Mid-size Manufacturer: Converted 45-min training videos to 1-min short-form for field workers

Under 1 min Short-form Length

1+/week Content Updates

15~25% Off-season MAU

Background

"You can't just post a 45-minute video and ask why nobody watched it."
Mid-size Manufacturing Company

Uploading 45-minute classroom recordings directly to mobile was a common mistake — 5 out of 8 companies in the whitepaper data experienced this pattern.

Field workers cannot watch beyond 3 minutes; MAU crashed immediately despite sufficient content volume.

Solution

Used AI to auto-convert 45-min videos into sub-1-min short-form clips. Locked in a minimum weekly content upload schedule.

Timed push notifications to commute/lunch hours; designed a funnel from short-form viewing to full courses.

Results

Maintained 15-25% MAU during off-season with weekly content updates.

Data shows: even companies with 1,000+ courses see MAU drop below 10% if new content stops for 2+ months. Update frequency matters more than volume.

Under 1 min Short-form Length

1+/week Content Updates

15~25% Off-season MAU

Insight

In manufacturing, "update frequency" has a larger impact on MAU than sheer "volume." Locking in a schedule of at least 4 content uploads per month (weekly) in advance is essential; when in-house production is difficult, combine low-cost paths such as AI-driven short-form conversion, YouTube curation, and SME voice recordings.

AI Shortclass Short-Form Content