Skip to main content
Back to the field guide

A field guide to the /echo-segment skill

AI User Segmentation and Personas

Personas built from one source mislead. /echo-segment combines analytics, CRM, support, reviews, and interviews into personas with confidence levels per attribute.

Echo · User Research6 min readDecember 30, 2025

Personas built from one data source mislead. Analytics-only personas describe behavior without context; interview-only personas describe motivation without scale. The team that picks one method ends up with a persona that captures part of the truth and is wrong about the rest.

The /echo-segment skill combines analytics cohort data, CRM attributes, support ticket patterns, app store review analysis, and qualitative interview signals into multi-source personas. Each persona has goals, pain points, behavioral patterns, distinguishing characteristics, and confidence levels per attribute (high if validated by multiple sources, lower if from one).

Tonone's /echo-segment skill builds personas from multi-source data with confidence levels per attribute.

Install

/echo-segment 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-segment do?
It builds user personas from multi-source data with confidence levels per attribute.
How do I install /echo-segment?
Install Tonone for Claude Code via tonone.ai/get-started.

Pairs well with