toreel · How it works
The pipeline, timed
One topic in, fifteen reels out — the six stages, timed
Every number below comes from one real run: a single subject typed at night, fifteen finished reels scheduled by morning. Nothing was approved in between.
Most tools that make short video with AI make one video. You write the prompt, you wait, you get a clip, and the next one starts from nothing. toreel takes the other unit of work: a subject, and the fifteen videos that come out of understanding it properly.
The whole thing runs unattended. There is no step where it stops and asks you to approve something, because a pipeline that waits for a person is a pipeline that runs at the speed of that person being awake.
Where the two hours go
One clock, from one finished run on 13 September. The two long bands are the two stages that are somebody else's GPU queue, and montage runs inside the covers window rather than after it.
Montage sits inside the covers window — the two run together, which is why seven stages totalling 157 minutes of work finish in 132 minutes of clock. The five-minute gap before covers is the batch handing over.
One subject, widening
Nothing here is a multiplier applied to a prompt. Each step is narrower than it looks: five findings become fifteen angles because each finding has three defensible readings, not because fifteen is a nice number.
The six stages
Find out before writing
The subject is researched first — not summarised, researched. What comes back is a set of findings, each with its claims marked as confirmed fact, supported analysis or interpretation, and each with its sources.
measured: 2 min · 5 findings · 20 claims · 17 sourcesFifteen angles, not fifteen rewrites
Each reel gets its own script on its own angle of the subject — a myth being busted, a technical paradox, a consequence nobody mentions. The fifteen are different arguments, not one argument said fifteen ways.
measured: 3 min · 15 scripts · ~600 s of speechFilmed without you in the room
Every line is delivered by your avatar, then passed through a second model that corrects the gaze to camera — the difference between someone reading and someone talking to you. Two engine steps, one idea.
measured: 51 min filming · 13 min gaze correctionYour footage, cut to the words
The speech is transcribed, the words are timed, and your own clips are cut against them — not stock, not generated filler. Subtitles are burned in, styled by your template, at the size that survives a phone.
measured: 30 min · ~12 cuts per reel · 7 clips analysed into 53 usable segmentsA cover that still reads at thumbnail size
A frame from the montage becomes the reference, a background is generated around it, and the headline is typeset to fit — measured against the box it has to live in rather than hoped into place.
measured: 54 min · 15 covers · 0 refused for overflowSpread across a day, not dumped
Fifteen reels posted at once is a wall nobody scrolls. They are spread across the posting day on an hour pattern, each with its own minute, and handed to the publisher so the queue survives your laptop closing.
measured: 4 min · 15 jobs · first at 01:54, last at 23:05What fails, and what happens then
Reels fail. An avatar comes back broken, a render runs out of something, a model refuses a prompt. The rule is that one bad reel does not cost the batch: a reel is retried, and if it keeps failing it is dropped and the other fourteen carry on. You wake up to fourteen, not to nothing.
The same rule applies upward. A stage is only finished when something actually came out of it — a stage where every reel failed is a failed stage, not a finished one, however many things it tried.
Why it runs at night
Look at the timings again: filming is 51 minutes, covers 54, montage 30. Almost none of that is your computer thinking — it is queueing behind other people's GPUs. There is no version of this that returns fifteen finished reels in five minutes, so the honest design is to admit it takes hours and put those hours where you are not waiting through them.
And then the part most tools stop before
A batch that posts and is never looked at again is content, not a system. The reels go out as a trial — the point of fifteen angles is to find out which one your audience wanted — and what comes back decides what happens next.
The batch goes out as a trial
Fifteen reels, spread across one day rather than dumped. Nothing about them is precious — the batch exists to find out which of the fifteen angles your audience actually wanted.
The numbers come back on their own
Views, reach, saves, shares, how long people watched before leaving. Pulled from the account automatically and attached to the reel that earned them, so a result is never separated from the thing that produced it.
What landed gets a second life
The winners are the seed of the next batch: the angle that worked becomes the next subject, the hour that worked becomes the hour, the cover that worked becomes the pattern. The rest is not failure, it is the measurement that told you.
Today the first two stations are built: the batch posts on a schedule, and the numbers come back by themselves — 268 reels of the author's own account are already being read this way. Promotion is what is being built now: taking the reel that landed and making it the seed of the next subject rather than a screenshot in a folder.
What it did to one account
The only account that has run on toreel so far is the author's. One account is not proof of a market, so here is the whole of it rather than the flattering part.
Reels published per month on one account. Blue is by hand; the lighter bars are months where toreel wrote, filmed and cut most of them. September is a partial month.
The month toreel started, output went from 58 reels to 126 — and views per reel did not go up with it. Compared like with like, only reels published after the pipeline's first one on 10 August:
| Since 10 Aug | Reels | Median views | Top 10% | Avg watch |
|---|---|---|---|---|
| Made by toreel | 127 | 1,703 | 3,709 | 12.6s |
| Made by hand | 19 | 1,893 | 4,678 | 13.1s |
The machine holds the median and multiplies the volume. It does not beat a person on a single reel — the median is ten per cent lower and the watch time is within half a second. What it changes is how many there are: nineteen by hand in a month against a hundred and twenty-seven.
The honest caveat, because it matters: every reel that has gone viral on that account so far was made by hand. The machine keeps the middle of the distribution. It has not yet produced the top of it.
Type a subject, sleep on it
toreel is not open yet. Leave an address and you will hear the day it is.