What does it read, and what does the output contain?

The ticket and call records you authorize, and nothing else. The output carries themes and the records behind them, with no customer name, no quoted sentence and no detail by which anybody could be identified. Where the records do not support a theme it says so rather than filling the gap, and the audit establishes which sources are in scope.

Does it tell you how satisfied customers are?

No. It says what customers raised and how much of that it can trace to a record. It states no satisfaction, retention, deflection or revenue outcome, and a count of themes is no measurement of a feeling. That is also what separates this from reporting that normalises defined metrics across channels, which is a different page.

Everybody knows what customers keep saying, roughly

Today

The theme is an impression somebody formed, and nobody can check it

Everybody half knows what customers keep saying, and nobody has written it down.
The summary that does get written comes from whoever happened to be on the calls that month, and it falls apart the moment somebody asks which records it came from.
The awkward minority view has usually been smoothed out of it on the way.
The answer was sitting in your own records the whole time, unread.

With agents

Themes you wrote down, with the records that produced them still attached

A theme stops being an impression.
The awkward minority view survives the summary.
What nobody had a category for becomes visible.

How an agent runs it

Your records already hold the answer, and reading all of them is the part nobody has time for. This workflow groups what customers said against themes you wrote down, and keeps every theme traceable to the records behind it.

Takes

Reads the ticket and call records you authorize, from the sources you name, and nothing else.

Groups

Places what customers said into the themes you have written down, and names the language that fits no theme rather than forcing it into the nearest one.

Attaches

Puts the source records on every theme, so a theme can be opened and checked, and counts nothing it cannot trace to one.

Keeps

Holds disagreement as disagreement rather than averaging two opposite things into a single line.

Drafts

Writes the summary for the owner, with each theme tied to the records behind it and no customer identifiable in it.

Human gate

Nothing is circulated or acted on until the owner accepts it. What a theme means and what to do about it are that owner's, no theme is stated as a satisfaction, retention or revenue outcome, and the reading can be done by hand at any point without the agent, because the records and the themes are yours rather than the agent's.

Records

Keeps the themes, the sources and the accepted summary, so the next cycle starts from the record rather than from scratch.

Results

What changes when a theme carries its own evidence

A theme you can check

Every theme carries the records it was built from, and any of them can be opened.

The minority view survives

Disagreement is held as disagreement rather than averaged into one line.

What had no category yet

Language that fits no written theme is named instead of being pushed into the nearest one.

Where this fits

Workflow / Automate a Workflow

Tier 1 through the Automate a Workflow door: one process end to end, from the records you authorize to a themed summary an owner accepts. What a theme means and what to do about it are a person's, and no theme is an outcome claim. It extends toward a customer operations role and then a customer operations back office, as a possible next step rather than a promised state; How It Works shows how the acceptance gate is built.

Tier 1 / Prove

How It Works

Questions, answered

The owner, and nothing is circulated or acted on until they accept it. The workflow names themes and attaches records, and it concludes nothing. What fits no theme goes to that owner rather than into the nearest category, and the records and the themes live in your systems, so the reading can be done by hand without the agent.

AI Opportunity Audit

Bring a stretch of tickets and see which themes actually hold

Bring one month of records from a single channel to the audit, with the themes you already believe are in there, and see which of them the records support.

Book an audit