Dispensary video when paid ads are off the table
Google and Meta ban cannabis ads, so organic vertical video is the whole channel. A menu-drop and terpene-education cadence with the claim rules that apply.
9 min read
Spirits video under the DISCUS Code
Hands-only cocktail builds meet adult-audience placement standards and still perform. The 15-second format, TTB statement limits, and the tied-house trap.
9 min read
Dolly in or zoom in? Name the mechanism
A dolly and a zoom both read as getting closer, so models pick at random. How to name the physical mechanism and read the background to check what you got.
9 min read
Dub the video or regenerate in the language
Dubbing a master and regenerating in-language are different products. Lip accuracy, cultural framing, per-market cost, and the market count that decides.
10 min read
Two heads: generating past native resolution
A canvas far above native size duplicates subjects and limbs. Generate at the model's real ceiling, then upscale, and the test that finds that ceiling.
9 min read
Durable Content Credentials: three layers
Manifest, invisible watermark and perceptual fingerprint survive different attacks and each fails somewhere. What your provenance claim actually proves.
9 min read
Edit a previous generation instead of restarting
A mostly-good result doesn't need a rewritten prompt. How to tell an edit from a remake from a genuine restart, and what each one actually costs you.
9 min read
Eight Repeatable Series Formats for Short Video
A format is a fixed structure plus one variable. Eight of them, what each demands in source material and production weight, and which workflow to build it on.
9 min read
Eight retention curve shapes and their causes
A diagnostic taxonomy for retention graphs: eight shapes, the look-alikes that get confused, and the discrimination test that tells them apart before you edit.
9 min read
Element re-render vs masked inpainting
Maskless element re-render regenerates one named object. A decision table for when it beats masked inpainting and when the mask is still the safer tool.
9 min read
Estimating turnaround when generation is instant
Render time is the smallest number on your schedule. Build the estimate from attempt count, approval latency, rights checks and export instead.
9 min read
Every plan gets the same models and editor
Versely tiers gate credit volume, not capability. The 296-model catalog, editor and agent are identical on every plan, so upgrading is a throughput call.
8 min read
Extend, chain, or first-last-frame continuations
Three ways to carry a shot past a model's duration ceiling, compared on look-hold, camera continuity, credit cost, and what a bad segment costs to fix.
9 min read
Extra arms and duplicated limbs in wide shots
Duplicated limbs cluster where each body occupies few pixels. A masked inpaint plus pose-conditioning that repairs the body without re-rolling the frame.
9 min read
Facebook impersonation removals and AI personas
Meta removed more than 20 million accounts impersonating large creators in 2025. Here is the line between a disclosed fictional host and impersonation.
8 min read
What Facebook counts as unoriginal content
Facebook deprioritizes duplicates, minor edits, bare reactions, and thin stitches. One post does not demonetize you. A mostly unoriginal page can lose payout.
9 min read
Facebook's originality push never mentions AI
Facebook's originality rules regulate transformation, not provenance. That relocates your entire Facebook risk out of generation and into templating.
9 min read
The break-even math behind a faceless channel
A per-episode P&L in credits, the views each of five niches needs to pay one episode back, and the monthly number that decides whether you keep the channel.
9 min read
Weather-reactive video for fall farm events
A corn maze season is five or six Saturdays long. Build the recovery promo as a template with swap slots so a rained-out weekend ships before the next one.
9 min read
Fast-motion subjects and the models that survive
Subject speed breaks video models before camera speed does. A per-frame overlap test that predicts limb doubling, plus the shot design that buys real headroom.
9 min read
Filtering a huge model catalog down to eight
An elimination protocol that takes 296 models to 8 in five ordered gates: input modality, duration ceiling, audio, licence, credit band. Refill quarterly.
9 min read
Find the segment behind a mid-video cliff
A sharp drop between the 40% and 70% marks is almost always one segment, not pacing. The timestamp-to-edit procedure, and the test that confirms the cut.
9 min read
The offer ladder that lands a first paid UGC client
Three paid rungs replace the free sample: a test batch, a scoped five-video pack, and a variant retainer, plus the message that moves a brand up one.
9 min read
Fixed-price or cost-plus: quoting AI video work
When a fixed price is safe on AI video work, when to quote a base plus a change-order rate, and the clause language that makes the trigger stick.
10 min read