Choose Celtra
you have approved master creative and need thousands of compliant variants across placements and markets.
Mujo AI vs Celtra. Assemble creative or generate it?
Celtra is the enterprise end of this category: a creative automation platform that takes approved assets and produces pixel-perfect variants across every placement, market and format an omnichannel campaign needs. Puma, Unilever and TripAdvisor are the kind of names it works with. It assumes the creative exists. Mujo is where that creative comes from when photographing or designing it is the constraint.
✓Images and video in one workspace
✓Nine image models, five video engines
✓2,500+ prompts in the library
✓20 free credits to start
Quick decision
The fastest way to see the difference.
Three lines before the detail. If the first one describes you, Celtra is the better purchase and the rest of this page will not change that.
Choose Mujo
you have a brief and a product, and the master creative itself is what has to be produced.
Practical difference
one automates assembly from existing assets; the other generates the assets.
Before you read further
What Mujo is not.
Three things this platform does not do, said before the arguments in its favour.
Not a creative management platform
No ad serving, no placement specs library, no media-side workflow.
Not a resizing engine
Mujo produces formats by generating them, not by templating a master to spec.
Not an enterprise CMP
No procurement-scale deployment, ad-ops integrations or placement compliance.
At a glance
Mujo and Celtra side by side.
A practical comparison of the workflow each platform is designed to support, across nine dimensions.
Mujo AI
- Core product: Production system that generates commercial imagery over many models
- Image generation: Nine image engines against one brief with reusable controls
- Video generation: Five video engines in the same workspace as the stills
- Creative control: Creative Controls as named parameters, references, saved prompts
- Workflow reuse: Node Editor flows, saved setups, Bulk Editing Board, shared libraries
- E-commerce: Product photos, listing images and catalogue runs at SKU scale
- Reusable assets & presets: Asset Library, saved AI characters, 2,500+ prompt library
- Pricing logic: Plans $9–$121/mo (up to 40% off annual) plus 200-credit packs from $2.60
- Data / ownership: You own the outputs; no foundation-model training without opt-in
Celtra
- Core product: Creative automation platform that scales approved creative across placements and markets
- Image generation: Assembly and adaptation of supplied assets, with AI applied to execution
- Video generation: Video variants produced from supplied master assets
- Creative control: Design systems, templates and rules that keep every variant compliant
- Workflow reuse: Template-and-rule based automation across an omnichannel matrix
- E-commerce: Advertising-led: product imagery arrives as an input
- Reusable assets & presets: Brand systems, approved templates and asset governance at enterprise scale
- Pricing logic: Quote-based enterprise contracts; no public pricing and no free tier
- Data / ownership: Governed by enterprise contract terms negotiated per customer
Positioning
What each platform is really built to do.
Celtra automates creative execution: take approved creative, apply a design system, and produce every variant an omnichannel campaign needs, pixel-perfect and compliant, with analytics on what ran. It serves marketing, media and creative teams at enterprise scale, on quote-based contracts with no public pricing and no free tier.
A workflow layer, not another generator.
Mujo sits one step earlier. The image workspace runs Nano Banana Lite, Nano Banana 2 and Nano Banana Pro, GPT Image 2, Midjourney, Seedream 5.0 Lite and Seedream 5.0 Pro, Grok Imagine and Kling 3.0 Image and the video workspace runs Veo 3.0 and Veo Fast, Kling 3.0, Seedance 2.5 and Seedance 2.0, with Creative Controls, a shared Prompt Library, an Asset Library and a Node Editor — all aimed at producing the master creative rather than scaling it. Automating the distribution of creative you already have and generating creative you do not are different problems. A team with neither solved usually feels the second one first, because nothing can be automated until something exists.
Model coverage
Nine image models. Five video engines.
Model access is not part of Celtra's proposition. It is a production and governance platform, and generative features serve execution rather than origination.
One brief, several engines.
Mujo's nine image and five video engines exist to originate: run a brief across them with prompts, references and Creative Controls held constant, then take the winner forward. Two questions, kept apart: whether your bottleneck is producing the master creative or distributing it, and whether the master itself is getting more expensive each season.
✓Does the platform expose the model you need today?
✓Is the shortage approved creative, or variants of the creative you have?
Creative control
Direction you can hand to someone else.
Celtra's control is systemic: design systems, rules and templates that guarantee every variant is on-brand and within placement specification. That is a governance capability, and at enterprise scale it is worth a great deal.
Art direction as named parameters.
Mujo's Creative Controls are upstream of governance — lighting, pose, expression, camera angle, location and style, set as named parameters so the master creative can be produced and reproduced. Rules make sure the right thing ships everywhere. Parameters make sure the right thing exists in the first place. Both are real problems and they are not the same problem.
