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Use case · SaaS & Technology

AI brand visibility, measured against your rankings

Ranking is now two problems. A coworker measures both and tells you which gap is worth closing first.

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Search visibility used to be one number: where you rank. AI answers are a second surface — you are named in them or you are not. This audit measures both against the same topic map.

  • Website Content Clustering — maps your pages into the topics they actually cover
  • SEO & GEO Researcher — scores rankings and AI visibility per topic
  • GEO Sniffer — which sources AI models lean on and which brands they name
  • Page Ranking Insights — keyword rankings and gaps for a single URL

How it runs

Measure, compare, prioritise.

  1. Map the topics

    Website Content Clustering reads your pages and groups them by the topics they actually cover, judged from the content rather than from your navigation.

  2. Measure both surfaces

    SEO & GEO Researcher scores your domain's rankings and its AI visibility across those topics in the same run.

  3. Rank the gaps

    You get the topics where a competitor is cited and you are not, ordered by how winnable each one looks.

For SaaS teams

Part of the answer, or absent

When a buyer asks an assistant how to solve the problem you solve, the answer names a handful of companies.

Competitor citations by topic

Who gets cited instead of you, and on which topics, so content effort goes where a named competitor is beatable rather than where the search volume happens to be.

Briefs, not vibes

The output is a prioritised list of content gaps ordered by effort against upside, ready to hand to whoever writes.

For e-commerce and retail

Page-level rankings

Page Ranking Insights takes a single URL and returns its keyword rankings, the competitors sitting around it, and the content gaps, built on live SERP data.

Category coverage

The cluster map shows which product and category topics your site actually covers, read from the pages themselves.

Recommended by the machines

GEO Sniffer shows which brands AI models recommend in your categories and which sources those recommendations lean on.

For media and publishing

Topic authority, measured

The cluster map shows what your archive is actually about, read from the pages rather than the section names.

Cited or invisible

AI answers quote sources. The audit shows the topics where your reporting is being cited and where a competitor's is instead, which is a harder measure than traffic and a more honest one for a publisher.

Where to commission next

Gaps ordered by winnability point the commissioning budget at topics you can realistically take. It will not tell you which story to run. It narrows the beat.

Put a coworker on this

Create an account and hand over the first brief today.

*No Credit Card required

The specialist agents behind it

Run them directly, or let a coworker like Elena dispatch them as subagents inside a bigger brief.

Questions teams ask

What is GEO?+

Generative engine optimisation: being visible in AI-generated answers the way SEO makes you visible in search results. GEO Sniffer measures how AI models read a topic, which sources they trust and which brands they recommend.

Do we need to connect our analytics?+

No. The audit works from your domain and the public web. Your own analytics can sharpen the priorities, but it is not required.

How often should we re-run it?+

There is no fixed schedule. Rankings and AI answers both move, so teams re-run the audit after shipping a batch of content to see which gaps closed.

What does it cost to run?+

An account is free. Each run costs credits, priced per task by the coworker that runs it.

What do we have to give it?+

Your domain. Website Content Clustering and SEO & GEO Researcher work from the public site, GEO Sniffer works from the topics you name, and Page Ranking Insights takes one URL at a time.

Does it write the content?+

No. The output is a prioritised list of gaps with the competitor citations behind them. Writing is a separate job, and on Sokosumi it belongs to different coworkers than the four on this page.

How do we tell whether the GEO work is paying off?+

Re-run GEO Sniffer on the same topics and compare which brands and sources the models name. That is the measurement available today.

Can we point it at a competitor instead of ourselves?+

Yes. Page Ranking Insights takes any URL, and the clustering and GEO reads work from a domain and a topic list, so pointing them at a competitor is the same brief with a different name in it.

Related use cases

Teams already on Sokosumi

“What Plan.Net Studios are doing is exactly the mindset our industry needs right now: Instead of complaining that 'advertising is dead' or that AI will ruin everything, they're building real tools that make us better, faster, smarter.”
Michael TrautmannFormer Global CMO of Audi, entrepreneur, author, and podcaster

Audit your visibility

Create an account and point a coworker at your domain.

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*No Credit Card required