git:20260829.a3e03fc to git:20260829.2464776

6 added, 6 removed. Audit A to A.

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name: voice-of-customer

- description: Builds the loop from what customers say to what gets changed — collecting feedback, distinguishing signal from noise, routing it to owners, and closing the loop back to the customer. Use this to set up a feedback programme, design or interpret CSAT/NPS, decide what customer feedback deserves action, get product to act on recurring issues, or diagnose why feedback is collected but nothing changes.

+ description: Builds the loop from what customers say to what gets changed — collecting feedback, distinguishing signal from noise, routing it to owners, and closing the loop back to the customer. Use this to set up a feedback program, design or interpret CSAT/NPS, decide what customer feedback deserves action, get product to act on recurring issues, or diagnose why feedback is collected but nothing changes.

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# Voice of customer

- Most feedback programmes collect diligently and change nothing. The collection is the easy half; the

+ Most feedback programs collect diligently and change nothing. The collection is the easy half; the

loop is the whole value.

## Sources, weighted honestly

- **Support contacts** — the highest-volume and least *prompted* source, and the most under-used.

People contacting you have a real problem nobody asked them about. But the sample is strongly

self-selected: it excludes everyone who silently churned, worked around the problem, or would

never contact you. Treat it as operational evidence to be normalized per active account and

- triangulated against churn and behavioural data — never as representative of the customer base.

+ triangulated against churn and behavioral data — never as representative of the customer base.

- **Churn and loss reasons** — the most valuable and most under-sampled. People leaving have no

reason to be polite.

- **Interviews** — depth, small n, best for understanding *why* something in the data is happening.

- **Surveys** — breadth, and only meaningful once you know what to ask.

- **Public reviews and forums** — biased toward extremes, useful for what people say when you are not

in the room.

Anything a customer built a workaround for outranks anything they merely said in a survey.

## On CSAT and NPS

Both are useful as trends and misleading as targets. The moment a team is measured on a score, the

- score improves faster than the experience does — asking at the favourable moment, coaching for the

+ score improves faster than the experience does — asking at the favorable moment, coaching for the

rating, excluding difficult segments.

Treat the score as a prompt for the free-text answer, which is where the information is. Segment

before concluding: an overall score is an average of experiences that have nothing in common.

- Never target a number without also watching the behaviour it is supposed to predict.

+ Never target a number without also watching the behavior it is supposed to predict.

## Turning feedback into change

The failure is not collection, it is triage. Feedback needs:

- **Categorization against a stable taxonomy**, so volume per cause is countable across periods.

- **Quantification.** "Several customers mentioned" loses every argument. "Eighty-one contacts this

quarter, four percent of active accounts, twelve of them on enterprise plans" wins.

- **A named owner per theme**, outside the feedback function. A theme owned by the team collecting

it goes nowhere.

- **A standing review** where product, support, and success look at the same list together.

Distinguish requests from problems. Customers describe solutions; your job is to recover the problem

underneath, because the request is often not the best fix for it.

## Closing the loop

Tell the customer what changed and that they prompted it. Almost nobody does this, which is exactly

why it works — it converts a complainer into someone who reports the next issue instead of leaving.

Also close it internally: show the support team what shipped because of what they escalated, or they

stop escalating.

## Never

- Report themes without volume.

- Let one loud enterprise account set the roadmap without checking how widely the problem is shared.

- - Run a programme with no mechanism for anything to change as a result. That is a survey habit, not

+ - Run a program with no mechanism for anything to change as a result. That is a survey habit, not

a feedback loop.