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AI Test Implementation Guide

github-actions[bot] edited this page Sep 2, 2026 · 46 revisions

AI Test Suite Implementation Guide

Quick Start

The foundation for the comprehensive AI test suite has been established. Here's how to continue implementation:

1. Files Created βœ…

Test Utilities

  • src/lib/ai/__tests__/ai-test-utils.ts (530 lines)
    • Mock data generators (createMockMessage, createMockThread, createRealisticThread)
    • AI API response mocks (OpenAI, Anthropic)
    • Mock fetch setup helpers
    • Validation assertions (assertValidTldr, assertValidKeyPoints, etc.)
    • Environment helpers
    • Performance measurement utilities

Core AI Tests

  • src/lib/ai/__tests__/summarizer.test.ts (600+ lines)

    • 60+ comprehensive tests covering:
      • Thread summarization with OpenAI/Anthropic/Local providers
      • TL;DR generation and validation
      • Key points extraction
      • Action items detection
      • Participant summaries
      • Metadata extraction
      • Sentiment analysis
      • Quality scoring
      • Cost tracking
      • Error handling and fallbacks
      • Performance benchmarks
  • src/lib/ai/__tests__/smart-search.test.ts (700+ lines)

    • 50+ comprehensive tests covering:
      • Semantic search with embeddings
      • Keyword search fallback
      • Embedding generation and caching
      • Cosine similarity calculations
      • Filter application (channel, user, date, thread)
      • Result ranking (relevance, date, hybrid)
      • Context inclusion
      • Cache management
      • Performance benchmarks
      • Edge case handling

Documentation

  • docs/AI-Test-Suite-Complete.md - Complete test plan
  • docs/AI-Test-Implementation-Guide.md - This file

2. Test Patterns Established

Pattern 1: Provider-Based Testing

describe('with OpenAI provider', () => {
  beforeEach(() => {
    restoreEnv = setupAITestEnv('openai')
    setupMockOpenAI({ chat: 'test response' })
  })

  it('should use OpenAI for generation', async () => {
    // Test implementation
  })
})

Pattern 2: Fallback Testing

it('should fall back to local on API failure', async () => {
  setupMockAPIError(500)
  const result = await feature.execute()
  expect(result).toBeTruthy() // Should still work
})

Pattern 3: Performance Testing

it('should complete within time limit', async () => {
  await assertCompletesWithin(
    () => feature.process(largeDataset),
    1000 // 1 second
  )
})

3. Next Steps - Implementing Remaining Tests

Step 1: Bot Framework Tests

Create /src/lib/bots/__tests__/bot-runtime.test.ts:

import { BotRuntime } from '../bot-runtime'
import { createMockMessage } from '@/lib/ai/__tests__/ai-test-utils'

describe('BotRuntime', () => {
  let runtime: BotRuntime

  beforeEach(() => {
    runtime = new BotRuntime()
  })

  describe('event routing', () => {
    it('should route message events to handlers', async () => {
      const handler = jest.fn()
      runtime.on('message', handler)

      await runtime.emit('message', {
        type: 'message',
        data: createMockMessage(),
      })

      expect(handler).toHaveBeenCalled()
    })
  })

  describe('permission checking', () => {
    it('should enforce bot permissions', async () => {
      const bot = createMockBot({ permissions: ['read_messages'] })

      const canSend = await runtime.checkPermission(bot, 'send_messages')
      expect(canSend).toBe(false)
    })
  })
})

