Bulk AI production. One setup, a thousand assets.

Bulk Editing turns AI generation into a table. Put your products, prompts, models and formats in rows, apply one approved setup down the whole column, and run it — images and video together, without queueing anything by hand.

Images and video in one run
One control setup down every row
No cap on batch size
A dark bulk production table with a preview panel beside it and generated thumbnails below
How bulk production works

Rows in. Finished assets out.

The whole idea is that the creative decision happens once. You approve a setup on a single row, then apply it to the rest and let the run do the repetitive part.

A run is a table: one row per asset, one column per variable, one setup applied across all of them.

A product shot feeding into a Mujo production table of markets and formats, and out into finished assets
1

Load

Bring in products, photos, prompts or a list from your asset library.

2

Set up one row

Pick the model, controls and format, and get that one right.

3

Apply to the rest

Push the approved setup down the whole column.

4

Run

Everything generates together instead of one at a time.

5

Review and export

Check the grid, reroll what missed, export the rest.

One variable at a time

Change any variable. Hold everything else.

Each column in the board is one decision. A run can vary the product and hold the lighting, or vary the market and hold the product — and you always know which control moved, because it is a column rather than a sentence you rewrote.

Columns are variables. Whatever you do not change stays exactly as approved.

Variables shown as switchable controls around one generation: people, products, markets, colours, formats and controls

Every column is a control. Every row is an asset.

Image, Control Preset, References, Prompt, Model, Ratio, Quality — and alongside them Team Member, Status and Count, so a run is also a record of who produced what.

The Bulk Editing Board with columns for image, control preset, references, prompt, model, ratio, quality, team member, status and count
An interactive table, not a queue

You can see the whole run while it is running.

Most batch tools hand you a progress bar and a folder at the end. Here the run is a grid you work in: results appear per row, and you can fix, reroll or override a single cell without restarting anything.

Row-level controlChange one cell and rerun only that row.
Results in placeOutput lands next to the input that made it.
Nothing to reassembleNo exporting, renaming and matching files back up afterwards.
A bulk table with one row highlighted in lime as it generates
Both media, one run

Bulk images. Bulk video.

The same table produces stills and motion. Generate a product range as images, then send the approved frames on as video inputs — inside one run, on the image and video models Mujo connects.

Image modelsGPT Image 2.5, Nano Banana 2 and Pro, Midjourney, Seedream 5.0 and Grok Imagine.
Video modelsVeo 3.0, Kling 3.0, Seedance 2.5 and 2.0, and Grok.
Image to video in the same runAn approved still becomes the starting frame for the clip beside it.
One Mujo run producing product stills and a video clip from the same approved frames
Bulk casting

Cast many faces from one brief.

When a campaign needs a range of people rather than one, casting is the slow part. Generate the range as rows — age, look, setting — under identical lighting and framing, then keep the ones that fit as reusable characters.

A casting sheet produced in one run: every face shot at the same distance, in the same light, so a side-by-side choice actually means something.

A grid of many different generated faces produced in a single bulk casting run, all under identical lighting and framing

Generate the range

Age, look, wardrobe and setting as columns, so a casting sheet arrives as one run instead of a week of prompting.

Compare like for like

Identical framing and lighting across every face — the only way a side-by-side choice means anything.

Keep what fits

Save the ones you picked as reusable AI avatars and bring the same person back in later work.

Localization

One campaign. Every market.

A rollout across regions is a batch problem wearing a marketing hat: same idea, different language, different faces, different formats. Put the markets in rows and the campaign adapts once instead of twelve times.

Copy per marketAdapt the wording alongside the visual rather than in a separate document.
Regional castingChange who appears in the frame without changing the campaign.
Local formatsEach market's placements produced from the same approved master.
One campaign system adapted for several markets and languages side by side
Catalogue to content

From a product list to finished content.

The most common reason teams end up here: a catalogue that needs visuals, and a list that is too long to shoot. Rows in, on-brand assets out, in the formats the storefront and the ad accounts expect.

A product list becomes a production plan, and the plan produces the assets.

A full product catalogue rendered in one consistent visual system
Workflows at scale

Build the workflow once. Run it over everything.

A bulk run does not have to be a single generation step. Build the process in Node Editor — generation, editing, background work, video, export — then point the whole thing at a table of inputs.

The workflow becomes the setup, and the table becomes the input.

A node canvas connected to a bulk table so the workflow runs over every row

The Iterator node is the whole trick.

One node takes a list of files and sends every one of them through the same step. That is what turns a workflow you built once into a run over a hundred inputs.

An Iterator node feeding five image files through one workflow step
Connected to the rest of Mujo

Everything it produces lands in one library.

A batch that ends in a zip file creates a second problem. Output stays in the workspace, attached to the project and the settings that made it, and available to every other tool.

Team production

Starts with one person. Grows with the team.

Bulk work is where informal process breaks first. Shared setups, roles and limits keep a large run from becoming someone's private folder. Shared controls are available from the first paid plan.

Shared setupsAn approved configuration everyone runs from, not a screenshot in chat.
Roles and permissionsDecide who can launch a large run and which models they can use.
Usage limitsCaps per person and per team, set before the run rather than discovered after.
A production dashboard showing team activity, usage and output across a large run
A matrix controlling which models and tools each role can reach
Who can reach whatModels, tools and projects switched on per role rather than per conversation.
Credit usage by team member over time
What a run costs, by personUsage per member over time, so a large batch is visible before it becomes a bill.
Visibility and cost

Know where a run is, and what it costs.

Two things decide whether a team trusts bulk generation: being able to see the run while it happens, and not being surprised by the bill afterwards.

Production visibility

Status per row, owner per row, output per row. A stalled batch is visible as a stalled row, not as silence.

A production table with per-row status and an open detail panel

Credits, before and after

Cost is counted in credits and shown against the run, so the size of a batch is a decision rather than a discovery. There is no cap on how many rows you process — how far a run goes is a question of credits.

Credit counters and a usage bar showing what a run has cost
Frequently asked questions

Bulk generation, answered plainly.

What is bulk AI generation?

Producing many assets from one approved setup instead of one prompt at a time. In Mujo it works as a table: rows are assets, columns are variables, and a saved control setup is applied across the whole run.

How many assets can I process at once?

There is no cap on batch size. How far a run goes is a question of credits rather than a platform limit.

Can I generate video in bulk too?

Yes. The same table handles video, and an approved still from one row can be used as the starting frame for a clip.

Can I fix a single row without rerunning everything?

Yes. Rows are independent — change a cell, rerun that row, leave the rest of the batch alone.

Do my brand settings apply to the whole run?

Yes. A saved Control Bar — camera, lighting, style and your own custom controls — applies down the entire column.

Can a whole workflow run in bulk?

Yes. Build the process in Node Editor and point it at a table of inputs, so every row goes through the same multi-step pipeline.

Do I need a paid plan?

A free account covers image generation with 20 credits. Video generation and shared team setups require a paid plan.

Where do the finished assets go?

Into your workspace asset library, attached to the project and the settings that produced them, and available to Content Studio, Node Editor and the rest of Mujo.

Stop producing one at a time. Build the system instead.

Put the next repetitive job in a table and see how much of it stops being work.

A collage of product shots, portraits and production panels from one system
Bulk AI Production — Images & Video at Scale | Mujo AI