Operations Blog.
Practical advice on CX automation, AI ops, and building customer operations that scale.
Latest articles.
Shadow Mode: How to Test AI in Production Without Risk
Run every AI decision in parallel with your human agents. Compare results side-by-side before flipping the switch. Here's how shadow mode works.
Cutting Cost-Per-Ticket by 60% Without Sacrificing Quality
The math behind AI-assisted customer operations. Real numbers from real deployments — not vendor marketing slides.
Conversation Intelligence: Beyond Sentiment Scores
Sentiment analysis is table stakes. Here's how to extract actionable insights from every customer interaction — intent, resolution quality, and escalation patterns.
Voice AI for Call Centers: What Actually Works in 2026
IVR routing, real-time transcription, agent coaching — separating the hype from the deployable. A practical guide to voice AI in customer operations.
Building an AI Layer on Top of Kustomer CRM
A technical deep-dive on integrating AI classification, auto-reply, and conversation intelligence directly into your Kustomer workflows.
Structuring Your AI Ops Team: Roles, Skills, and Hiring
You don't need a team of ML engineers. Here's the lean team structure that actually works for deploying and managing AI in customer operations.
Proactive Communication: Fix Problems Before Customers Complain
The best customer service ticket is the one that never gets created. How proactive outreach about delays, stockouts, and issues reduces inbound volume by 20-30%.
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