AI Auto-Priority Classification — Critical Customers Never Wait in the General Queue

Modulario AI evaluates the priority of every ticket (critical/high/medium/low) based on content, customer value, and frustration signals. SLAs are met automatically without manual re-labelling.

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Oszczędność: Eliminates SLA breaches = revenue and NPS protection

Moduły: helpdesk CRM

AI Priority Classification: Every Ticket Gets the Right Urgency

In a manual helpdesk, ticket priority depends on who reads it and what kind of day they’re having. The result: a critical customer waits in the general queue while an agent battles “urgent” tickets that aren’t actually urgent.

AI classification is consistent, 24/7, and free from subjective bias.

4 Priority Levels and Their Triggers

CRITICAL — SLA: 1 hour

Triggers: "system is down", "production stopped", "can't invoice",
           customer = Enterprise, multiple customers with same issue

Example ticket:
"Modulario hasn't opened since 8:00 AM. We're a manufacturing
 company, the whole team is waiting. Order deadline is 2:00 PM."

AI classification: CRITICAL
Assignment: Senior agent + Team Lead notification
Response ETA: by 12:00 PM (1h SLA)

HIGH — SLA: 4 hours

Triggers: VIP customer, blocker for a small group, error affecting work

Ticket: "I can't export the report for my accountant, needed today."
AI: HIGH, SLA 4h

MEDIUM — SLA: 24 hours

Routine questions, feature requests, non-blocking issues.

LOW — SLA: 72 hours

Suggestions, nice-to-haves, documentation questions.

Dynamic Re-Classification

Medium priority ticket without a response >20h → automatically upgraded to high. Enterprise customer without a response >6h → escalated to team lead. SLA deadlines are never forgotten.

Moduły wymagane dla tego przypadku użycia

helpdesk CRM

AI helpdesk priority SLA tickets customer service

Często zadawane pytania

How does AI determine priority?

Ticket content (keywords: 'not working', 'nothing loads', 'blocks production' = critical), customer value (Enterprise vs. Basic plan), number of customers reporting the same issue, customer history (VIP, long-term partner), wait time (ticket without a response >2h is automatically upgraded).

What if a customer marks a ticket 'critical' when it isn't?

AI compares the customer's declared priority against the actual content. If a customer marks 'urgent' but it's a billing question, AI downgrades priority to 'medium' and automatically sends the customer an ETA. Unnecessary 'urgent' tickets don't flood the critical queue.

What is an SLA and why does it matter?

An SLA (Service Level Agreement) is a contractual commitment — e.g., respond within 4 hours for critical tickets, 24 hours for standard ones. Breaching an SLA can trigger financial penalties or customer churn. AI classification ensures the right tickets always land in the right queue.

Chcesz wdrożyć ten przypadek użycia w swojej firmie?

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Dávid Bělousov

Sales Director

+421 902 826 802 sales@amcef.com

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