π€ AI Prompts Cheatsheet
Sarah Chen — Generative AI Specialist
Why AI Changes the Game for Vulnerability Assessment
With the advent of AI tools like ChatGPT, security professionals have a powerful ally to assist in vulnerability assessment. These AI platforms can automate data analysis, provide insights on vulnerabilities, and enhance reporting efficiency. By crafting precise prompts, analysts can take advantage of AI capabilities to streamline their workflow.
Before You Start: How to Set Context Properly
Before diving into specific prompts, itβs essential to set the context clearly. When using AI for vulnerability assessment, define the scope of your assessment, include necessary parameters like the environment (web application, network, etc.), and clarify what specific information you seek. This provides a framework for the AI to deliver more relevant results.
Core Prompts Cheatsheet
What it does: Provides an overview of current security weaknesses in web applications.
When to use it: During the initial phase of vulnerability assessment to create a baseline.
How to customize: Modify the domain (e.g., mobile applications, cloud services) for industry-specific insights.
What it does: Provides detailed analysis and mitigation strategies for known vulnerabilities.
When to use it: Useful for developing a security roadmap addressing the most critical vulnerabilities.
How to customize: Replace OWASP Top Ten with specific frameworks or compliance requirements.
What it does: Creates a structured template for documenting risks in cloud environments.
When to use it: When compiling documentation for internal or external audits.
How to customize: Tailor the template sections based on specific regulatory requirements.
Weak vs Strong Prompt Examples
Advanced Prompt Techniques
To gain more from interactions with AI, consider employing advanced prompting techniques:
- Role Prompting: Assign a role to the AI, such as “Act as a cybersecurity expert” to refine the outputs.
- Chain-of-thought: Encourage the AI to walk you through each step of a complex process to ensure comprehensive answers.
- Few-shot Examples: Provide several examples before your prompt to guide the AI on the expected format or context.
- Output Formatting: Specify how you want the output; for instance, βGenerate the results in a table format.β
Claude vs ChatGPT: Which Works Better For This
Both Claude and ChatGPT have strengths in different areas.
- Claude: Often praised for generating more conversationally coherent answers, Claude might be better for discussions requiring back-and-forth dialogue.
- ChatGPT: Known for extensive factual accuracy and precise technical outputs, it excels in generating structured responses and complex reports.
Tips for Getting Consistent Results
To ensure the best possible interaction with AI tools, follow these tips:
- Set Context: Always provide background context that is pertinent to your query.
- Be Specific: Clearly articulate your question or request without vagueness.
- Iterative Refinement: Start with a basic query, assess the response, and refine your prompts based on the output.
Quick Reference: All Prompts in One Place
- List the top vulnerabilities for web applications in 2023.
- Analyze the OWASP Top Ten vulnerabilities and suggest remediation for each.
- Generate a risk assessment report template for a cloud infrastructure.