File Processing Times

Typical wait times by format, especially vision-based PDF extraction.

Note: Automated web research runs during first draft generation (if enabled in the brief), not as a separate step with source cards before you click Generate content.

Processing time varies by file type:

FormatTypical time
TXT, MDA few seconds
PDF30 seconds to 2 minutes
DOC, DOCX15 to 45 seconds

PDFs take longer because they require vision-based extraction to accurately read formatted content, tables, and multi-column layouts.

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