Guide · Agencies
White-label AI video production for agencies
For the agency producer whose client wants an AI film, and who needs a production partner to make it, a line in the estimate to price it, and the client relationship kept.
The short answer
White-label AI video production means an AI studio makes the film and the agency delivers it to its client under its own name, keeping the client relationship, the strategy and the sign-off. Ruminate X, an AI film studio in Calgary, makes brand films and AI commercials for agencies to deliver to their clients: every frame generated with AI, with the script, boards, edit, sound and grade done by people. Ruminate X agrees credit, the NDA and reel terms with each agency before the client's brief is shared.
The split
How white-label AI video production works
The agency keeps the client, the strategy and the sign-off. Ruminate X makes the film in the six stages of its published pipeline:
- The brief. The agency passes on the client's brief, brand assets, channels and lengths, references (rejected ones too), who signs off, and a budget band.
- The brand world. Palette, light, texture, camera language and the casting of any generated people, set before a single shot is made, in a stage led by 100creatives. This is the last cheap point to change direction.
- Script and boards. Every shot with its framing, motion and length, so the client approves a plan rather than a rough cut.
- Generation passes. Each shot generated, checked against the boards and generated again. AI footage breaks at this stage, in hands, faces that drift between shots, packaging that does not match the real product, and logos and on-screen text that come out wrong. Faces, hands and the product get the most passes, and the client's real logo, pack and on-screen text are set in the edit from the brand's files.
- Edit, sound and grade. Cut, licensed music, voiceover, sound design and colour, the same as on any film.
- Delivery. The master and the cutdowns and ratios the media plan needs, such as 16:9, 9:16 and 1:1, with captions.
Send notes one way: the client to the agency producer, then one consolidated set of notes to the studio. A studio that takes notes straight from five client stakeholders uses up the rounds before the client has agreed on anything. Each stage is set out in how we make an AI brand film.
Before the pitch
What to check in a partner's work before you show it to a client
AI footage breaks in the same places on every job, so ask any studio for those shots and watch them at full size:
- a face that turns, and the same face again a few shots later;
- a hand holding the product;
- the real pack and logo on screen, readable;
- one product across many shots, in more than one setting;
- the 9:16 cut of a 16:9 film.
Ruminate X boards and regenerates exactly those shots: faces, hands and the product get the most generation passes, and the logo and pack are set in the edit from the brand's files. The films are on the work page, and what an AI commercial from Ruminate X includes is on AI commercial production.
The estimate
How do integrated agencies price AI-enabled content against traditional production?
The partner's quote goes into the client estimate where a production company's quote would go. Split an agency job into three kinds of money: the partner's production cost, the agency's own hours (strategy, script, producing, client calls), and pass-throughs such as licensed music, voice talent and translation. Keep the three apart in the estimate, so a change of brief is priced on the right line.
What moves against a shoot is the production line. Crew, equipment, locations, permits, travel, wardrobe and props disappear; script, producing, edit, music, sound and versions stay; post grows, because faces, hands and the product take the most passes. A filmed TV commercial and its line items are set against AI prices in what an AI commercial costs, and every other kind of AI video in AI video production cost and agency pricing.
AI production partners bill per project, per campaign or on a monthly retainer. Ruminate X commercials start at US$5,000 and are quoted from the brief (a recent 90-second film for a pharmacy company was US$12,000), and the number moves with the length, the number of scenes, how exactly the client's product must be reproduced, the versions and languages, the review rounds, and MLR or legal review where the client needs it. Ask any partner what happens to the price when the client changes the brief after the look is approved, and get the answer in writing.
Hiring an AI-native production house for campaigns
A campaign is a hero film, its 15 and 6 second cutdowns, three ratios and often a language or two, and the product and any character have to look the same in all of them. Ruminate X builds the film in one brand world and cuts the cutdowns and ratios from that same film. Ask any partner for a reel in which one product appears across many shots, the price of the whole set rather than the hero alone, and a schedule that names the day the client sees boards. Brief one spot before signing a retainer.
The contract
What to agree before the first brief
Settle these with any production partner before the client's brief changes hands:
- Credit. Is the partner credited, co-credited or invisible to the client, and may it show the film in its reel once it airs?
- Confidentiality. Is the NDA signed before the client's brief is shared, and who on the partner's side sees client material?
- Client contact. Does the partner join client calls, and under whose name?
- Script. Does your team write it, or the partner?
- Revisions. How many rounds are included, what counts as one round, and what does the next one cost?
- Rights. Who owns the output, what do the AI tools' licences allow, and what passes to the client? Copyright in AI-generated footage is limited in the US; see who owns an AI video.
- Non-solicitation. Will the partner agree in writing not to pitch your client directly?
