watchLLMs Documentation

Set up, understand, act, and report

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Interpret your results

Understanding answers

Read individual AI answers and separate observations from conclusions.

Read the complete answer

The answer view is the evidence behind every aggregate metric. Check whether the brand is recommended, merely mentioned, omitted, or described inaccurately. Note the prompt, model, market, and collection time.

Look for decision criteria

AI answers often explain why each product fits. Capture the repeated criteria—price, integrations, audience, usability, proof, or implementation—because those are the claims your evidence must support.

Account for variability

Generative answers can change across sessions and dates. Look for repeated patterns across a prompt cluster rather than treating one output as a stable ranking.