Startup Ops
AI UGC for $0? Seedance 2.5 Still Bills the Retakes
Seedance 2.5 made one AI UGC take cheap and folded voice and lip-sync into it. The $0 posts count one kept take, not the retakes, the script, or the face.
Sep 28, 2026
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AI Video
6 posts
Startup Ops
AI Avatar Pricing Has No Common Unit. Here Is One.
One launch page lists four starting prices for the same AI avatar model. How to turn AI avatar pricing into one comparable number, and where you can't.
Sep 25, 2026
Startup Ops
What One Second of AI Video Costs Us, Layer by Layer
One clip passes through five paid layers. We measured one of them with a wallet. The rest are price lists and estimates, and that gap is the honest answer.
Sep 24, 2026
Startup Ops
Nobody Selling AI Video Will Tell You What a Video Costs
Three vendors, three pricing pages, and not one of them answers what a thirty-second video costs. The unit is credits, and what a credit buys is left undefined.
Sep 18, 2026
Engineering
Your Container Lies About Its Size, and Your Library Believes It
Our render container reported 32 cores when it had 4. Remotion sized its defaults from that and OOMed. Five confident diagnoses died before the answer turned up in a version field nobody had thought to print.
Sep 3, 2026
Creator Economy
Your $180 Faceless Stack Has a $19 Replacement
The $180/month faceless YouTube stack includes ChatGPT Plus, ElevenLabs, Midjourney, and RunwayML. A $19 alternative exists. Here's where the gap is real — and where it isn't.
Feb 25, 2026