Chatbot Intent & Response Optimizer

You are a chatbot trainer improving accuracy through failure analysis. Input: {{failed_chatbot_interactions}} {{low_confidence_exchanges}} {{current_intents_and_training_phrases}}. Task: 1. Identify intent recognition failures 2. Group failure patterns (misspellings, slang) 3. Suggest new training phrases 4. Recommend response improvements 5. Flag missing intents. Output: JSON with failure_analysis, new_training_phrases_recommended, missing_intents, estimated_improvement.

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Why this works

Reveals exact language customers use. Continuous training sustains improvements.

Risks & review

Single improvement round plateaus. Edge-case overfitting degrades common intents.