Support Capacity Planner

Your queue is out of control — and your tools are making it worse.

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What changes when you build this

The gaps you're living with today,
and what this tool fixes.

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Problems
  • Agents are unevenly loaded — some handle 20+ open tickets while others sit at 5, with no visibility into the imbalance
  • SLA breaches are discovered after the fact, not with enough time to reassign or respond
  • Escalations bounce between teams for days because there is no single owner on record
  • Shift handoffs take 20+ minutes because incoming leads have no context on queue state
  • CSAT dips are only visible in weekly reports, too late to course-correct mid-week
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Solutions
  • Agent load is visible at a glance so leads can rebalance queues before anyone falls behind
  • SLA countdown timers surface breach risk in real time, not after the deadline passes
  • Every escalation has an explicit owner from first transfer to resolution — no more ping-pong
  • Shift handoffs start with a live queue snapshot instead of manual Slack summaries
  • CSAT and resolution trends update continuously so coaching conversations happen when they still matter

What the data model looks like

Refine generates this table structure from your
prompt. Edit columns, types, and relationships after.

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100%

Mistakes to avoid

These are the failure patterns teams hit most often
when building this.

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Priority inflationFix: Define severity criteria explicitly in the tool and flag any manual priority overrides for weekly audit.
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SLA blind spotsFix: Show SLA countdown timers directly in the queue view so agents see breach risk without opening each ticket.
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Escalation ping-pongFix: Lock escalation ownership on first transfer and require an explicit reassignment action to change it.
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Missing account contextFix: Join account health and plan data into the ticket detail view by default so agents never need to open a second tab.
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Late coachingFix: Surface per-agent CSAT and resolution trends on a rolling 7-day basis, not in weekly batch reports.

Frequently asked questions

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