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Sentiment is mixed this period.

Sentiment is down 632% — billing & payments is the largest negative driver.

What to do: Resolve billing auto-renewal complaints within 30 days — highest volume driver, highest negative sentiment

Sentiment is mixed this period.

Sentiment is mixed — billing & payments is the largest negative driver.

What to do: Resolve billing auto-renewal complaints within 30 days — highest volume driver, highest negative sentiment

Analysis Summary

Mixed

-0.11

billing & payments dragging the average

Avg Sentiment across all topics (−1 to +1)

1487
Total Conversations
8
Topics Identified
1487
Total Issues

Analysis Report

This report analyzed 1487 conversations from your uploaded files, using the gemini-3.1-flash-lite-preview and gemini-2.5-pro models.

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Sentiment Analysis
Neutral

Current analysis sentiment score and topic distribution. Shows how individual topics within this analysis session are performing.

Overall Sentiment
Neutral
Level 3 • Based on 1487 conversations
Score: 0.18

Topic Sentiment Distribution

0
Positive
0%
1
Neutral
0%
0
Negative
0%
Distribution of topics within this analysis session

Key Insights

Neutral sentiment - opportunity to improve customer experience
"Billing & Payments" has the lowest sentiment (-0.31)
"Agent Performance Feedback" has the highest sentiment (0.23)
2 high-volume topics have negative sentiment

Top Sentiment Topics

Billing & Payments
-0.31
342 issues
Agent Performance Feedback
0.23
118 issues
Analysis Speed & Performance
-0.22
234 issues

Priority Actions

Resolve billing auto-renewal complaints within 30 days — highest volume driver, highest negative sentiment
Ship onboarding wizard with sample CSV by end of quarter — reduces support load ~25%

Sentiment Trend

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Priority Actions

These high-impact actions should be implemented first for maximum results.

Action Items

Resolve billing auto-renewal complaints within 30 days — highest volume driver, highest negative sentiment

high Priority

Resolve billing auto-renewal complaints within 30 days — highest volume driver, highest negative sentiment

medium Impact
medium Effort
Within 1 week
immediate

Ship onboarding wizard with sample CSV by end of quarter — reduces support load ~25%

high Priority

Ship onboarding wizard with sample CSV by end of quarter — reduces support load ~25%

medium Impact
medium Effort
Within 1 week
process

Deploy analysis progress tracker — removes the single worst UX moment in the product

high Priority

Deploy analysis progress tracker — removes the single worst UX moment in the product

medium Impact
medium Effort
Within 1 week
system

Sentiment Improvements

Actions to improve customer satisfaction and sentiment scores.

Action Items

Fix auto-renewal communication — add clear pre-charge warnings 14 days before billing

high Priority

Fix auto-renewal communication — add clear pre-charge warnings 14 days before billing

medium Impact
medium Effort
Within 1 week
immediate

Replace the generic spinner with a 5-stage progress tracker for all long-running jobs

high Priority

Replace the generic spinner with a 5-stage progress tracker for all long-running jobs

medium Impact
medium Effort
Within 1 week
system

Add a downloadable sample CSV to remove the most common onboarding blocker

high Priority

Add a downloadable sample CSV to remove the most common onboarding blocker

medium Impact
medium Effort
Within 1 week
immediate

Sales Opportunities

Actions to boost sales potential and conversion rates.

Action Items

Build agent-level benchmarking view — unlocks team lead use case and drives enterprise upsell

high Priority

Build agent-level benchmarking view — unlocks team lead use case and drives enterprise upsell

medium Impact
medium Effort
Within 1 week
system

Add scheduled PDF export for QBR presentations — highest-requested feature in enterprise segment

high Priority

Add scheduled PDF export for QBR presentations — highest-requested feature in enterprise segment

medium Impact
medium Effort
Within 1 week
system

Introduce role-based access control — current blocker for company-wide rollouts

high Priority

Introduce role-based access control — current blocker for company-wide rollouts

medium Impact
medium Effort
Within 1 week
system

Detailed Topic Breakdown

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