Content that earns its place.
A content studio with editorial discipline: production at AI-native scale, governed by editorial gates and a human kill-switch.
What we do
We optimize for whether a piece should exist at all.
We run content channels end to end: strategy, production, editorial, publishing. AI-native, so the production scales. Gated, so the quality holds. A human can kill anything at any stage, for any reason.
How it works
At every gate, agents draft and a person decides.
- 1
Your brand, held.
Your colours, type and marks become locked templates. An agent drafts inside them. It cannot move what is locked.
- 2
Ideas, researched.
Agents read YouTube and the web around your subject and propose ideas. An editor chooses which go forward.
- 3
Made in Mutandis.
Each piece passes the gates below and is cut in Mutandis, the editor we built for this work.
- 4
Published by hand.
Each piece leaves with a paste-ready package, and the live link goes into the record.
- 5
Spend you can see.
Paid generation is metered and reported. Nothing paid runs until someone says go.
A long-form video is built to pass twenty gates in five stages. A short post passes fewer.
| Stage | Gates | Count |
|---|---|---|
| Development | Market research, Idea, Brief | 3 |
| Pre-production | Research, Script, Thumbnail, Title, Description, Playlists | 6 |
| Production | Video, B-roll, Special effects | 3 |
| Post-production | Edit, Color grade, Sound mix, Captions, Music, Quality review, Repurpose | 7 |
| Distribution | Publish | 1 |
Machines score. They do not decide.
Every idea is scored before money is spent on it: depth, relevance, AI slop and clickbait among the measures. A low score is advice. It never rejects anything by itself.
No agent approves.
Agents draft the research, the script, the title and the description. Only a person can approve a gate, and the system refuses an approval from anything else.
Every rejection is written down.
A step cannot be sent back without a written reason. Every revision is kept, so the record shows what changed and why.
Fixed and generated
Hold everything constant. Change what must change.
Some work has one right answer. Some should surprise you. Rules handle the first and models the second, and the line between them stays where you can see it.
Fixed, in code
- The order of the gates
- Who approves: a person, never an agent
- What a template lets move
- The minimum a draft must hold
- Every revision, kept
Drafted by agents or by you, then reviewed
- Ideas and angles
- Research summaries
- Scripts, titles and descriptions
- Stills
- Scores, as advice
In engineering terms, deterministic acceptance around probabilistic generation. In ours, ceteris mutandis, a coinage for the pair: Ceteris.AI holds what must not move, and Mutandis changes the rest.
One idea, several pieces
An approved brief turns one idea into a set of pieces, each in its platform’s own format. A piece made for one platform can be adapted for another. Every piece passes its own gates.
The approach
The gate is the product.
Production is table stakes. What you hire is the judgment about what passes.
Volume is the commodity.
Anyone can produce a thousand pieces now. Deciding which one deserves to publish is the work.
A channel is a promise.
Every piece keeps it or breaks it. We publish like the promise matters.
Our own channels come first.
We run the system on the studio's channels before we run it on anyone else's.
Who it is for
Companies with something to say and no one to say it.
You have the expertise. You do not have a team to publish it every week.
Marketing leads who have tried volume.
More posts bought reach and nothing anyone remembers. We publish less, and each piece is one you would defend.
Solo founders who would rather build the business than assemble agents they cannot inspect.
We run it and show you what it did: every gate, every score, every reason a draft went back.
Not for anyone who wants thirty posts a month.
Volume is cheap now. Someone else will sell it to you.
Where we are
The studio runs its own channels first, on YouTube, LinkedIn and Gander. Client channels run on the same system and pass the same gates.
Disclosure: the founder of Ceteris.AI Studios is an angel investor in Gander Social.
Questions
Is this AI-generated content?
Machines draft. People decide. Nothing publishes without an editor's name against it.
What do you need from us?
A subject you know better than your competitors do, and one person who can say no.
Can we write some of it ourselves?
Yes. Write the idea, the brief or the script, or any part of one, and the agents draft the rest. Whoever wrote it, it passes the same gates.
Who approves what goes out?
An editor at the studio approves every piece. Nothing publishes on a machine's say-so.
Can we sponsor a piece?
Yes, on our own channels. Sponsored pieces are labelled and pass the same gates as everything else. You see the piece before it publishes. You do not approve it.
What does it cost?
We have not set prices. We will when the first client channels open.
When can we start?
Now, for a small number of channels.
Work with us
We run channels for a small number of companies, and take sponsors on our own. Tell us which, or ask to hear when more open.