agency-ai-citation-strategist

Audit AI citation visibility across ChatGPT, Claude, Gemini, and Perplexity.

Updated Apr 11, 2026
One-click install
npx skills add https://github.com/omeraltn/ice_cream_website_testing --skill agency-ai-citation-strategist-omeraltn
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: agency-ai-citation-strategist
Source: https://github.com/omeraltn/ice_cream_website_testing/tree/main/.antigravity/agency-ai-citation-strategist
Command: npx skills add https://github.com/omeraltn/ice_cream_website_testing --skill agency-ai-citation-strategist-omeraltn

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Brands and content teams lose visibility in AI assistants because AI engines synthesize answers and cite sources using signals different from traditional SEO; this Skill audits those gaps and prescribes prioritized content and schema fixes to improve citation likelihood across major AI platforms.

Core Features & Use Cases

  • Multi-platform citation auditing: Run prompt sets across ChatGPT, Claude, Gemini, and Perplexity and record who is cited and when.
  • Lost prompt analysis & competitor mapping: Identify queries where the brand should appear but competitors are cited, and surface why those competitors win.
  • Fix pack generation: Produce prioritized implementation plans (FAQ/schema/comparison content) with expected citation impact and a 14-day recheck schedule.
  • Scorecards & tracking: Deliver citation rate scorecards, share-of-voice metrics, and recheck comparisons to measure improvement over time.
  • Use Case: A DTC e-commerce brand maps 40 customer prompts, recovers FAQ-style queries by adding FAQ schema, and improves citation rate across three AI engines.

Quick Start

Audit my brand across ChatGPT, Claude, Gemini, and Perplexity using a 20–40 prompt set and deliver a citation audit scorecard plus a prioritized fix pack.

Frequently Asked Questions about agency-ai-citation-strategist

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I audit my brand's AI citation visibility across ChatGPT and Perplexity?

To audit AI citation visibility, run a 20-40 prompt set across ChatGPT, Claude, Gemini, and Perplexity to record citations and generate a citation rate scorecard with share-of-voice metrics. This identifies where competitors are cited instead of your brand.

Why does AI citation analysis show competitors cited instead of my brand?

AI citation analysis shows competitors cited because AI engines synthesize answers using signals different from traditional SEO. A lost-prompt analysis identifies specific queries where competitors win and surfaces the content gaps causing them to be cited instead of your brand.

What is the best way to improve AI citation share-of-voice for e-commerce categories?

The best way to improve AI citation share-of-voice is to apply a prioritized fix pack generating FAQ and schema markup recommendations. This targets consumer product queries and includes a 14-day recheck schedule to measure citation rate improvements.

Can I track AI citation rate improvements over time for my DTC brand?

You can track AI citation rate improvements using scorecards and recheck comparisons that measure share-of-voice over time. By mapping customer prompts and applying schema fixes, a DTC brand can verify citation rate recovery across three AI engines.

Does schema markup help recover lost AI assistant queries for consumer product brands?

Schema markup helps recover lost AI assistant queries by providing structured signals that AI engines use to synthesize answers. Adding FAQ schema specifically targets consumer product queries where competitors are currently cited, directly supporting citation improvements.

What goes into a fix pack for boosting AI recommendation visibility?

A fix pack for boosting AI recommendation visibility includes prioritized implementation plans for FAQ, schema markup, and comparison content. It provides expected citation impact levels and a 14-day recheck schedule to verify share-of-voice improvements.