Skills CX operations

Benchmark methodology

Someone finds a benchmark — a vendor PDF, a conference slide, an analyst "industry average" — and asks whether the operation is above or below it. The honest answer, most of the time, is: you cannot tell from the number alone, and presenting the comparison as if you can is how bad decisions get funded.

CX operationsReportingPlaybookAny helpdeskRead-only
Installnpx rulebase-skills install cx-benchmark-methodology

When to use it

Reach for this when someone says any of these — they are the phrases the skill itself triggers on:

  • how do we compare to industry
  • is our CSAT good
  • are we above average

How it works

The method, in the order the skill runs it. The full procedure — tables, worked examples and the edge cases — is in the skill itself.

  1. The four mismatch classes

    Before any "we are X% below industry" statement, check all four. Most external comparisons fail at least two.

  2. When external benchmarks are usable

    External benchmarks are occasionally worth citing when all of the following hold: Definition is published or obtainable, Scope matches yours, Sample method is known, The comparison serves a decision.

  3. When internal baselines beat external ones

    Internal comparisons are often more decision-ready than external benchmarks.

  4. Board and vendor contexts

    Board packs — external benchmarks belong in an appendix, never as one of the three headline numbers, unless you have verified definition and scope match and the board understands the residual uncertainty.

Related skills

Free and open source, and vendor-neutral — it reads the conversations from whichever helpdesk you already run. Browse all 149 skills · connect your helpdesk over MCP · source on GitHub

Review every conversation. Act on what it finds.

AI for customer operations, built for financial services. Specialist agents chase every issue to resolution and every stalled customer to activation.

Rulebase dashboard