Troubleshooting

When AI responses don't meet your expectations, these solution approaches can help.

Common Problems

Problem: Too Generic Answers

Symptom: AI gives superficial, generic responses

Solutions:
1. Add more context
2. Provide specific examples
3. Define constraints
4. Specify target audience

Example Fix:
Before: "Write about teamwork"
After: "Write about remote teamwork in IT startups,
       focus on communication tools and 
       daily stand-ups"

Problem: Wrong Format

Symptom: Output doesn't match desired format

Solutions:
1. Explicitly specify format
2. Show example template
3. Describe structure
4. State formatting rules

Example Fix:
"Format:
- Heading (H2)
- Introduction (50 words)
- 3 main points (100 words each)
- Bullet points for details
- Conclusion (50 words)"

Problem: Inconsistent Quality

Symptom: Fluctuating result quality

Solutions:
1. Use few-shot prompting
2. Define quality criteria
3. Define role more clearly
4. Apply self-consistency

Example Fix:
"Quality criteria:
- Technically correct
- Well structured
- Practically relevant
- No repetitions"

Response Improvement

Incomplete Answers

Problem: AI stops or forgets parts

Solution:
"Create a complete report with:
1. Executive Summary
2. Main Body (3 sections)
3. Recommendations
4. Next Steps

Ensure all parts are included."

Wrong Interpretation

Problem: AI misunderstands task

Solution:
"I do NOT want [wrong understanding].
Instead, I want [correct goal].

Example of what I want:
[Concrete example]"

Technical Problems

Token Limits

Problem: Response gets cut off

Solutions:
1. Split task into parts
2. Request summaries
3. Set priorities
4. Proceed step by step

Example:
"Part 1: Create introduction and first two sections"
"Part 2: Continue with sections 3-5"

Repetitions

Problem: AI keeps repeating itself

Solutions:
1. Explicitly state "avoid repetitions"
2. Demand variety
3. Specify different aspects
4. Request use of synonyms

Content Corrections

Factual Errors

Problem: Incorrect information

Solution:
"Base your answer on these verified facts:
[Correct information]

Use only this data, no own assumptions."

Style Deviations

Problem: Wrong tone or style

Solution:
"Write in the style of [example].
Use:
- Short, concise sentences
- Active phrasing
- Direct address
- Professional tone"

Debug Strategies

Step-by-Step Debugging

1. Identify problem
2. Isolate prompt element
3. Test individually
4. Build successively
5. Find optimal version

Test Prompts

Simplified test:
"Explain in one sentence how you understand this task:
[Original prompt]"

Check interpretation:
"What are the 3 most important requirements in this task?"

Emergency Fixes

Reset Strategy

"Ignore previous instructions.
New task:
[Clear, simple instruction]"

Clarifications

"To avoid misunderstandings:
- I mean X, not Y
- The focus is on A, not B
- The goal is C, not D"

Example-based Correction

"Here is a perfect example of what I want:
[Example]

Create something similar for:
[New task]"