Insights on AI customer support
Guides, research, and playbooks on AI customer support — architecture, migration, knowledge bases, pricing, and retention.
Jul 2, 2026 · 6 min read
How to plan your AI support volume: quotas instead of surprises
A practical method for estimating how many AI replies your support actually needs per month — baseline volume, automatable share, seasonality buffer — and turning the estimate into a fixed pool instead of a metered bill.
Read moreJun 24, 2026 · 5 min read
Forecasting ticket volume as your store grows
Support volume follows orders — which makes it forecastable. A three-layer model built on seasonality, promo waves and growth drift, and how it picks your AI pool size.
Read moreJun 5, 2026 · 6 min read
Why overage billing exists — and how to avoid it
Overage charges are an incentive structure, not an accident. A breakdown of the three support-tool pricing models by bill predictability, the four clauses that smuggle overage into “simple” contracts, and the questions that keep your bill flat.
Read moreMay 20, 2026 · 5 min read
When to trust an AI answer: quality signals for support teams
Trust in AI support answers should be earned, not assumed. Five observable quality signals — grounding, scope, consistency, escalation, honest metrics — plus an audit routine.
Read moreApr 8, 2026 · 5 min read
Night and weekend coverage without a night shift
Up to half of store contacts arrive outside office hours. How an AI front line plus a morning escalation queue covers nights and weekends — without hiring a night shift.
Read moreMar 17, 2026 · 5 min read
Deflection rate: how to measure it without fooling yourself
Deflection rate is the most gamed metric in support. The five counting tricks that inflate it, an honest measurement method, and the companion metrics that keep it true.
Read moreFeb 10, 2026 · 5 min read
Support cost per order: the e-commerce math
A working formula for support cost per order, benchmark ranges for online stores, and the two levers — contact rate and cost per contact — that actually bring it down.
Read moreJan 14, 2026 · 5 min read
How much support can AI actually resolve? Setting honest expectations
What share of support can AI honestly resolve? Realistic ranges by question type, the four factors that set your rate, and the levers that raise it without gaming the metric.
Read more