Fully Automated pSEO Pipelines (Seed → Clusters → Intent → Templates) - Are Ready!

[Tim]

Ok, I’ve just released the new major update to SCM.

This moves SCM closer to the pSEO integrated workflow, not individual tools.

The new 1-2-3 autonomous workflow:

1. Seed Expansion: Enter one seed topic. SCM will extract related topics from various online sources.
2. Vector Clustering: The system now uses word embeddings to mathematically group topics into clusters.
3. Priority-Weighted Intent Mapping: Every cluster is run through a classification system and automatically assigned an AI template.

Why this changes your pSEO workflow:

• Intent-Logic Parity: You don’t need to manually assign templates to topics any more. The system “knows” if a cluster needs a commercial layout or a technical guide.
• SERP Modeling: Instead of just “writing,” the new AI templates analyze the competitive landscape to ensure the output has the correct header hierarchy and info-density.
• Semantic Accuracy: Using word embeddings ensures your site has actual topical authority, rather than just being a list of similar-looking keywords.

Recent Fix: I just tuned the intent logic to ensure “Near Me” and “Cost” queries are correctly prioritized as Transactional/Commercial rather than Informational.

The update is live! Update via app or on our download page.

Drop a seed topic here if you want to see example output from the clustering system.

Looking forward to your feedback on the clustering and intent accuracy.

[Tim]

To kick things off.

I tested with this

“Industrial HVAC maintenance”

[Tim]

Here is a quick step - by - step of the entire process

Find the new topic cluster tool

1) Enter seed keyword

Search button will lock and progress of the topic cluster job will display

Wait for the process to complete.

The steps are

1. Find topics from Search suggest, Reddit and SERPS.
2. Cluster topics using word embeddings
3. Assign 1 of 7 AI templates

2) Select topic clusters to create pages for

Now select topic clusters you want pages for

As you click on each topic cluster, the Links value will increase. This is showing internal links being added to the article.

The topic cluster tool will now interlink your pages. ie create a Topical authority graph.

This will help Google find your pages. You don’t need another tool for this, SCM will now interlink related pages for you!

Note also AI templates are automatically assigned.

3) Hit create pages

Once you have selected the topics you want to create pages for, just hit create page.

4) Generate pages

Selected topic clusters are prepared as page inputs to the page pipeline tool (formerly article creator)

You don’t need to select any AI templates. Its done for you!

You can see all the extra inputs we are giving to the AI models besides just a keyword.

AI templates have been beefed up. Specifically tuned for Google HCU.

They are now 7 step chain AI templates.

The new AI templates include SERP modeling

SERP modeling works by analyzing the headers, entity density, and structural patterns of the current top-ranking results.

This gives the AI a “blueprint” that ensures your generated content matches the exact information-density and layout Google is already rewarding.

Just hit RUN!

You have no gone from 1 seed keyword → Multiple topic cluster pages (with internal links) → Properly auto assigned AI templates → Ready to generate pages.

[Tim]

Just a quick bug fix!

The login window was missing app header.

[Tim]

Fixed an error with page pipeline getting stuck inf waiting if no keywords is processed, or already keywords was done and nothing left to do.

Now it will correctly detect empty queue and exit.

This was a bug because the page pipeline is now keyword multi threaded now! Which means it can run multiple keywords at once. You don’t need to split them by task anymore.