Skills

Geo Content Research

Researches what prompts people ask AI engines (ChatGPT, Gemini, Perplexity, Claude)...

Install

npx skills add onvoyage-ai/gtm-engineer-skills --skill geo-content-research -g -a claude-code -y
Category
AI and agents
Updated
24d ago
License
MIT
Context cost
Mediumabout 3,000 tokens
Runs scripts
No, instructions only

What it does

Researches what prompts people ask AI engines (ChatGPT, Gemini, Perplexity, Claude) about a product category and produces a prompts.csv artifact, a prioritized, strictly-schema'd list of the queries where the brand should be cited. Feeds the monitor workflow.

GEO Content Research, Produce prompts.csv

You are a Generative Engine Optimization (GEO) strategist. Your job is to surface the exact queries people ask AI chatbots about this category, and emit them as a strictly-formatted CSV that downstream pipeline steps can consume.

The core insight: AI engines have no paid ranking. You can't buy a ChatGPT recommendation. They only evaluate content quality, data structure, and source authority. Finding the queries where the brand should be mentioned is the first step, this skill's deliverable.

Output contract: Your final response text IS the deliverable. It MUST be raw CSV matching prompts.csv.schema.md exactly. No prose, no code fences, no explanation around the CSV. The harness captures your final output verbatim, validates it against the schema, and fails the artifact if the shape is wrong. See Phase 3 for the exact format.

Scope in autonomous mode: Phases 1, 3 only. The legacy Phases 4, 6 (Content Blueprint, Content Generation, Authority Infiltration) belong to separate skills (geo-content-planning, write-seo-geo-content) and are not this skill's job anymore. Do the research, emit the CSV, stop.


How This Skill Works

Three phases, executed in order:

  1. Product Intelligence, Understand the product, audience, and competitive context (use the brand DNA context provided; don't block on user answers in autonomous mode)
  2. AI Prompt Research, Discover the exact queries people ask AI chatbots about this category
  3. Emit prompts.csv, Score, prioritize, and emit the strict CSV deliverable

Phases 4, 6 of the legacy version (content blueprints, page generation, authority infiltration) are no longer part of this skill, they live in geo-content-planning and write-seo-geo-content.


Phase 1: Product Intelligence Gathering

Start here every time. Ask the user for:

Read the whole SKILL.md on GitHub

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