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TutorialsAdvancedTesting AI-Powered Features: A Practical Guide
IntermediateUpdated Jan 17, 2026

Testing AI-Powered Features: A Practical Guide

Learn how to write effective tests for AI-powered features, including unit tests, integration tests, and handling non-deterministic outputs.

DP
David Park
Senior Engineer
12 min read

Introduction

Testing AI features presents unique challenges: outputs are non-deterministic and API calls are expensive.

Testing Strategy

  • Unit Tests (Many): Business logic, validation
  • Integration Tests (Some): API client behavior with mocks
  • E2E Tests (Few): Critical user journeys

Unit Testing

typescript
describe('validatePrompt', () => {
  it('accepts valid prompts', () => {
    expect(validatePrompt('A sunset').valid).toBe(true);
  });

  it('rejects empty prompts', () => {
    const result = validatePrompt('');
    expect(result.valid).toBe(false);
    expect(result.errors).toContain('Prompt cannot be empty');
  });
});

Integration Testing with Mocks

typescript
const mockGenerateImage = vi.fn();
vi.mock('./abstrakt-client', () => ({ run: mockGenerateImage }));

describe('ImageService', () => {
  it('generates an image', async () => {
    mockGenerateImage.mockResolvedValue({
      result: { images: [{ url: 'https://example.com/image.png' }] }
    });
    
    const result = await service.generate('A sunset');
    expect(result.url).toBe('https://example.com/image.png');
  });

  it('retries on rate limit', async () => {
    mockGenerateImage
      .mockRejectedValueOnce({ code: 'RATE_LIMITED' })
      .mockResolvedValueOnce({ result: { images: [{ url: '...' }] } });
    
    await service.generate('A sunset');
    expect(mockGenerateImage).toHaveBeenCalledTimes(2);
  });
});

Webhook Testing

typescript
describe('Webhook Handler', () => {
  it('accepts valid signatures', async () => {
    const payload = { event: 'job.completed' };
    const signature = signPayload(payload);
    
    const response = await request(app)
      .post('/api/webhooks/abstrakt')
      .set('x-abstrakt-signature', signature)
      .send(payload);
    
    expect(response.status).toBe(200);
  });
});

E2E Testing

typescript
test('generates an image', async ({ page }) => {
  await page.goto('/generate');
  await page.fill('[data-testid="prompt"]', 'A sunset');
  await page.click('[data-testid="generate"]');
  
  await expect(page.locator('[data-testid="image"]')).toBeVisible({
    timeout: 60000
  });
});

CI/CD

yaml
jobs:
  test:
    steps:
      - run: npm run test:unit
      - run: npm run test:integration
        env:
          ABSTRAKT_API_KEY: ${{ secrets.TEST_KEY }}
#testing#jest#vitest#mocking#qa
PreviousBuilding AI Features with Next.js 16 and AbstraktNextBuilding a Product Image Generator for Shopify
On This Page
  • Introduction
  • Testing Strategy
  • Unit Testing
  • Integration Testing with Mocks
  • Webhook Testing
  • E2E Testing
  • CI/CD
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Image Tools

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  • AI Music Generator
  • Voice Cloning
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Start Here

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  • Try Playground
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  • FLUX Schnell
  • FLUX Dev
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  • MiniMax Video
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  • Ideogram
  • More Models

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