Less duplicate copy in slide structure
We improved how long-form slide content is grouped and passed into visual prompt generation so repeated lines are less likely to show up across cards.
That creates a cleaner starting point for educational and structured carousel formats.
Card count follows content more naturally
Long-form slides now follow the grouped source content more closely instead of padding card density in a way that could repeat ideas.
The result is a draft that is easier to edit because the structure reflects the content more faithfully.
Why this matters for article-to-carousel workflows
When source content is dense, structure matters as much as phrasing. Better card grouping improves readability, design consistency, and export readiness.
This update is especially relevant for teams turning research, essays, or newsletters into infographic-style posts.
Frequently asked questions
What changed in this update?
This release focused on the quality of long-form carousel drafts, especially where repetitive copy and unstable card layouts made revision harder than it should be.
Who benefits most from this update?
This update is most relevant for teams using source-based content workflows such as article-to-carousel, newsletter repurposing, transcript-to-draft, or long-form carousel generation.
Where should I go next after reading this update?
The best next step is usually to open the related workflow page or browse the guide library to see how the product changes connect to real content workflows.