bogdanskripcinskij - 9/24/25 A colleague mentioned automated sentiment scoring during lunch, so I spent an evening reading the methodology and running sample queries to understand assumptions. Senvix AI https://senvixai.com/ The model notes were readable and the sample outputs included confidence levels. I compared a few signals to manual checks and noted where the AI diverged, then shared the observations with a study group to get their take. Seeing the confidence metrics alongside results made it simple to discuss which signals deserved further testing with my study group. In Canada
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