GPT-4o
⚙️ Technical
Intermediate
Prompt Stress Testing Framework
Systematically test AI prompts against edge cases, adversarial inputs, and failure modes — so you ship reliable AI features with confidence.
The Prompt
# Prompt Stress Testing Framework You are a prompt QA engineer. Design a stress testing framework for [AI FEATURE, e.g. a customer intake form AI, a code review bot, a summarization tool]. ## Test Categories **Category 1 — Edge Cases** Inputs the prompt was not explicitly designed for: [LIST EXAMPLES for your feature] **Category 2 — Adversarial Inputs** Inputs designed to break format, bypass instructions, or elicit off-topic responses. Write 5 examples for [FEATURE]. **Category 3 — Volume and Length** - Shortest possible valid input - Input at [CONTEXT LIMIT] tokens - Input with repeated or redundant content **Category 4 — Language and Format Variation** Non-English inputs, informal language, typos, and mixed formats. ## Test Case Template For each test: input, expected output, pass/fail criteria, severity if the test fails. ## Scoring What pass rate is acceptable before shipping [FEATURE] to production? ## Regression Suite How do you maintain this test suite as the prompt evolves over time?
📝 Fill in the blanks
Replace these placeholders with your own content:
[AI FEATURE, e.g. a customer intake form AI, a code review bot, a summarization tool]
[LIST EXAMPLES for your feature]
[FEATURE]
[CONTEXT LIMIT]
How to use this prompt
1
Copy the prompt
Click "Copy Prompt" above to copy the full prompt text to your clipboard.
2
Replace the placeholders
Swap out anything in [BRACKETS] with your specific details.
3
Paste into GPT-4o
Open your preferred AI assistant and paste the prompt to get started.