AI Share of Voice — Multi-Engine GEO Tracker

Track how visible your brand is across AI answer engines for the buyer questions that matter — with confidence scoring, competitor share of voice, citation-source mining, and ready-to-publish content to close the gaps.

AI answers are the new search results, and they change every day. Most GEO tools take a single snapshot of a non-deterministic engine and report a number you can't trust. This one samples each question N times and reports a visibility score with a confidence rating — the credibility gap the incumbents fall into.

Quick start

1. Fill in the input — set the fields in the input tab (prefilled with a working example).
2. Click Start — the Actor runs and writes one record per item to the dataset.
3. Get your data — export to JSON, CSV or Excel, or pull it via the API.

👉 Make this continuous with Citely

This actor gives you a one-time snapshot. Citely turns it into an always-on SEO + AEO system: weekly AI-citation / share-of-voice tracking with trends, a self-learning CTR title optimizer that auto-applies to your pages, Google Search Console insights with click-collapse alarms, and JSON-LD validation. Connect once, it runs daily → https://datatools-hub.vercel.app/citely

What it does

For each buyer prompt × engine, it:

1. Samples the answer N times → a visibility score (mention rate) with a confidence level and a noise flag
2. Computes share of voice vs. named competitors, and your average rank among recommended players
3. Mines the cited sources — which domains each engine cites (so you know where to earn a mention), flagging the ones you already own
4. For questions where you're invisible, optionally generates ready-to-publish content to help you get cited

Plus a run-level trend report: overall visibility, visibility by engine, top cited domains, and the content-gap list.

Engines

Works out of the box on OpenAI web search. Add your own keys and these activate automatically:

Engine	Enable with env var
OpenAI (ChatGPT-style web search)	OPENAI_API_KEY (included)
Perplexity (Sonar)	PERPLEXITY_API_KEY
Google Gemini	GEMINI_API_KEY
Google AI Overviews	DATAFORSEO_LOGIN + DATAFORSEO_PASSWORD

All queries go through official APIs — no scraping of consumer AI UIs.

Input

Field	Type	Description
brand	string	The brand to track. Required.
domain	string	Your domain — flags cited sources you own.
competitors	array	Competitor names for share of voice.
prompts	array	Buyer questions (leave empty to auto-generate).
promptCount	integer	How many to auto-generate (default 5).
engines	array	Which engines to use (default ["openai"]).
samplesPerPrompt	integer	Samples per prompt for confidence (default 5).
generateGapContent	boolean	Generate gap-closing drafts (default false).

{
  "brand": "Linear",
  "domain": "linear.app",
  "competitors": ["Jira", "Asana", "Trello"],
  "topic": "project management for software teams",
  "promptCount": 5,
  "samplesPerPrompt": 5
}

Output

One record per prompt × engine:

{
  "prompt": "What are the best project management tools for engineers?",
  "engine": "openai",
  "visibilityScore": 100,
  "confidence": "high",
  "shareOfVoice": 38,
  "avgBrandRank": 1,
  "competitorMentions": { "Jira": 2, "Asana": 2, "Trello": 1 },
  "citedDomains": [{ "domain": "toolradar.com", "count": 3, "youOwnIt": false }],
  "brandAbsent": false
}

Pricing (pay-per-event)

Event	When	Price
prompt-engine-checked	per prompt × engine (the N-sample batch)	$0.10
gap-content-generated	per gap-closing content draft	$0.25
trend-report	per run (aggregated rollup)	$1.00

Who it's for

Brands, SEO/GEO agencies, performance marketers and PMMs who need to measure — and improve — their presence in AI answers.

Notes

• Requires an OpenAI API key (OPENAI_API_KEY).
• Cost control: a daily schedule across many prompts × engines × samples adds up. Set a sensible maximum cost per run and start with a small prompt set.

Related actors

• AI Brand Visibility Tracker (GEO/AEO) — Track how visible your brand is in AI answer engines — are you recommended when people
• Competitor Pulse — AI Competitor Intelligence Monitor — Watch competitors holistically — pricing, website, hiring, tech, news and
• AI Citation Source Miner (GEO/AEO) — Discover which websites AI answer engines cite for your category — so you know where to