# AI Prompting Testing AI Applications

> Sub-skill of ai-prompting: Testing AI Applications.

- Skill: `vamseeachanta/ai-prompting-testing-ai-applications` (Agent Skill)
- Install (CLI): `npx skillmds@latest add vamseeachanta/ai-prompting-testing-ai-applications`
- Raw SKILL.md: https://api.skillmd.com/api/skills/vamseeachanta/ai-prompting-testing-ai-applications/raw
- Safety review: PASS (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: vamseeachanta (https://skillmd.com/u/vamseeachanta)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/vamseeachanta/ai-prompting-testing-ai-applications

---


# Testing AI Applications

## Testing AI Applications


```python
import pytest
from unittest.mock import Mock

def test_prompt_produces_valid_output():
    """Test prompt template produces expected format."""
    response = generate_with_template(
        template=SUMMARY_TEMPLATE,
        input_text="Sample text for testing..."
    )
    assert len(response) < len(input_text)
    assert response.strip()

def test_chain_handles_empty_context():
    """Test chain gracefully handles edge cases."""
    result = qa_chain.run(context="", question="What is X?")
    assert "cannot answer" in result.lower() or "no information" in result.lower()

def test_embedding_consistency():
    """Test embeddings are deterministic."""
    text = "Test sentence"
    emb1 = get_embedding(text)
    emb2 = get_embedding(text)
    assert emb1 == emb2
```