How to Use Apidog for AI Test Case Generation

Manual API testing is slow and error-prone. Apidog’s AI feature generates complete test suites—positive, negative, boundary, and security cases—from your API specs in seconds. Skip repetitive scripting and start testing smarter with automated, consistent, and scalable coverage.

Ashley Goolam

Ashley Goolam

27 January 2026

How to Use Apidog for AI Test Case Generation

Manual API testing is time-consuming and error-prone. Writing test cases for every endpoint, edge case, and security scenario can take hours—time better spent building features. Apidog's AI test case generation feature changes the game, automatically creating comprehensive test suites from your API specifications in seconds.

Whether you're testing a simple REST endpoint or complex microservices, AI generates positive, negative, boundary, and security test cases tailored to your exact API specs. No more missed edge cases or repetitive scripting—just intelligent, thorough testing that scales with your development.

Why AI-Generated Test Cases Matter

Traditional testing approaches fall short in today's fast-paced development cycles:

Apidog's AI feature analyzes your API specifications—endpoints, parameters, security schemes, etc. —and intelligently generates diverse test scenarios.

Quick Start: Generate Your First AI Test Cases

Step 1: Enable AI Features

1. Open Apidog and navigate to "Settings"

Go to Settings

2. Turn on "Enable AI Features"

enable AI features

3. Add your AI provider (OpenAI, Claude, Gemini, or custom)

Add providers

4. Paste your API key—Apidog encrypts it locally for security

Pro tip: Apidog's AI features are completely FREE—you only use your own AI model credits.

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Step 2: Select Your API Endpoint

  1. Open any project or create a new one
create a new project in apidog

2. Choose an endpoint to test

opening a project in apidog

3. Click the "Test Cases" tab

go to test cases option

4. Hit the "Generate with AI" button

Step 3: Generate Test Cases Using AI

Choose test categories and configure the generation settings:

  1. Positive
  2. Negative
  3. Boundary
  4. Security
positive, negative, boundary and security test cases

Click "Generate" and watch AI create 5-20 test cases per category in seconds. Each case includes:

Review, run, and accept the test cases you want—they're automatically saved to your project.

run all

Advanced Features That Set Apidog Apart

Start Testing APIs Smarter Today

Ready to transform your API testing workflow? Download Apidog for free and experience AI-powered test generation firsthand.

What you get:

Sign up now to start testing your own APIs with AI automation.

Stop writing test cases manually. Let AI handle the heavy lifting while you focus on building great software.

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