✓Lighting
✓Pose and expression
✓Camera and location
✓Style and prompt logic
Video
Motion as one output, not a separate tool.
Celtra produces video variants from supplied master assets, with the same rules and specifications applied across placements.
From an approved frame to a vertical cut.
Mujo generates video on five engines beside the image workspace, with Storyboards linking approved frames to motion — origination rather than adaptation.
Consistency
Four different problems wearing one name.
Consistency means four things: the same person, product, look, or process. Celtra's design systems solve brand consistency across thousands of variants better than anything else in this comparison set.
What gets saved is the method.
Mujo works on the visual consistency of the creative itself: references, Creative Controls parameters, saved prompts, saved AI characters and shared flows, so two product photographs look like one shoot. A design system guarantees that a logo, a colour and a safe area are correct in every placement. It cannot make two generated product images look like they came from the same session. If the recurring risk is off-brand variants shipping, the CMP is the answer. If it is that the master creative takes six weeks to produce, the CMP has nothing to work with until then.
✓Reference images
✓Creative Controls parameters
✓Saved prompts
✓Saved AI characters
✓Workspace history
✓Shared team flows
Commercial production
Product, listing and campaign work.
How each platform fits enterprise campaign production
Celtra focus
Scaling approved creative across placements, markets and formats with brand and spec compliance, plus analytics on what ran.
Mujo focus
Product Photos, Listing Images, Product Catalog Production, AI Photoshoots, Campaign Creatives and Creative Variations — producing the assets themselves.
Operational difference
Celtra industrialises distribution. Mujo industrialises origination. Large advertisers generally need both, and usually buy them from different vendors.
One setup behind the whole launch.
The product shot, its listing crops, its ad variants and its social cuts come out of the same approved direction. Volume is what makes commercial work expensive, not generation speed — and it is the part a Celtra comparison usually leaves out.
Reusable production logic
A prompt is an asset, not a message.
Mujo keeps prompts as production assets: refined with structured controls, compared across models and saved into a library of 2,500+ prompts plus your team's own setups. Celtra's reusable unit is the template and the rule set — governance objects rather than creative ones, which is exactly right for what it does.
Found once. Reused by the team.
Saved setups live in the Prompt Library where the next person can find them, instead of in the generation history of whoever happened to get it right. Whatever a Celtra session leaves behind, it is usually the output rather than the reasoning behind it.
✓2,500+ prompts in the library
✓Saved setups shared across the team
✓Published portfolio examples
Bulk production
One direction. A whole product list.
The Bulk Editing Board and a creative automation platform both scale creative, from opposite directions. Rows are assets, columns are the variables, and one approved direction generates each result — where a CMP would take one finished master and adapt it to every placement.
The fortieth asset costs what the second one did.
Adaptation needs a master. Generation makes one. A team that only automates adaptation still waits six weeks for the thing being adapted.
✓Bulk Editing Board on every plan
✓Rows are assets, columns are variables
✓One approved direction down a SKU list
Same-workflow test
One brief. Two products. Two weeks.
Give both the same brief: one product image in, a hero visual, three square social variants and one vertical motion ad out, then the same direction on a second SKU a week later. Notice which half of that brief each platform can even accept as input.
Start with one product
Use one source product image and one launch brief.
Build the asset set
Produce the hero visual, three square social cuts and one vertical motion ad.
Save the direction
Prompts, references, controls and the model that produced it.
Repeat on the next SKU
Rerun origination, then hand the approved masters to whatever scales them.
Week one tests the model. Week two tests the platform.
Celtra clears the first round comfortably, as does almost anything else worth evaluating. The second round is where the difference appears, and it is the round nobody gets to during a two-week trial.
Teams, scale and API
Governance for people, not only for keys.
Celtra operates at enterprise scale with over 450 enterprise clients, and onboarding typically runs across several days and multiple stakeholders while workflows are configured.
Shared context, shared limits.
Mujo Enterprise is lighter to adopt: connected Node Editor flows, brand context, shared prompt and asset libraries, approval traceability, onboarding and security review, with roles on the Business plan. Time to first value differs by an order of magnitude here, and that is not a criticism of either — governance platforms are configured, production tools are opened.
Pricing
Mujo AI and Celtra in September 2026.
Celtra does not publish pricing. Contracts are quote-based and negotiated per customer, there is no free version, and a demo is the entry point. Budget for implementation time alongside licence cost: onboarding involves configuring workflows with several stakeholders.
