Chain-of-Thought Reasoning¶

async with Sentimatrix(config) as sm:
    result = await sm.llm_analyze(
        reviews,
        prompt="""Analyze these product reviews and identify:
        1. Quality issues mentioned
        2. Comparison with competitors
        3. Suggestions for improvement

        Think step by step and explain your reasoning.
        """,
        output_format="json"
    )

result = await sm.llm_analyze(
    reviews,
    prompt="""You are a product analyst. Based on these reviews:

    1. Identify the top 3 complaints
    2. Rate the severity of each (1-10)
    3. Suggest specific product improvements

    Format as JSON with reasoning for each item.
    """,
    output_format="json"
)