Testing Writing Prompts with AI

Introduction

• Challenge: Testing AI-generated prompts effectively.
• Solution: Use AI to write and test prompts.
• Presented by Mark from Prompt Advisors, an AI automation agency.

Four Practical Methods to Test Prompts

Level 1: Custom GPT for Conversation Simulation

• Functionality: Simulates AI-user conversations using a custom GPT.
• Process:
  • Input prompt, simulates conversation between AI and a fake user.
  • Useful for conversational prompts, not static prompts.

Level 2: Google Sheets with GPT Add-on

• Setup: Use GPT for Sheets add-on.
• Process:
  • Enter API key.
  • Write prompt in a cell, view generated meta prompt and result.
  • Simulates prompt execution in a spreadsheet environment.
• Advantage: Low skill, no coding required.

Level 3: Airtable and Make for Static Prompt Testing

• Setup: Use Airtable and Make.com automation.
• Process:
  • Click "battle test," triggers a script.
  • Simulates prompts using different LLMs (GPT-4.0, GPT-4.0 Mini, Cloud 3.5 Sonnet).
  • Outputs results in Airtable.
• Advantage: Tests multiple LLMs simultaneously.

Level 4: Airtable for Simulated Conversational Prompt Testing

• Setup: Use Airtable for simulated conversations.
• Process:
  • Enter task, system prompt, and user prompt.
  • Simulate conversation reflecting user persona.
  • Outputs stored back in Airtable.
• Advantage: Tests prompts in varied user interaction scenarios.

Bonus Tool: Prompt Battle Tester

• Description: A standalone tool using JavaScript and Python.
• Features:
  • No Airtable or Make automation needed.
  • Simulates user-AI conversations with UI visualization.
  • Grades conversation and generates PDF report.
• Access: Not publicly available, follow specific link for access.

Conclusion

• These methods help streamline prompt testing and deployment.
• Accessible for both beginners and experienced prompt engineers.
• Resources available via Gumroad link, additional support appreciated.