Scaling notes: planning around plan limits
The notes cover estimating throughput, choosing between fast and slow lanes, storage and deletion, and working with a team. As of 2026-09-25.
Every note draws its examples from the sheet and links each back to the tool it comes from.
No tool was run; the notes rest on the published limits alone.
Read them while planning episodes, before the limits decide the schedule for you.
Each note takes one decision a series maker faces, which lane to use, where files should live, how to split a season, and sets the published limits of several tools beside it so the choice can be made with the numbers in view.
1Pages in this sheet
- Add-ons and credit packs tied to a plan — Not every tool sells extra credits to every plan. A scaling note drawn from the plan limits AI video tools publish.
- Keep a reserve of credits that lasts — Extra credits are the reserve for the episode that runs over, and their lifetime decides how early they can be bought.
- Keep your own copies of finished episodes — Account storage is not an archive. A scaling note drawn from the plan limits AI video tools publish.
- Plan credits reward steady work — On most pages on the sheet, a plan's credits are gone at the end of the cycle.
- Reading what a queue promise says — A priority queue promises order, not time. A scaling note drawn from the plan limits AI video tools publish.
- Running at once sets the series schedule — A series is made of many short clips, and the number an account can run at once decides how fast a batch of them comes back.
- Seats or a shared pool for a series team — Team plans on the sheet split two ways. A scaling note drawn from the plan limits AI video tools publish.
- Splitting a season into projects — How a series is split into projects decides which limits bite.
- The slow lane costs time, not credits — Five tools on the sheet let video generate without spending credits…
- What a plan table leaves out — A plan table gives a number, but the number often hides a split.
- What fills the storage on a series — Storage figures on the sheet run from 5 GB to 2 TB, and most pages give a single number without saying what fills it.
2Making the series in practice
Limits aside, the series work behind “Scaling notes” is described in SceneMixer's guides like this:
That is SceneMixer's core design: characters live in a persistent asset library with locked reference art, and every segment that features a character is generated against those references — same face in episode 1 and episode 50.
SceneMixer, The AI Micro Drama Production Pipeline — “Can AI keep the same actors across 50 episodes?” (read 2026-10-13)
The longest an episode may run: 240 seconds for Short Drama, 300 for TV Series, none for Film.
SceneMixer, Short Drama, TV Series or Film — “What is the episode cap?” (read 2026-10-13)