PERCEPTA Exploring Invisible Insights
IVR Feedback Pipeline Checking LLM... Role: ...

Analyze Constituency Feedback


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Click to browse or drag & drop your .xlsx file here

Uploading and cleaning data...

Sentiment Overview

Net Sentiment Score
Positive
Neutral
Negative

Data Cleaning Summary

MetricCount
Total raw responses
After cleaning (sent to LLM)
Junk removed
Removed: DELETE tag
Removed: System messages
Removed: Repetitive content
Removed: Too short

LLM Analytics

MetricValue
Provider / Model
Input tokens
Output tokens
Total tokens
Latency
Estimated cost (if paid API)

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Database storage will be enabled in Phase 2.