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The Customer Service Operations Blog
Practical writing about multilingual support, ticket automation, and ops tooling. No AI hype.
Feb 14, 2024
How AI Resolves Multilingual Tickets Without Losing Meaning
Mar 18, 2024
Building Language Routing at Scale: What Generic LLMs Get Wrong
May 2, 2024
The CX Ops Guide to AI Deflection: Metrics That Actually Matter
Jun 19, 2024
When to Escalate vs. Automate: A Decision Framework for Support Teams
Aug 7, 2024
Measuring First-Contact Resolution When AI Is in the Loop
Sep 24, 2024
The Spanish-Language Support Automation Playbook
Nov 6, 2024
Routing Logic Explained: How Queryvine Decides Who Gets the Ticket
Jan 15, 2025
From Queue Overflow to 70% Deflection: A 90-Day Onboarding Story
Mar 3, 2025
Multilingual Customer Experience Benchmark: What Support Teams Are Getting Right (and Wrong) in 2025
Apr 18, 2025
Why the Ticket Handoff Context Matters More Than the Resolution Rate
May 27, 2025
Arabic-Language Support Teams and AI Readiness: What the Data Shows
Jul 9, 2025
Why Language Detection Fails in Generic LLMs (and What to Do Instead)
Oct 14, 2025
Support Ops Tooling in 2026: Where AI Fits and Where Humans Still Win