SEO Clustering Example: From Search Console Data to Content Plan

See exactly what SEOcluster.ai produces — real keyword clusters, prioritised opportunities, and editable content drafts, built from your Google Search Console data and site crawls.

Uses real Google Search Console queries
Semantic intent-based clustering

No credit card required

What Goes In — And What Comes Out

Input

  • •Google Search Console property (secure, read-only)
  • •Or uploaded keyword CSV

Output

  • Page ownership plan — pages to create, optimise, or merge
  • Supporting keyword clusters by intent
  • Quick win and striking distance opportunities
  • Combined content briefs for planned pages
  • Full landing pages and long-form content
  • SEO Strategy Draft (PDF)
  • Site Audit — technical issues, AI readiness report
  • URL Migration Map — confidence-scored redirects

One connection turns raw queries into a clear content plan.

Example: Page Ownership Plan — Your SEO Action Plan

Instead of working through hundreds of keyword clusters, SEOcluster.ai identifies the exact pages you should create, optimise, or merge.

Each planned page combines related keyword clusters (topic branches) into one actionable content plan — preventing cannibalisation and thin pages by design.

Example from a live seocluster.ai GSC run — Clustering results with the page ownership plan and what to do first.

🆕 Create

New topics with no existing coverage — build from scratch.

⚡ Optimise

Existing pages that can be strengthened with cluster keywords.

🔗 Merge

Topic branches that should be combined into comprehensive pages.

The page ownership plan is the strategic output of clustering — not raw data. The underlying clusters, matrix view, and scoring all feed into this actionable summary.

Example: Matrix View & Cluster Hierarchy

The Matrix View supports your page strategy — a structured overview of your entire topic landscape. Clusters are organised into Primary, Secondary, and Long-tail tiers, helping you understand why certain planned pages are recommended and how topics relate to each other.

Example output. URLs and client details are hidden for privacy.

⭐ Primary Topics

Core category clusters that anchor your content strategy — your most important landing pages.

📄 Secondary Topics

Supporting subtopics that build depth around primary themes.

📝 Long-tail Variations

Niche intents and specific queries to capture targeted traffic.

The Matrix View makes it easy to identify gaps in your topic coverage and plan content that builds comprehensive topical authority — without getting lost in individual keyword details.

Example: Smart Recommendations (5-Factor Scoring)

The Opportunity Score is a prioritisation framework — it helps you decide what to work on next, not predict rankings. SEOcluster.ai ranks clusters using a composite score built from five real performance signals.

Shown on SEOcluster.ai's own site data.

Signals included:

📊

Search Demand

📍

Current Position

🎯

CTR Gap

🔬

Topic Focus

🌍

Local Intent

Clusters are categorised as Quick Win, Strategic, Content Gap, or Monitor based on their composite score.

Example: Quick Wins & Striking Distance Opportunities

Keywords that are already close to page one represent your fastest path to more traffic. SEOcluster.ai surfaces these opportunities based on actual GSC performance data.

Example quick wins from a live seocluster.ai GSC run — position, impressions, and owner page.

Focuses on keywords already close to page one

Surfaces the fastest traffic gains

Based on actual GSC performance, not estimates

Example: Semantic Keyword Clusters

The List View shows the underlying cluster data — every keyword grouped by meaning and search intent. This is the source layer that powers the Matrix View, recommendations, and content briefs.

Shown on SEOcluster.ai's own site data.

Keywords are grouped by meaning and search intent, not just shared words. Each cluster maps to a single page or content asset.

Why Local Intent Matters

Traditional SEO tools may see "avian vet" ranking at position 22 and mark it as underperforming.

But they often miss that "avian vet perth" ranks position 1–2, meaning the site is already highly visible locally.

SEOcluster.ai detects local modifiers across 6M+ locations, separates local from national intent, and applies a local opportunity boost (internal prioritisation weighting, not a ranking guarantee) — so real opportunities are never hidden by misleading averages.

Example: URL Mapping & Action Recommendations

Each keyword cluster is automatically mapped to the URLs already ranking in Google Search Console. SEOcluster.ai then recommends one of five specific actions based on performance data.

Example output. URLs and client details are hidden for privacy.

Five recommended actions:

Optimize

Page ranks well — strengthen with cluster keywords

Strengthen

Untapped potential — improve content depth

Choose Primary

Multiple URLs compete — pick one and consolidate

Create

No URL exists — build a new page for this intent

Monitor

Page performs well — watch and maintain

URL mapping works automatically when you connect Google Search Console — no manual setup required. Each cluster shows its mapped URLs and recommended action in the dashboard.

Example: Non-Local & Commercial Intent Clusters

Not all search intent is local. SEOcluster.ai automatically distinguishes between local, national, and commercial-intent queries and clusters them accordingly.

