)
Need Help?
AI isn’t responding to your tuning requests?
Try these approaches:
- “Instead of ‘make it better’, say ‘make this more formal using เรียน and ด้วยความเคารพ’”
- Start fresh conversation if too many conflicting instructions
- Switch tools: Try Claude if ChatGPT isn’t responding well, or vice versa
- Ask in Thai instead of English for Thai language outputs
Can’t get the Thai business language right?
- Tell AI: “Use เรียน for opening, ด้วยความเคารพ in greeting, ขอแสดงความนับถือ for closing”
- Add cultural context: “This is Thai business communication, formal but not stiff”
- Try asking AI in Thai instead of English
Step 4 feels overwhelming?
- Add one verification element at a time through multiple conversation turns
- Start with written confirmation, then contingency plan, then contact person
- You have 9 minutes - you can do 3-4 conversation turns
TA is here to help! Raise your hand if you need guidance.
Ready? Let’s start tuning!
Workshop Materials Mr. DIY Thailand Generative AI Workshop Exercise 3: Tune Your Prompt