What is seo-ai-search-share-of-voice?

A report that compares how often a website or brand is mentioned or cited by major AI search services against competitors. AI search services include ChatGPT, Perplexity, Gemini, and Google’s AI results.

Use it to measure AI-search visibility by engine and country, compare domains and brands, identify topic areas each competitor owns, and find visibility gaps.

Traditional search rankings do not show how visible a brand is in AI-generated answers. This comparison reveals which topics competitors appear in and where the target brand is missing.

seo-ai-search-share-of-voice — Skill for Claude Code by amirjahfar1

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent

npx skills add amirjahfar1/automate-seo-with-claude --skill seo-ai-search-share-of-voice

Clone the repo

git clone --depth 1 https://github.com/amirjahfar1/automate-seo-with-claude

Made for: Claude Code.

Or install seo-skills, the plugin that ships this one along with the rest of its 26 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/skills/amirjahfar1/automate-seo-with-claude/seo-ai-search-share-of-voice/github.svg)](https://agentmods.dev/skills/amirjahfar1/automate-seo-with-claude/seo-ai-search-share-of-voice)

Your own site

<a href="https://agentmods.dev/skills/amirjahfar1/automate-seo-with-claude/seo-ai-search-share-of-voice"><img src="https://agentmods.dev/badge/skills/amirjahfar1/automate-seo-with-claude/seo-ai-search-share-of-voice/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/amirjahfar1/automate-seo-with-claude/seo-ai-search-share-of-voice"><img src="https://agentmods.dev/badge/skills/amirjahfar1/automate-seo-with-claude/seo-ai-search-share-of-voice.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 109 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 1,375 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00109	$0.01375
Opus 5	$0.00055	$0.00687
Sonnet 5	$0.00022	$0.00275
Haiku 4.5	$0.00011	$0.00137

Measured 12d ago against content hash d8a3f6bf22c2, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

seo-ai-search-share-of-voice scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/seo-ai-search-share-of-voice/SKILL.md · 100 lines

How it starts

The opening of the file, as written. The whole thing — 100 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Example output: examples/seo-ai-search-share-of-voice-wix-com-20260427/REPORT.md

Compare AI-search visibility for a target brand against competitors across every major LLM engine, then analyse the topic clusters each brand owns and where gaps exist.

Prerequisites

DataForSEO MCP server connected.
User provides: (a) target domain and its brand name, (b) list of competitor domains and brand names, (c) country (default: us), and (d) optionally, which engines to analyse (default: all supported: ai-overview, chatgpt, perplexity, gemini, ai-mode).

Process

Leaderboard snapshot mcp__dataforseo__ai_opt_llm_ment_top_domains + mcp__dataforseo__ai_opt_llm_ment_agg_metrics; Google AI Overview presence from mcp__dataforseo__serp_organic_live_advanced (AIO block)
- Pull the LLM-mention leaderboard (top cited/mentioned domains) for the target domain's category in the target country; for the AI Overview engine, read the AIO citation block from serp_organic_live_advanced on the category's seed keywords.
- Capture mention counts and share percentages per engine, per domain.
Heatmap table
- Build a table: rows = domains (target + competitors), columns = engines, cells = % share of voice.
- Highlight the leader per engine and the worst performer.
Prompt sampling per domain mcp__dataforseo__ai_opt_llm_ment_search, mcp__dataforseo__ai_opt_llm_ment_top_pages; for actual answers mcp__dataforseo__ai_optimization_chat_gpt_scraper / mcp__dataforseo__ai_optimization_llm_response
- For each domain (target and each competitor):
  - Use ai_opt_llm_ment_search to pull prompts/queries where the domain appears as a cited source (link mention) and where the brand is mentioned by name; ai_opt_llm_ment_top_pages surfaces the specific pages cited.
  - Where a live answer is needed to confirm a mention, scrape it with ai_optimization_chat_gpt_scraper (ChatGPT) or ai_optimization_llm_response (other models).
- Save query text and the exact sources cited so the user can validate.

Read the full file on GitHub · 100 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

12d ago First seen · 100 lines · 109 tokens per session scan A d8a3f6bf22c2

Subscribe to this mod's changes

seo-ai-search-share-of-voice is a skill published in the GitHub repository amirjahfar1/automate-seo-with-claude (2 stars, last pushed 3mo ago), licensed MIT. It adds 109 tokens to every session and 1,375 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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