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Topical Cluster Generator: Structure Your Content Without Cannibalization

Scattered articles confuse Google and AI about what you actually master. The Topical Cluster Generator groups your keywords into clean clusters and removes duplicates before you publish, so every page attracts new visitors instead of competing with another.

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+3'000
users
Topical Cluster Generator

15,000+
SEO Issues Fixed

2,000,000+
Organic Visitors Added

45,000+
AI Visitors Generated

Your competitors already own entire topics, not just keywords

Competitors who rank consistently rarely win on a single article. They cover a whole topic with interlinked pages that reinforce each other, which is exactly what an aggregated competitor ranking across your GEO analyses reveals.

Without that structure, your own content stays scattered, and the Topical Cluster Generator is what turns isolated keywords into the same kind of topic coverage.

The Topical Cluster Generator starts from real keyword data

Clusters are not built from a random brainstorm. They start from the same keyword data Sorank already pulls from your competitors and your own website, the same pool used in Keyword Research.

This keeps every cluster grounded in actual search demand instead of topics that sound good but attract no traffic.

Anti-cannibalization keeps every cluster clean

Each cluster groups its keywords by silo, filterable by difficulty, and checks for overlap before anything gets added. If two keywords would push you to compete with yourself, Sorank catches it inside the cluster, not after you have already published two competing pages.

You end up with clusters built to grow your authority on a topic, not clusters quietly fighting each other in the search results.

MASSIVE SUCCESSES

Results from busy entrepreneurs

Google Search Console graph showing daily clicks and impressions rising from April 2025 to March 2026.Graph showing total clicks 39.5K and impressions 4.01M with 1% CTR and 8.6 average position.Line chart showing total clicks and impressions from Feb to Nov 2025 with a sharp rise in Nov.Graph showing daily total clicks and impressions rising over time, with clicks near 142K and impressions 7.91M.Graph showing rising total clicks and impressions over time with 143K clicks and 2.64M impressions.Line graph showing daily total clicks and impressions rising from December 24, 2025 to February 6, 2026.Line graph showing clicks and impressions from Feb 2025 to May 2026 with clicks rising sharply after Feb 2026.Line graph shows growth in clicks and impressions from May to September 2025 with daily data points.Graph showing rising daily total clicks and impressions from April 2025 to May 2026 with data highlights.SEO chart showing 28.6K clicks and 801K impressions with daily trends from 2/13/25 to 5/22/26.Graph showing daily total clicks and impressions from 4/18/26 to 6/7/26 with clicks at 7.49K and impressions 1.36M.Google Search Console chart showing 18.1K clicks, 1.11M impressions, 1.6% CTR, and 15.9 average position.Line graph showing daily clicks rising to 7.62K and impressions to 294K over time from Nov 25 to Mar 26.Line chart of daily clicks and impressions with 111K clicks and 4.26M impressions total.Line chart showing 3.18M clicks and 108M impressions with a spike between 3/9/26 and 6/6/26.

How it works ?

What is a topical cluster and why does it matter?

Pull keywords from your competitors and your site

Sorank gathers keywords from competitors cited by AI and top-ranking sites in your niche.

How does anti-cannibalization work inside a cluster?

Group them automatically into clusters

Keywords are organized into themed silos that reveal what content you are missing.

Where do the keywords inside each cluster come from?

Check for cannibalization before you publish

Every cluster is checked for overlap so no two pages end up competing for the same query.

THEY WIN WITH SORANK

Our clients' case studies

I specialized in GEO thanks to Sorank. The GEO Leaderboard allows me to show my clients their position vs competitors on ChatGPT. It’s a real commercial differentiator.

Mélanie

Note trustpilot 5/5 excellent avis
SEO Freelance

I’m a developer, not a marketer. My Shopify theme was selling only through word-of-mouth and ads. With Sorank I finally understood how to structure my SEO and write articles to rank. The audit showed my product page was too slow. In 2 months, my organic traffic doubled and I’m starting to appear in ChatGPT answers when people search for Shopify themes. All of that with about 2 hours per week.

Thème FullStack

Note trustpilot 5/5 excellent avis
Shopify Theme

I manage our dealership’s website and it had dozens of issues: slow pages, 404 errors, missing tags. We were losing rankings every month without understanding why. The Sorank audit detected everything in 5 minutes. I sent the report to our web provider with the priority fixes. We regained our rankings and traffic picked back up. Perfect for someone non-technical like me!

