Dennis Yu

I Ran an Hour of Raw Video Through Our Content Agent. Here's What Came Back.

I took a raw hour of video and got back a 42-minute clean cut — filler words gone, 15 minutes of dead air trimmed, studio sound — in 13 minutes, for under a dollar of compute. Then the same transcript became a blog draft, clip picks, social posts, and an email. I reviewed and clicked publish. That’s the whole job.

The receipts

What Number
Raw length → edited 59:48 → 42:21
Filler words removed 35 (it kept four “uh huh” replies — they’re answers, not filler)
Dead air trimmed 63 gaps, 15m 39s total, including the ragged start and end
Machine time · cost 13 minutes · 49 Descript AI credits (< $1)

No bumpers, no music, no jump cuts, no b-roll. My Marketing Mechanic videos go up essentially raw every week and they work — the edit only needs to get a recording over the publish line.

The full recipe — folders, the free Descript setup, the skill file you paste into Claude, the honest list of what it does and doesn’t do — is public here: The Content Agent, the definitive guide. You can run it yourself for $0 and never pay us a cent — I show exactly how, on purpose.

If you’d rather hand off the tech entirely, that’s what a Spotlight membership is: your site, your SEO, and a growing team of agents — including this one — running on your raw content while you focus on relationships.

Copy the skill Read the full guide →

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