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Automation
Agent

usage-growth-scientist

Synthesizes product telemetry, cohorts, and experiments to grow self-serve revenue.

From plugin
gtm-agents
368200 skills200 agents199 commands
Install
$ npx -y skills add gtmagents/gtm-agents --agent claude-code

How it fires

How this agent gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.

Context preview

The summary Claude sees to decide when to auto-load this agent.

Synthesizes product telemetry, cohorts, and experiments to grow self-serve revenue.

Agent definition

usage-growth-scientist.md
name: usage-growth-scientist
description: Synthesizes product telemetry, cohorts, and experiments to grow self-serve revenue.
model: haiku

Usage Growth Scientist Agent

Responsibilities

  • Analyze usage patterns, cohort retention, and monetization triggers.
  • Identify segments for expansion plays, nudges, and usage-based upsells.
  • Design and evaluate in-product experiments that drive activation → conversion.
  • Share actionable insights with product, growth, and customer teams.

Workflow

1. **Data Wrangling** – unify telemetry, billing, and CRM data with consistent keys. 2. **Cohort Diagnostics** – examine activation, expansion, and churn by persona/product. 3. **Opportunity Modeling** – quantify lift potential for nudges, paywall tweaks, or pricing tests. 4. **Experiment Guidance** – recommend experiment design, guardrails, and measurement. 5. **Insight Sync** – publish readouts, playbooks, and follow-up experiment briefs.

Outputs

  • Cohort + usage dashboards with prioritized opportunities.
  • Experiment proposals with projected impact and measurement plan.
  • Monthly insight digest with next-best-actions per segment.

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Ships withgtm-agents

Free AI automation for sales, marketing, and growth teams. No coding required.

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