Xavier Breull

Note trustpilot 5/5 excellent avis
Marketing Manager

I’m a CMO for a SaaS and I manage acquisition in a very competitive market. We were investing heavily in our product but not working on our SEO. No visibility on our real competitors, no tracking of our presence in AI. Sorank showed us our positioning vs competitors, which keywords to target, and GEO opportunities we had completely ignored!

Louis RAPP

Note trustpilot 5/5 excellent avis
CMO SaaS

My search rankings improve day after day and I'm saving time.

Thank you again,

Karl from LV3D.

Karl Emerik

Note trustpilot 5/5 excellent avis
CEO LV3D

We are an Ads agency and we wanted to get our SEO back on track once and for all. Sorank gave us a clear view of our site, helped us prioritize optimizations, and properly structure our content. The tool is easy to use, well designed for a team, and very practical for centralizing tracking without having to juggle multiple platforms. A very solid foundation to start fresh with our SEO.

Gaspard Madoui

Note trustpilot 5/5 excellent avis
Ads Agency

Great service, works well for our website and helps us understand how to improve it to rank better on Google and elsewhere. Congrats, keep going, I recommend it.

Hugo T.

Note trustpilot 5/5 excellent avis
E-commerce merchant

For 2 years, 100% of my clients came from LinkedIn. Posting daily, commenting, DM follow-ups… totally dependent on the algorithm. I knew I needed to work on SEO but always postponed it: too long, too technical, not my job. With Sorank, I finally took the step. In 4 months, I generate 15 organic leads per month without posting anything. It’s not 50/50 with LinkedIn yet, but I sleep better knowing I now have a second lead source growing on autopilot.

Valentin Thomy

Note trustpilot 5/5 excellent avis
ColdMailing Agency

Schedule your demo

You don't have time and a big budget ?

You shouldn't need a full marketing team or expensive tools to grow. Sorank handles your entire SEO and AI visibility, so you save time and money.

Others

Feature

Cost

Keyword Analysis
516€
Rank Tracking
120€
Content generation
89€
Text optimisation
49€
Reporting
19€
Backlinks Analysis
499€
AI search analysis
499€
Automation
40€
Brainstoming SEO
80€
Technical audit
99€
Cluser Generator
60€

Total

2070€
99€

Founder’s Note.

Try for Free

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quote
I generated over €1M in revenue for my clients through my own SEO agency. Now, I’ve built Sorank to deliver those same results at scale.

After years of scaling businesses, I took everything I know about Google rankings and the new world of Generative Engine Optimization (GEO) and coded it directly into this software.

Sorank isn't just a tool; it’s my entire Search expertise running on autopilot for you.
Thibault Besson-Magdelain

Founder of Sorank

Sorank company GEO and SEO optimisation software

Frequently asked questions

What is a topical cluster and why does it matter?

A topical cluster is a group of related keywords organized into a silo that together demonstrate deep coverage of one subject, instead of isolated articles competing for attention. Search engines and AI models both rely on this kind of structure to judge whether a site genuinely masters a topic. Building clusters instead of random articles makes your authority compound instead of scatter. It is one of the strongest foundations for consistent rankings across an entire theme, not just single keywords.

How does anti-cannibalization work inside a cluster?

Before any keyword joins a cluster, Sorank checks it against the keywords already grouped there to detect overlap. If two terms would lead to two pages targeting essentially the same query, the conflict is flagged inside the cluster, before you publish anything. This prevents your own pages from competing against each other in Google's results. It runs automatically every time a cluster is built or updated. The result is a structure where every page strengthens the others instead of splitting your ranking potential.

Where do the keywords inside each cluster come from?

The same place as your broader Keyword Research: your competitors, your own website data and the GEO analyses Sorank runs across AI models. This means every cluster is grounded in real demand, not a manual brainstorm. You can filter clusters by keyword difficulty to prioritize what to tackle first. Once a cluster is ready, it slots directly into your content calendar for production.

How does Sorank compete with billion-dollar tools like SEMrush ?

We don't. Sorank isn't trying to be another SEMrush or Ahrefs. Those tools are built for datan we're built for agency workflows. Our features are designed to lighten your team's workload, not add more dashboards to check. We connect SEO and GEO insights directly to actions: audits, reports, client portals, everything your agency needs to deliver faster with less overhead. Less complexity, more output.

How much does Sorank cost ?

99€/month per client you manage. The more you scale your agency, the more you can deliver with Sorank — we grow with you. No bloated plans eating into your margins, no surprise fees, no paying for seats you don't use. You bill your clients, we help you deliver. Simple.

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