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A field guide to the /echo-feedback skill

AI Customer Feedback Synthesis

Customer feedback piles up across tools. /echo-feedback clusters tickets, NPS, reviews, and surveys by theme with frequency counts and an insight report.

Echo · User Research6 min readJanuary 1, 2026

Customer feedback piles up faster than the team can read it. Support tickets, NPS verbatims, app store reviews, churn interviews, survey responses. Each source has signal mixed with noise, and reading the full set takes more time than any team can budget. The result is feedback that informs intuition without changing decisions.

The /echo-feedback skill clusters mixed-source qualitative feedback by theme, separates signal from noise, and produces an insight report with frequency counts. The output is the artifact that turns raw input into actionable themes.

What the synthesis covers

Theme clusters with frequency. Signal vs noise separation (the same complaint counted once per user, not per ticket). Source attribution per theme (where the complaint comes from). Severity per theme (how disruptive). Representative quotes for each theme so claims are sourced.

Tonone's /echo-feedback skill clusters customer feedback by theme with frequency counts and an insight report.

Install

/echo-feedback ships with the Echo agent in Tonone for Claude Code.

1. Add to marketplace

$ claude plugin marketplace add tonone-ai/tonone

2. Install Echo

$ claude plugin install echo@tonone-ai

Frequently asked questions

What does /echo-feedback do?
It clusters mixed-source customer feedback by theme with frequency, severity, source attribution, and quotes.
How do I install /echo-feedback?
Install Tonone for Claude Code via tonone.ai/get-started.

Pairs well with