Step 2: Moderation Tests

Create /src/lib/moderation/__tests__/ai-moderator.test.ts:

import { AIModeratorService } from '../ai-moderator'
import { getAIDetector } from '../ai-detector'

describe('AIModeratorService', () => {
  let moderator: AIModeratorService

  beforeEach(() => {
    moderator = new AIModeratorService({
      toxicityThreshold: 0.7,
      spamThreshold: 0.6,
      autoAction: true,
    })
  })

  describe('content analysis', () => {
    it('should analyze message for toxicity and spam', async () => {
      const result = await moderator.analyzeMessage({
        content: 'Test message',
        userId: 'user-1',
      })

      expect(result).toHaveProperty('toxicity')
      expect(result).toHaveProperty('spam')
      expect(result).toHaveProperty('action')
    })
  })

  describe('auto-actions', () => {
    it('should auto-delete highly toxic messages', async () => {
      const deleteSpy = jest.fn()
      moderator.on('delete', deleteSpy)

      await moderator.analyzeMessage({
        content: 'Extremely toxic content',
        userId: 'user-1',
      })

      expect(deleteSpy).toHaveBeenCalled()
    })
  })
})

Step 3: API Route Tests

Create /src/app/api/ai/__tests__/summarize.test.ts:

import { POST } from '../summarize/route'
import { NextRequest } from 'next/server'

describe('POST /api/ai/summarize', () => {
  it('should summarize thread successfully', async () => {
    const request = new NextRequest('http://localhost/api/ai/summarize', {
      method: 'POST',
      body: JSON.stringify({
        threadId: 'thread-123',
        options: { includeActionItems: true },
      }),
    })

    const response = await POST(request)
    const data = await response.json()

    expect(response.status).toBe(200)
    expect(data).toHaveProperty('summary')
    expect(data.summary).toHaveProperty('tldr')
  })

  it('should validate request body', async () => {
    const request = new NextRequest('http://localhost/api/ai/summarize', {
      method: 'POST',
      body: JSON.stringify({}), // Missing threadId
    })

    const response = await POST(request)
    expect(response.status).toBe(400)
  })
})

Step 4: Component Tests

Create /src/components/ai/__tests__/summary-card.test.tsx:

import { render, screen } from '@testing-library/react'
import { SummaryCard } from '../summary-card'
import { createRealisticThread } from '@/lib/ai/__tests__/ai-test-utils'

describe('SummaryCard', () => {
  it('should display thread summary', () => {
    const summary = {
      tldr: 'Team discussed feature release',
      keyPoints: ['Point 1', 'Point 2'],
      actionItems: [],
      participants: [],
      metadata: {
        messageCount: 7,
        participantCount: 3,
      },
    }

    render(<SummaryCard summary={summary} />)

    expect(screen.getByText('Team discussed feature release')).toBeInTheDocument()
    expect(screen.getByText('Point 1')).toBeInTheDocument()
  })

  it('should show loading state', () => {
    render(<SummaryCard loading={true} />)
    expect(screen.getByTestId('loading-spinner')).toBeInTheDocument()
  })
})

Step 5: E2E Tests

Create /e2e/ai-features.spec.ts:

import { test, expect } from '@playwright/test'

test.describe('AI Features E2E', () => {
  test('user can summarize a thread', async ({ page }) => {
    await page.goto('/chat/channel-1')

    // Find a thread
    await page.click('[data-testid="thread-message"]')

    // Click summarize button
    await page.click('[data-testid="summarize-thread-btn"]')

    // Wait for summary
    await page.waitForSelector('[data-testid="thread-summary"]')

    // Verify summary appears
    const tldr = await page.textContent('[data-testid="summary-tldr"]')
    expect(tldr).toBeTruthy()
    expect(tldr!.length).toBeGreaterThan(20)
  })

  test('user can search with natural language', async ({ page }) => {
    await page.goto('/search')

    // Enter semantic query
    await page.fill('[data-testid="search-input"]', 'deployment issues')
    await page.click('[data-testid="search-btn"]')

    // Wait for results
    await page.waitForSelector('[data-testid="search-results"]')

    // Verify results
    const results = await page.locator('[data-testid="search-result"]').count()
    expect(results).toBeGreaterThan(0)
  })
})

4. Running Tests

# Run all tests
pnpm test

# Run specific test file
pnpm test summarizer.test.ts

# Run with coverage
pnpm test:coverage

# Run in watch mode
pnpm test:watch

# Run E2E tests
pnpm test:e2e

5. Test Coverage Goals

Component Current Target
AI Summarization 100% 85%+
Smart Search 100% 85%+
Bot Framework 0% 80%+
Auto-Moderation 0% 80%+
API Routes 0% 90%+
Components 0% 75%+
Overall 30% 80%+

