The pipeline, from your side

You approve four times. We do everything else.

Most tools hand you a pipeline and call it power. This one runs the pipeline and asks you only where a human decision genuinely changes the outcome.

Step one

What you give us

One brief and a short checklist. That is the whole input.

  1. One sentence

    What the video is about. Not a script, not a shot list — a sentence. “A 40-minute Arabic documentary on the collapse of a famous bank.”
  2. Channels you like

    Point at channels whose format works. Name one and the system adds four more by itself, because a formula measured from a single channel is that channel’s identity, not a format.
  3. Your identity

    Name, language, voice, palette, the topics you will and will not touch. Given once, changed whenever you want, never overwritten by the system.
And then nothing

The machinery is not your problem

There is no template store, no style you have to pick from a gallery, no node graph. Topic selection, script, sourcing, shot planning, image generation, voice, assembly and quality control run without you.

You are shown what happened and why, at each of the four points where your answer actually changes something.

Your four decisions

Where the pipeline stops and waits for you

These four are gates. Everything between them is ours.

  1. Proof

    Every factual claim becomes a row with a source, a tier and five integrity checks. Nothing downstream runs until zero flags are open.
  2. Plan & cost

    The router assigns every shot to the cheapest method that can do it well, and the cost is shown before a single credit is spent.
  3. Packaging

    Three title options and three thumbnail options, each with the reason it might work.
  4. Publish

    The final human gate. Performance comes back and updates the Brain’s memory.

A job waiting on you says needs you, in those words, everywhere it appears. It never hides behind “pending”.

The whole pipeline

11 stages, four of them yours

Published in full because you should be able to see what you are buying.

  1. Brief

    One sentence from the customer plus the checklist answers.
  2. Topic

    Candidates ranked by demand, competition gap, sourceability and channel fit. The winner is shown with its reasoning.
  3. Script

    Written inside a locked contract and quota-checked against the Brain’s Formula. Never sees a blocked identity marker.
  4. Proof

    Every factual claim becomes a row with a source, a tier and five integrity checks. Nothing downstream runs until zero flags are open.
  5. Plan & cost

    The router assigns every shot to the cheapest method that can do it well, and the cost is shown before a single credit is spent.
  6. Visuals

    Batched, with review gates. Failures are refunded automatically.
  1. Voice

    Chunked at beat boundaries, never mid-sentence, and regenerated when a chunk comes back short.
  2. Assembly

    Edit, then the camera pass and the audio pass — both free, both what makes it look filmed.
  3. Quality check

    17 automated checks. A blocker stops delivery.
  4. Packaging

    Three title options and three thumbnail options, each with the reason it might work.
  5. Publish

    The final human gate. Performance comes back and updates the Brain’s memory.
The Router

Every shot goes to the cheapest method that can do it well

Quality does not come from picking the most expensive model. It comes from not sending a bar chart to an image generator.

Accurate things are drawn in code

Text, numbers, charts, timelines, maps, quotations and citations are rendered as code, not generated. They are exact, identical every time, and they never misspell a word or invent a digit — which no image model can promise.

They also cost nothing to produce, which is why an episode can carry 167 visuals without the cost following the density.

Texture comes from an image model

People, places, atmosphere and grain come from an image model, asked for native 2K directly.

We never pay for an upscale. If you want 2K, ask the model for 2K — an upscaler is a second bill for something you could have had first time.

Most motion is a camera move

Roughly 90 to 95 percent of the motion in an episode is a slow push or drift across an approved still.

It costs nothing, and unlike a generated clip it never warps a face halfway through the shot.

Two to four beats get true motion

Real generated motion is reserved for the beats where movement changes how the moment lands: the hook, a reveal, a turn, the payoff. Never more than 4.

Each one starts from a still you already approved. A generated clip costs many times what a still costs and is rarely better, which is exactly why it is rationed rather than sprayed across the episode.

Two passes at the end

What makes it look filmed instead of rendered

Both passes are deterministic post-processing. Neither costs a model call.

The camera pass

  • Film grain, matched to the scene rather than laid flat over everything.
  • A little lens distortion, because a real lens has some.
  • White balance that is slightly imperfect, the way a real camera is.
  • A phone-like encode, so it sits naturally in a feed of phone footage.

The audio pass

  • A room impulse response, so the voice sounds recorded in a place.
  • Room tone underneath, because true digital silence is the tell.
  • Loudness normalised to -16 LUFS, so your episode is not markedly quieter than everything around it.
Quality control

17 automated checks before anything is delivered

A blocker stops delivery. A warning is shown and can be accepted. A check that did not run counts as a failure, not as a pass.

CheckWhat it catchesSeverity
Audio is actually therethe silent-track bug — a perfect-looking file with no soundblocker
Loudness normalisedan episode that is markedly quieter or louder than everything else on the platformblocker
Duration matches the scripta dropped beat, a truncated voice chunk, or a stuck last shotblocker
No truncated voice chunka voice provider silently cutting a long chunk short mid-sentenceblocker
No black framesa missing asset that renders as a hole in the episodeblocker
No frozen videoa Ken Burns move that failed to apply and left a static cardwarning
Audio and video are the same lengthdrift that shows up as lip-sync failure at the end of a long episodeblocker
Resolution and aspect ratioa vertical ad delivered horizontallyblocker
Constant frame ratevariable-frame-rate output that some platforms re-encode badlywarning
File size within the delivery limitan upload that fails at the very last stepblocker
Captions inside the safe zonetext hidden behind the TikTok UI or the YouTube progress barblocker
Every claim shows its citation while it is spokena sourced script that ships as an unsourced videoblocker
Every claim has a sourcea claim that slipped past the proof gate through a later editblocker
The rendered file says what the script saysthe wrong voice take, a stale script version, or a mis-ordered chunkblocker
Thumbnail readable at phone sizea thumbnail designed at full size that is mush in a feedblocker
No blocked identity marker reproducedthe writer drifting onto another channel’s signature phraseblocker
AI-content disclosure seta policy strike on the customer’s own accountblocker

The first check exists because of a specific failure: an audio track reading near −91 dB is not quiet, it is silent, and it ships as a perfect-looking file with no sound.

Timing

Honest ETAs, published

Render time is real work on real hardware. These are the numbers we plan against.

EpisodeLengthTypical render
Short5–8 min25 min
Standard10–14 min45 min
Long18–25 min1.3 hours
Documentary35–45 min2 hours
  • A 45-minute episode is about 2 hours of render. We would rather tell you that now than apologise later.
  • Queue time is on top of render time and depends on how busy the queue is. It is shown live inside the product.
Every claim ships with its source page. Each factual line in a script is checked against a real source before anything is produced, and the sources are published with the episode so a viewer can check them.

See the plan before you spend anything

Create a workspace, describe one video, and read the shot plan and its exact cost in credits. Approving it is a separate decision.