AgentDepotAisle 03 · Customer Servicesaas-ticket-sentiment-trend-reporter
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SaaS Ticket Sentiment Trend Reporter

Replaces a $52k Customer Success Analyst by auto-generating weekly sentiment reports from support tickets.

The Problem

SaaS teams manually read through hundreds of support tickets each week to spot sentiment trends and pain points, wasting 8-12 hours per analyst. Without automated insights, product and support leaders miss early warning signs of customer dissatisfaction or emerging issues. This manual work scales poorly as ticket volume grows.

The Outcome

The agent connects to your support ticketing system, analyzes all incoming tickets weekly, calculates sentiment scores by category (billing, feature requests, bugs, onboarding), and generates a formatted report showing trend direction, top complaint themes, and at-risk customer segments. Reports land in Slack or email every Monday morning, ready for leadership review.

Day in the Life
1.
Mon 6am: Agent pulls all tickets from past week → runs sentiment analysis on each → categorizes by issue type
2.
Mon 7am: Calculates trend deltas (sentiment up/down vs prior week) → identifies top 5 complaint themes → flags high-churn-risk segments
3.
Mon 8am: Formats report with charts and summary → posts to Slack #leadership channel → emails VP of Customer Success
Deploy Specs
Runtime
python
Pattern
native-agent
Tier
medium
Setup Time
hours
Integrations
via Composiomanual setup
ZendeskIntercomFreshdeskSlackHubSpot
GitHub Source
Repository
Stars
0
License
MIT
Last Commit
Replace
Customer Success Analyst
$52,000/yr
AgentDepot · Solo plan
$99/month
Save $50,812/yr · 43.8x cheaper
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Also Replaces
×Tableau or Looker dashboard license $200/mo
×Slack workflow automation add-on $50/mo
Not Technical?
Concierge Setup — $499

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