Field notes on customer-experience operations. Written for the people who run onboarding, billing, and support, not just measure them.
What contact center quality management software does across scoring, calibration and coaching, the manual versus AI auto-scoring coverage decision, the 2026 vendor consolidation, and what QA tools actually cost.
What complaint management software does, why CX complaint tools and regulated QMS complaint handling are different markets, when a help desk is already enough, verified 2026 pricing, and the five tests worth running in a demo.
What call center workforce management software does across forecasting, scheduling, intraday management and adherence, the adherence formula and realistic benchmarks, when a spreadsheet stops working, and what WFM tools cost in 2026.
How contact volume forecasting actually works: the workload formula, the five methods that cover most contact centers, how to measure forecast accuracy with MAPE and WAPE, published accuracy benchmarks, and when a spreadsheet stops being good enough.
The cost per ticket formula in full, what belongs in the numerator, a worked example for a 12 person team, 2026 service desk and per channel benchmarks, and the levers that actually move the number.
How to size a support team properly: the Erlang C staffing formula worked through end to end, shrinkage and occupancy benchmarks, why the shrinkage divisor is the step teams forget, and how to model chat and email when Erlang C no longer applies.
A working customer service QA scorecard template with weighted criteria, scoring scales, auto-fail rules and calibration practice, plus the weighting mistakes that quietly train a support team to sound good and resolve nothing.
An SLA commits you to a level of service and carries a penalty. A KPI measures performance internally and carries none. Here is how the same metric becomes each one, with a comparison table, support examples, and the percentile mistake that makes teams breach agreements they thought they could meet.
In B2B receivables a chargeback and a deduction are usually the same short payment described by two different departments. Here is the actual hierarchy, the reason codes behind it, and how to decide what to accept and what to dispute.
Showback reports IT and cloud costs back to the teams that caused them. Chargeback bills those costs to the team budget for real. Here is the difference, a worked example, when each one fits, and what breaks in practice.
Seven customer service workflow examples with the routing rules, owners, and exit criteria written out, plus the six-step process for designing your own and a fill-in workflow template.
How to write a customer service script: a fill-in template, a worked example of what a finished script looks like, the five marks of a good one, and how to test and roll scripts out without making your team sound robotic.