In non-local datasets, clusters are prioritised without geographic weighting, focusing instead on search demand, current ranking position, CTR opportunity, and topic focus.

This ensures national content strategies, product pages, reviews, and guides are evaluated on their true optimisation opportunity — not diluted by local modifiers.

Example: AI-Generated SEO Content Brief

Example revamp brief for a live owner URL (AI SEO Audit) — structure and implementation path.

Page Edits: implementable patches for the selected ranking URL (not a blank-page draft).

Each brief includes:

  • Page title & meta suggestions
  • Structured H1–H4 outline
  • Key talking points
  • Intent-aligned FAQ section
  • Schema guidance (FAQ, LocalBusiness, Article)
  • Internal linking cues

Additional context

Briefs automatically incorporate your saved business profiles, ensuring services, locations, and branding remain consistent.

Pro users can also customise ROI assumptions such as conversion rate and customer value.

Example: Editable Landing Page Draft

Example generated page. URLs and client details are hidden for privacy.

Pages are generated in clean, editable formats so you retain full control over publishing, editing, and optimisation.

Example: Site Audit — Technical Health & AI Readiness

Enter any URL and the built-in crawler analyses every page for technical SEO issues, content quality, and AI search readiness. Results include a scored issue breakdown and two AI-generated reports: a technical audit and an AI readiness assessment.

Shown on SEOcluster.ai's own site data.

SEOcluster.ai Technical SEO Audit for seocluster.ai: an executive summary (44 URLs crawled, 30 indexable, sitemap coverage) and a HIGH sitemap coverage finding listing example pages crawled but not in the sitemap (open full-size screenshot)

Technical Audit Report

AI-generated analysis of crawl findings with prioritised fixes. Shown on SEOcluster.ai's own site data.

SEOcluster.ai AI Readiness tab for seocluster.ai: a checklist with 9 of 9 checks passed (home page indexable, snippets allowed, robots.txt access for Googlebot, Bingbot, OAI-SearchBot, Claude-SearchBot and PerplexityBot, sitemap, H1) and a robots.txt table separating search, training and user-fetch bots (open full-size screenshot)

AI Readiness Assessment

Checks for AI search readiness: indexing, snippets and AI-bot access. Shown on SEOcluster.ai's own site data.

22 Issue Types

Across 12 categories including meta tags, content, schema, images, and page experience.

GSC Enrichment

Connect Search Console to add real traffic data and detect orphan pages Google has indexed.

Competitor Analysis

Pro users get a head-to-head comparison against top organic competitors in their market.

Two input methods: crawl any live website directly, or upload Screaming Frog CSV exports for sites you've already crawled. Both produce the same comprehensive analysis.

Explore the AI SEO audit tool Review the AI search audit workflow

Example: URL Migration Mapper

Planning a site redesign or domain migration? Upload your old and new site crawls in Screaming Frog CSV format and get a confidence-scored redirect map to review. The tool cross-references Google Search Console data to prioritise redirects by actual traffic value.

Confidence Scoring

Each redirect is scored by content similarity so you can review borderline matches.

Traffic Prioritisation

GSC data ranks redirects by actual traffic value — highest-value pages first.

Orphan Detection

Flags indexed pages missing from the new site structure before you launch.

Optional AI review checks borderline matches and flags potential issues. The executive summary gives you a coverage percentage and highlights any gaps before you go live.

Explore the URL migration mapper See the redirect mapping workflow
Sample Screaming Frog inputs:old crawlnew crawl

What These Outputs Enable

Clear topical authority across your site
Fewer overlapping or competing pages
Faster content production
Better alignment with Google and AI search
Easier delegation to writers or teams
Clean, non-overlapping topic clusters
Automatic deduplication: Near-duplicate clusters may be merged during processing when intent is clearly identical. When topics are borderline similar, optional merge suggestions may appear for review. In clean datasets, no suggestions are shown — indicating well-separated intent and high-quality clustering.

Ready to Generate Your Own SEO Content Plan?

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Common Questions

Is this real Google Search Console data?

Yes. SEOcluster.ai uses your actual Search Console queries via secure, read-only access.

Can I export these outputs?

Yes. Clusters and briefs export to CSV and Word (.docx). Paid plans include SEO Strategy Draft PDF exports. Pro users can also export editable DOCX versions.

Does this work outside of local SEO?

Yes. Clustering works for local, national, and informational SEO strategies.

Does SEOcluster.ai include a site audit?

Yes. The built-in crawler analyses any website for 22 technical SEO issue types across 12 categories. It generates two reports: a technical audit with prioritised fixes, and an AI readiness report with a checklist of index, snippet and AI-bot access checks plus a review of headings and opening sentences. It doesn't measure visibility in ChatGPT or Google AI Overviews.

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