March 2026 Changelog

March 2026 Changelog

March is the month clustering stopped being a side tool. You cluster a topic, then hand the clusters straight to Page Pipeline, which is Article Creator under its new name. Seven AI page templates ship with the app so the handoff has somewhere to land.

Clustering itself got what it was missing: an abort button, control over which topics come in, CSV out, and enough speed to be worth running twice.

Read this if you

  • Build topic clusters and turn them into pages.
  • Used to run Article Creator, now called Page Pipeline.
  • Collect local listings or search results.
  • Work in Chinese, Japanese, Thai or Korean.

Clusters feed the pipeline

  • Send topic clusters into Page Pipeline directly. The plan and the pages stop being two separate jobs.
  • Seven AI page templates ship with the app, so a fresh set of clusters has something to write with.
  • Article Creator is now Page Pipeline. Same tool, name that matches what it does.
  • Templates sort by tag and name, and one you add or delete appears in the dropdown straight away.

Clustering you can steer

  • Add or remove topics by type instead of accepting whatever came back.
  • Abort while clusters are being found. A long run is no longer a commitment.
  • Copy a cluster and you get CSV, so it pastes into a sheet with no export step.
  • Skip Reddit with a toggle when its results are not what you want in the tree.
  • Reddit returns more results per run, and the autocomplete source comes back empty far less often.
  • Clustering is faster, and a topic that fails on the first attempt is retried once rather than dropped.

Scraping and extraction

  • Pages are loaded and rendered in a browser before content is taken, so a site built in JavaScript gives you the article instead of an empty shell.
  • Pulling search results is quicker. SCM only opens a browser for the pages that actually need one.
  • Reading headings off search results gives up after 15 seconds rather than hanging the task.
  • Local listings stopped failing with the INVALID ARGUMENT error, and results come back in the language you chose, including when you paste a Google place url.
  • Bing stopped building urls with a double slash, which was returning odd results.
  • Pulling key terms out of many sites at once no longer eats your memory.

Logs, tables and crashes

  • A busy task no longer slows the whole app down. Log messages arrive in batches instead of flooding the screen.
  • Clicking a task with a huge log, or a row in a big table, responds immediately.
  • Long log messages stop getting cut off, and the log text is bigger.
  • If the window crashes it restarts itself.
  • Page Pipeline stopped crashing on Chinese text and on Japanese key terms, and key term detection is better for Chinese, Japanese and Thai.
  • Page Pipeline stopped waiting forever when its queue is empty.
  • An old prompt with no AI instruction in it runs instead of being skipped.
  • Edit a task and resume, and it continues from the keywords it has not done. Adding or removing keywords no longer throws the resume off.

Related SCM guides and product history

Full developer changelog

The summary above is written for you. The original 49-item developer changelog is preserved below for exact release detail.

March 26, 2026

  • fix: Page pipeline crashing on chinese language
  • fix: Getting Japanese key terms won't cause a crash
  • fix: Old ai prompts that didn't have any AI instructions in them was being ignored.
  • fix: The UI window will attempt to restart itself if it crashes
  • fix: Performance throttling of log messages, now they batch to avoid overwhelming UI updates

March 24, 2026

  • fix: 15 sec timeout when extracting serp headings so task doesn't hang
  • feat: topic cluster new options to add or remove topics by type. Also removed pre filter (seems like not needed)
  • feat: New reddit scrolling algo for finding max results.

March 23, 2026

  • feat: Allow abort while finding clusters
  • fix: tweaked clustering algo for speed
  • feat: Copy cluster will give you data in CSV format
  • fix: Better autocomplete extraction, less likely to return 0 results.
  • fix: Added new navigation method for local listings to fix INVALID ARGUMENT error
  • style: Update button is blue

March 22, 2026

  • fix: topic cluster keyword crash
  • style: Updated pageflow icon to be less distracting and styled sidebar more minimally
  • fix: Stream tokens when finding entities, lower mem pressure when extracting many sites.
  • fix: Better entity detection for chinese,japanese,thai.

March 21, 2026

  • fix: Local listings, better =hl handling
  • feat: Add toggle for skip reddit topic cluster
  • fix: Clustering topic bug fixes
  • fix: When adding and removing AI templates, refresh the dropdown select items too
  • style: Topic cluster template use tag styling
  • other: Add back AI page threads setting
  • fix: Add 1 retry when trying to get word embeddings for topic cluster
  • fix: Local listings, adding &hl after each retry incorrectly.

March 20, 2026

  • fix: Disable browser page extractor while the kinks get worked out
  • style: Log window shows contact support button properly aligned
  • feat: SERP extractor, try simple fetch, if no content move onto offscreen browser window.

March 19, 2026

  • fix: Long messages in log window was getting cut off.
  • fix: Task log not updating correctly
  • style: Inc font size task log
  • fix: Improved ui performance when clicking on tasks with large logs.
  • fix: Improve ui table performance when clicking on job rows
  • fix: Bing search using wrong url with '//' causing strange SERP results
  • fix: Page pipeline inf wait if the queue is empty
  • fix: App init error window fixed style

March 18, 2026

  • fix: Missing app bar on login window
  • feat: topic cluster -> page pipeline
  • feat: 7 ai page templates added for use with clustering engine.
  • feat: Improved webhook discovery and error handling

March 13, 2026

  • feat: Sort AI templates by tag and name
  • feat: Resume/Restart on task edit page. Now when task is resuming it will keep track of keywords processed, not just the number of rows processed. If you add or remove keywords resume will handle it better

March 7, 2026

  • fix: V align prog bar in task log
  • other: rename article creator -> page pipeline

March 5, 2026

  • fix: Local listings, remove symbols from about section
  • fix: local listings will now correctly add language to direct google place urls
  • feat: When extracting page content, SCM will load it via a browser and render it instead of just downloading a html string.

March 2, 2026

  • feat: Walking epsilon for topic clustering

See all monthly updates in the SCM changelog archive. New users can also try SCM from the trial signup page.