Expand one keyword into complete topical coverage

Query Fan-Out Coverage

Expand a single seed query into 10–20 related, intent-diverse queries and see how well your content covers them. Identify strengths, partial coverage, and gaps — then turn them into actionable tasks.

Tagline Loop

Seed

Start with one query you want visibility for.

Expand

AI generates 10–20 natural variations across multiple intents.

Analyze

Check which queries your content fully, partially, or fails to cover.

Optimise

Fill the gaps with new sections or content updates to boost authority.

What is Query Fan-Out Coverage?

🔎 Go Beyond One Query — Cover the Whole Cluster

LLMs don’t cite content for one keyword match — they reward complete topical coverage. Query Fan-Out Coverage shows whether your content answers all the related queries a buyer (or AI) might ask.

You’ll see:

  • ✅ Queries your page already covers well.
  • ⚠️ Queries that are partially addressed.
  • ❌ Queries that are missing entirely.

 

How It Works

Seed Query

Enter the main query you want visibility for.

Step 1

Fan-Out Generator

Expands into diverse query types: Informational, Transactional, Comparison, How-to, Brand.

Step 2

Coverage Analyzer

Checks your page content against these fan-outs using our LLM Judge.

Step 3

Coverage Score & Tasks

Shows % coverage and generates tasks (update freshness, add missing section, or create a new page).

 

Step 4

👉 Every query cluster becomes a roadmap for improving AI visibility.

🚀 Why Query Fan-Out Coverage is Critical for LLM SEO?

  • AI platforms value completeness, not just keyword targeting.
  • Covering fan-out queries increases chances of citation in ChatGPT, Perplexity, Google AI.
  • Expose hidden opportunities you didn’t know you were missing.
  • Prioritise content improvements with data-backed tasks.
  • Build authority by proving topical depth.

From Seed Query to Full Coverage

Seed Query: “best local citation services”

  • Initial coverage = 40% (4/10 queries covered)
  • Missing → “local citation pricing”, “citation vs directory listing”
  • After adding sections on pricing + competitor comparisons, coverage = 80%
  • Result → Page becomes far more likely to be cited in ChatGPT, Perplexity, and Google AI Overviews.

FAQ

We're here to help

Got questions? We’ve got answers. Explore common queries about our platform, pricing, features, and support.

Fan-out is expanding one query into 10–20 natural variations across different intents (informational, transactional, comparison, etc.).

Cover More Queries Win More Citations

Move beyond keywords — optimise for query clusters. See your coverage score and start filling the gaps today.

Leveraging cutting-edge AI technologies into your workflow, driving efficiency, innovation, and growth.

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