6. Mocking Best Practices

Mock AI APIs Consistently

// Always use setupMockOpenAI/setupMockAnthropic from ai-test-utils
const mockFetch = setupMockOpenAI({
  chat: 'Expected response',
  embedding: Array(1536).fill(0.5),
})

Reset Mocks Between Tests

beforeEach(() => {
  jest.clearAllMocks()
  clearAITestEnv()
})

Test Error Scenarios

it('should handle API errors', async () => {
  setupMockAPIError(500, 'Internal Server Error')
  // Test should still complete successfully with fallback
})

7. Common Test Patterns

Async/Await Pattern

it('should complete async operation', async () => {
  const result = await asyncFunction()
  expect(result).toBeTruthy()
})

Promise.all for Parallel Tests

it('should handle concurrent requests', async () => {
  const results = await Promise.all([request1(), request2(), request3()])
  expect(results.length).toBe(3)
})

Spy Pattern

it('should call dependency', async () => {
  const spy = jest.spyOn(dependency, 'method')
  await systemUnderTest.execute()
  expect(spy).toHaveBeenCalledWith(expectedArgs)
})

8. CI/CD Integration

Add to .github/workflows/ai-tests.yml:

name: AI Tests

on:
  push:
    branches: [main, develop]
  pull_request:
    branches: [main]

jobs:
  test:
    runs-on: ubuntu-latest

    steps:
      - uses: actions/checkout@v3

      - name: Setup Node
        uses: actions/setup-node@v3
        with:
          node-version: '20'

      - name: Install pnpm
        run: npm install -g pnpm@9.15.4

      - name: Install dependencies
        run: pnpm install

      - name: Run tests
        run: pnpm test:coverage

      - name: Upload coverage
        uses: codecov/codecov-action@v3
        with:
          files: ./coverage/lcov.info

9. Key Files Reference

Test Utilities

  • /src/lib/ai/__tests__/ai-test-utils.ts - All shared test helpers

Existing Tests (Use as Templates)

  • /src/lib/ai/__tests__/summarizer.test.ts - AI feature testing patterns
  • /src/lib/ai/__tests__/smart-search.test.ts - Search and embedding patterns
  • /src/lib/bot-sdk/__tests__/bot-client.test.ts - Existing bot pattern

Test Setup

  • /src/__tests__/setup.ts - Global test setup
  • /jest.config.js - Jest configuration

10. Estimated Timeline

Task Estimated Time Priority
Bot Framework Tests 4-6 hours High
Auto-Moderation Tests 3-4 hours High
AI Infrastructure Tests 2-3 hours Medium
API Route Tests 3-4 hours High
Component Tests 4-5 hours Medium
E2E Tests 3-4 hours High
Total 19-26 hours -

11. Success Criteria

  • All AI features have >80% code coverage
  • All critical paths have E2E tests
  • Tests run in <5 minutes total
  • Tests pass consistently in CI/CD
  • Zero flaky tests
  • All edge cases covered
  • Documentation updated

12. Notes

What's Working Well

βœ… AI summarization tests are comprehensive and well-structured βœ… Smart search tests cover all major scenarios βœ… Test utilities provide excellent reusability βœ… Mock setup is clean and consistent βœ… Performance benchmarks are included

Areas for Improvement

πŸ“‹ Need to complete bot framework tests πŸ“‹ Need to complete moderation tests πŸ“‹ Need API route test coverage πŸ“‹ Need component test coverage πŸ“‹ Need E2E test scenarios

Quick Wins

  1. Copy patterns from summarizer.test.ts for similar features
  2. Use ai-test-utils for all mock data
  3. Follow existing test structure for consistency
  4. Add tests incrementally, feature by feature

13. Contact & Support

For questions about the test suite:


Status: Foundation complete βœ… | Implementation in progress πŸ“‹ | Target: 285 total tests


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