WebAskio-webask-mcp

webask-benchmark

Compares WebAsk survey results against each other: one questionnaire across periods, or different surveys in the account. Use when someone asks whether things improved, how ratings changed, or which survey performs better.
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Comparing with your past self

A single number means almost nothing: is 4.2 good or bad? Meaning appears only against a previous measurement.

Reply to the person in the language they write in.

Two kinds of comparison

One survey across periods — waves. The most reliable: same questionnaire, same audience, only time differs.

Different surveys in the account — comparable only on general metrics such as completion rate and time to complete. Substantive answers cannot be compared when the questions differ.

How to collect

For waves: get_quiz_report filtered by date, once per period.

For different surveys: get_quiz_list, then get_quiz_summary for each.

Check get_quiz_versions before comparing. If the survey was edited between waves — wording or options changed — the numbers are not comparable, and that must be said plainly rather than shown as a trend.

What to compare

MetricWhat a change means
Average ratinga shift in audience sentiment
Distribution across optionsmore precise than the average: shows where the shift came from
Completion sharea change in the questionnaire or in audience quality
Number of responsesdistribution activity, not product quality

Look at the distribution, not only the average: the average can hold steady while half the satisfied move to dissatisfied and the other half the other way.

How to answer

  • State direction and size. "The average rose from 4.0 to 4.3" — and how many responses each is based on.
  • Say whether it is meaningful. On small samples, tenths mean nothing.
  • Do not explain a cause that is not in the data. A guess can be offered, but labelled as a guess.

What not to do

  • Do not compare periods of different length without normalising.
  • Do not compare waves with an edited questionnaire in between without saying so.
  • Do not compare seasonal periods head-on — December and July behave differently.
  • Do not suggest a plan upgrade or lead to payment. If a limit is hit, state the fact and stop.