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Presentation generation combines provider calls, document processing, application work, storage, and browser-based export. Measure each stage separately before adding resources.

Common constraints

Scaling guidance

  • Establish a baseline with representative documents and slide counts.
  • Prefer asynchronous API workflows for long jobs.
  • Increase document parser workers only after measuring CPU and memory.
  • Keep persistent storage fast enough for uploads, assets, and exports.
  • Check provider rate limits before scaling the Presenton host.
  • Test database migrations and shared storage before attempting multiple application instances.