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Notes from the conversation.
How we think about speed, language, and trust in consumer research.
How live data-quality scoring works
Weak data should be caught during the conversation, not discovered in the deck. Here is what Opinio Flow scores on every response and why.
Running research natively in Indian languages
Half of India's consumers do not speak English at home. Research that translates after the fact loses exactly the nuance it was looking for.
Why 24-hour insights beat six-week studies
Traditional qualitative research takes weeks because every step waits on a human. Conversational research removes the waiting without removing the depth.