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Overview

Fincelo’s Support Intelligence Layer connects to your customers’ support ticketing systems — Zendesk, Freshdesk, Jira, Intercom, HubSpot, or any custom platform via webhook or CSV — and runs AI analysis on every ticket to extract revenue risk signals.

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Why Support Tickets Matter for Revenue

A customer’s support behaviour predicts churn better than almost any other signal:
  • Legal language in a ticket → 35-point churn risk boost
  • Cancellation language → 25-point churn risk boost
  • Sentiment declining over 30 days → 15-point churn risk boost
  • 3+ escalations in a month → 10-point churn risk boost
  • Competitor mentions → expansion defence play triggered
These signals are invisible without a support intelligence layer.

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How It Works

External ticket raised (Zendesk / Freshdesk / Jira / etc.)
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Fincelo pulls ticket via API or webhook (real-time or 15 min poll)
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Keyword detection (instant — no AI needed):
  Legal keywords / Churn keywords / Billing keywords / Escalation keywords
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AI sentiment analysis (Claude):
  Scores 0-100 · Labels: hostile / distressed / frustrated / neutral / positive
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Comment thread fetched and re-analysed:
  Real sentiment often in replies, not first message
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Customer intelligence summary updated
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Downstream propagation:
  → Churn Predictor updated
  → Customer Playbook generated
  → CSM Hub alert (if hostile/legal)
  → CFO Morning Brief updated

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Revenue Risk Categories

Every ticket is categorised:
CategoryWhat it means
Legal ThreatCustomer mentions legal action, lawyer, lawsuit
Cancellation RequestCustomer mentions cancelling, switching, alternatives
Billing DisputeInvoice errors, overcharging, refund requests
Payment IssueFailed payments, access blocked after payment
Competitor MentionCustomer names a competing product
Product BugFeature not working correctly
Performance IssueSlow response, downtime, timeouts
Feature GapCustomer asking for missing functionality
Integration IssueAPI, webhook, or integration problems
OnboardingSetup and getting-started questions
GeneralEverything else

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Sentiment Scoring

LabelScore RangeMeaning
Hostile0–25Legal threats, aggressive language, cancellation demands
Distressed26–40Urgent, frustrated, at risk of churning
Frustrated41–55Unhappy but not at extremes
Neutral56–74Factual, informational
Positive75–100Happy, complimentary, satisfied

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CFO Morning Brief — Support Section

Every morning at 6:30 AM IST, the CFO brief includes:
  • Customers with legal threats (immediate attention)
  • Customers with cancellation signals (ARR at risk shown)
  • Customers with declining sentiment trends
  • Total open tickets across all platforms
  • Total ARR at risk from support signals
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