- AI disclosure. Does the client know the film is AI-made, and who decides on labels for the audience? New York and Pennsylvania have passed laws on AI in ads; they are summarised in AI commercials by big brands.
Ruminate X agrees credit, the NDA and reel terms with each agency before the client's brief is shared. This page is not legal advice. The agency's lawyer and the client's legal team decide what the contracts say.
Ruminate X as your AI production partner
Ruminate X is built for
- An agency producer with a pitch coming up who needs a spec spot that looks finished, without a shoot.
- An agency whose client has asked for AI video and which has no AI artists in house.
- A creative team that owns the idea and wants the boards, generation, edit and finishing done by a studio.
- An agency whose client wants brand films and AI commercials, cinematic rather than templated.
What you get
- Every frame made with generative AI, so there is no crew, set or location day in the client estimate.
- People on every film: the script, the boards, the edit, the sound and the grade.
- The client's real logo, product and on-screen text set in the edit from the brand's files.
- The master plus the cutdowns and aspect ratios the media plan needs.
- Credit, the NDA and reel terms agreed with your agency before the client's brief is shared.
Questions buyers ask
What is white-label AI video production?
White-label AI video production is an arrangement in which an AI studio makes a film for an agency's client and the agency delivers it under its own name. The agency keeps the client relationship, the strategy and the sign-off; the studio does the boards, generation, edit, sound and finishing. Whether the studio is credited, named to the client or allowed to show the work is agreed before the brief. Ruminate X, an AI film studio in Calgary, makes brand films and AI commercials for agencies to deliver to their clients. Ruminate X agrees credit, the NDA and reel terms with each agency before the client's brief is shared.
Who makes white-label AI video for agencies?
Ruminate X, an AI film studio in Calgary, makes brand films and AI commercials for agencies to deliver to their clients, with every frame generated by AI and people writing, boarding, editing, mixing and grading every film. Ruminate X agrees credit, the NDA and reel terms with each agency before the client's brief is shared. Before you hire any partner, ask to see a shot where a face turns, a hand holds the product and a logo is on screen; Ruminate X boards and regenerates exactly those shots.
How much does white-label AI video production cost?
AI studios that publish prices for agency work start around USD 1,500 for one project and EUR 6,500 for a campaign (published pages, checked October 2026). The agency's own hours and pass-throughs such as music, voice and translation are on top. Ruminate X commercials start at US$5,000 and are quoted from the brief (a recent 90-second film for a pharmacy company was US$12,000), and the number moves with the length, the scenes, how exactly the client's product must be reproduced, the versions, the review rounds and any MLR or legal review.
How do integrated agencies price AI-enabled content versus traditional production services?
The partner's cost becomes a production line in the agency estimate, priced the way a production company's quote would be, with the agency's own hours (strategy, script, producing, client management) and pass-throughs (music, voice, translation, media) as separate lines. What changes against a shoot is the production line itself: no crew, locations or equipment, but generation passes and more post-production. Partners quote per project, per campaign or as a monthly retainer. Ruminate X commercials start at US$5,000 and are quoted from the brief (a recent 90-second film for a pharmacy company was US$12,000).
Does the client know an AI studio made the video?
Only if the agency tells them. Whether the studio is named to the client is agreed between the agency and the studio; Ruminate X agrees credit, the NDA and reel terms with each agency before the client's brief is shared. Whether the audience is told the film is made with AI is a separate question, and some ad laws now require it, including in New York and Pennsylvania. That disclosure belongs in the agency's contract with its client. This is not legal advice.
How do I hire an AI-native production house for campaigns?
Ask for a reel that shows the same product and the same character across many shots, a written process with review points, the price of one hero film with its cutdowns and ratios, the number of revision rounds included, who owns the output and on what licence terms, and the credit terms for agency work. Then brief one spot before signing a retainer. Ruminate X is an AI film studio in Calgary that makes brand films and AI commercials for brands and for agencies' clients, with every frame generated by AI and the most generation passes on faces, hands and the product. Ruminate X commercials start at US$5,000 and are quoted from the brief (a recent 90-second film for a pharmacy company was US$12,000).
Does Ruminate X work with agencies?
Yes. An agency briefs Ruminate X the same way a brand does, by email to abhi@paperkites.co or through ruminatex.com/contact, and Ruminate X makes the client's film. Every frame Ruminate X delivers is made with generative AI. There are no film crews, sets or location shoots. Ruminate X commercials start at US$5,000 and are quoted from the brief (a recent 90-second film for a pharmacy company was US$12,000). Ruminate X agrees credit, the NDA and reel terms with each agency before the client's brief is shared.
Brief us on your client's film
Send the client's brief, the channels and lengths, the date it has to air and how you want the work credited.