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What Stripe-scale support teams get wrong about triage
Maya Rao, Solutions Engineer · May 16, 2026 · 5 min read
What Stripe-scale support teams get wrong about triage
High-volume teams optimize resolution and ignore triage. At scale, triage is the bottleneck — here is why.
When support volume reaches the scale of a Stripe or a Shopify, teams pour effort into resolution speed — better runbooks, more engineers on rotation. The quieter problem is triage: the minutes spent deciding what each ticket is and who owns it, multiplied across thousands of tickets.
Triage cost is invisible
No dashboard shows "time spent triaging." It hides inside response time and context-switching. At scale, it is often the single largest line item — and the easiest to automate away.
Let the machine take the first pass
Auto-triage flips the default: every ticket arrives categorized, prioritized, and assigned, with a code-grounded diagnosis attached. Engineers stop sorting and start fixing. The same headcount clears a bigger queue.
Scale is where it compounds
A two-minute triage saving is noise on ten tickets and a full headcount on ten thousand. The bigger the queue, the more triage automation is the highest-leverage change you can make.