LLM Testing Patterns

Test AI applications with deterministic patterns using DeepEval and RAGAS.

Quick Reference

Mock LLM Responses

from unittest.mock import AsyncMock, patch

@pytest.fixture
def mock_llm():
    mock = AsyncMock()
    mock.return_value = {"content": "Mocked response", "confidence": 0.85}
    return mock