Interactive Model Demo
Input session characteristics to predict failure risk and mode — powered by a nested random forest trained on 1,250 AI assistant conversations.
Number of exchanges in the session (2–19)
Mean user sentiment across turns (−1.4 negative → +1.7 positive)
Emotional volatility — max minus min sentiment (0–5.6)
Avg bot confidence in intent recognition (0.58–0.94)
Mean bot response time in milliseconds (120–7004)
Turns where resolution was unsuccessful (0–7)