If this sounds like your week
You should not need a PhD to batch metadata safely.
Friction describing Vs Lightroom Exif is usually shorthand for “ExifTool is powerful but exhausting.” exif organizer better than lightroom for bulk windows. Native GUI ergonomics beat cargo-cult scripting when coworkers rotate through the machine.
Where tooling usually breaks
Forklift migrations from ExifTool scripts terrify IT.
Maintaining twenty brittle scripts across laptops is not governance—it is risk. A desktop SKU with predictable UX wins audits.
Workflow contrast
ExifTool CLI → infinite power, scripting tax Browser scrubber → upload tax MetaForge → GUI batch + local disk boundary