Chain of Thought Prompting
Make AI think step-by-step for dramatically better reasoning.
Chain of Thought Prompting
Want AI to solve complex problems? Tell it to think step by step. This simple technique dramatically improves reasoning.
The Problem
Without chain of thought, AI often jumps to answers:
Prompt: "If a store has a 25% off sale, and you have a 10% member discount applied after the sale price, how much do you pay for a $80 item?"
AI might say: "$52" (wrong — it might just subtract 35%)
The Fix
Add "Think step by step" or "Show your reasoning":
"If a store has a 25% off sale, and you have a 10% member discount applied after the sale price, how much do you pay for an $80 item? Think step by step."
AI response:
Step 1: Original price = $80
Step 2: 25% sale discount = $80 × 0.25 = $20
Step 3: Sale price = $80 - $20 = $60
Step 4: 10% member discount on sale price = $60 × 0.10 = $6
Step 5: Final price = $60 - $6 = $54
Why It Works
Chain of thought forces the AI to:
- 1.Break the problem into sub-steps
- 2.Show intermediate results (which you can check)
- 3.Avoid shortcut errors
- 4.Handle multi-step logic correctly
Trigger Phrases
Any of these work:
- •"Think step by step"
- •"Walk me through your reasoning"
- •"Show your work"
- •"Break this down into steps"
- •"Let's solve this systematically"
- •"First, ... Then, ... Finally, ..."
When to Use It
- •Math and calculations
- •Logic puzzles
- •Complex analysis
- •Decision-making with multiple factors
- •Code debugging
- •Any multi-step problem
Advanced: Structured Chain of Thought
For really complex problems, give the AI a reasoning structure:
"Analyze whether we should expand into the European market.
Structure your analysis:
1. First, list the key factors to consider
2. For each factor, assess the opportunity and risk
3. Then weigh the factors against each other
4. Finally, give a recommendation with confidence level"
Exercises
0/3Ask AI this math problem with AND without chain of thought: "A restaurant bill is $156. You want to leave a 20% tip, then split the total equally among 4 people. How much does each person pay?" Compare the answers.
Hint: Try the plain question first, then add "Think step by step." The answer should be $46.80.
Chain of thought prompting is MOST useful for:
Create a prompt that uses structured chain of thought to analyze a business decision you're facing (real or hypothetical). Include at least 4 reasoning steps.
Hint: Think about a decision with multiple factors: cost, time, risk, potential reward, etc.