Celtra — quote-based
No public pricing; enterprise contracts negotiated per customer
No free tier
A demo or trial is arranged through sales rather than self-serve
Implementation
Onboarding runs across several days with multiple stakeholders
Scale
Reported to serve over 450 enterprise clients including major global brands
Mujo — from $9/mo, or $2.60 pay-as-you-go
Plans Start $9, Basic $19, Pro $34, Creator $84, Business $121 (5 seats); 200-credit packs from $2.60 with no use-by deadline
Credits are not a common currency.
Mujo's plans run from $9 to $121 a month, with up to 40% off on annual billing. Pay-as-you-go packs start at 200 credits for $2.60, credits carry no use-by deadline, and new accounts start with 20 free. An enterprise licence with an implementation project and a self-serve subscription are not comparable on price alone — compare them on which bottleneck each one removes.
✓model and exact model version
✓image or video resolution
✓video duration and frame settings
✓number of outputs
✓quality, fast or relaxed mode
✓reference or editing operation
Ownership and privacy
Who owns the output, and who trains on it.
Enterprise contracts govern data and content handling individually; whatever a comparison page says, the terms that apply to you are the ones in your agreement.
Yours to use. Not ours to train on.
Specifically, on Mujo's side: users keep ownership of what they upload and of AI-generated outputs and may use those outputs commercially, subject to applicable law and third-party rights; inputs and outputs are not used to train foundation models without opt-in, and the enterprise terms extend that to the third-party models in the stack. Commercial-use permission is not rights clearance. Trademark, publicity rights and model-provider terms still apply, so client work needs human review before it ships.
Where each one is strongest
Honest columns. Both of them.
What Celtra does better, and what Mujo does better. A comparison page that fills in only one side is not a comparison.
Mujo strengths
- Producing the master creative itself
- Product imagery that would otherwise need a shoot
- Nine image and five video engines against one brief
- Live in an afternoon, not a quarter
Celtra strengths
- Pixel-perfect variants across every placement
- Brand and specification compliance at scale
- Analytics on creative that actually ran
- Proven at very large advertiser scale
Tradeoffs
What you give up either way.
Worth reading before a trial rather than after one.
Mujo tradeoffs
- No ad serving, placement specs or media-side workflow.
- No enterprise-grade variant governance or compliance rules.
- Not a procurement-scale CMP deployment.
- Curated model list rather than the longest one.
Celtra tradeoffs
- Assumes approved creative already exists
- Enterprise procurement and implementation cycle
- No public pricing and no free tier
- Advertising-led rather than commerce-led
Which fits your team
Decide by the work that keeps coming back.
Decide by where the six weeks go. If they go into resizing and compliance, automate that. If they go into producing the master creative, automating the second half changes nothing.
Celtra
Choose Celtra when approved creative exists and the problem is producing compliant variants across placements, markets and formats at scale.
Mujo
Choose Mujo when the approved creative is what is missing, and producing it is what takes the weeks.
Using both is the enterprise pattern
Originate in Mujo, scale and govern in a CMP. Large advertisers usually run both, and the handoff is the approved master.
The recurring unit of work.
Most shortlists are settled by the wrong question — which tool makes the better first asset. The question that predicts the next year is which tool still helps on the fortieth.
FAQ
Questions people ask before switching.
Short answers about Celtra, about Mujo, and about the parts that are easy to get wrong.
What is Celtra?
A creative automation platform that scales approved creative into compliant variants across placements, markets and formats, with analytics on what ran. It serves enterprise marketing, media and creative teams.
Is Mujo a creative management platform?
No. Mujo produces creative; it does not serve ads, manage placement specifications or govern variant compliance.
What does Celtra cost?
It does not publish pricing. Contracts are quote-based and negotiated per customer, with no free version and a demo as the entry point.
Can Mujo produce format variants?
Yes, through Creative Variations and the Bulk Editing Board — generated from an approved direction rather than templated from a master to placement specification.
Do enterprises use both?
Commonly. The creative is originated in a production tool and scaled in a creative automation platform, with the approved master as the handoff.
Continue
See the workflows this page describes.
A comparison against Celtra stays abstract until you look at the work it is about. These are the production workflows Mujo is built around, plus the neighbouring comparisons if you are still shortlisting.
Campaign Creatives
Take a brief to a full set of campaign assets in one workspace.
Creative Variations
Turn one approved creative into controlled versions across formats and markets.
Product Catalog Production
Run an approved product direction across a whole SKU list.
Mujo AI vs Photoroom
Product photography against generated product imagery.
Mujo AI vs ComfyUI
Open-source node graphs against a managed production system.
Mujo AI vs Artlist
Licensed footage against generated production.
Run your own brief through both.
If variant automation is solved and producing the master creative is what still takes six weeks, that is the half Mujo covers. 20 free credits. Produce a master creative and see how long it actually takes.
