mimikry builds AI around your business instead of forcing you to change.

Yes. Since every system is trained exclusively on one brand's data and kept separate by design, this actually works in your favor for multi-brand organizations. Each sub-brand gets its own model, trained only on its own assets, so there's no bleed-over or generic "house style" diluting what makes each brand distinct. We've built this kind of structure for groups managing several brand identities under one roof.

In most cases, yes. Since the systems run on your infrastructure and we don't lock you into a closed platform, integration depends on your existing tech stack rather than on us. We typically work with your team early on to map out where the model should plug in, whether that's a DAM, a PIM, an internal creative tool, or a custom pipeline, and build the integration as part of the project scope.

This is exactly the problem we ran into early on with the Muuto project, and it shaped how we work now. The fix isn't more compute, it's process. We train exclusively on verified, brand-approved reference material, and we build in review checkpoints before a model is considered production-ready, not after. We also work closely with your brand or creative team during training so material accuracy, color, proportions, and tone are validated against your actual standards, not our assumptions of them.

Brand guidelines evolve, and your model evolves with them. We build retraining into the relationship from the start, not as a costly afterthought. When your visual identity shifts, whether it's a new product line, a packaging redesign, or a broader rebrand, we retrain on the updated reference data. Because the system runs on your infrastructure and was built specifically for your brand, this is a focused update, not a rebuild from scratch.

We start by understanding what's slowing your content production down. Then we build the infrastructure to fix it. Custom pipelines, automated workflows, whatever your team actually needs. We're not a vendor that delivers files. We're a strategic partner that builds systems so your team can focus on creative and strategy, not production bottlenecks.

You do. 100%. Every asset we generate is fully yours, including commercial usage rights. We provide indemnification and clean IP chains so your legal team can sign off with confidence.

On dedicated GPU servers in Germany. Your data never touches public clouds or third-party infrastructure. Nothing is shared, nothing trains other models. Full GDPR compliance by architecture.

It depends on the complexity, but typically 6 to 8 weeks from first workshop to production-ready pipeline. We move fast, but we take the time to understand your workflow first. A solution that doesn't fit how your team works is no solution at all.

We start with a deep dive into your current workflow, not a file handoff. We'll figure out together where the bottlenecks are, what data you have, and what the pipeline needs to look like. You bring the brand knowledge, we build the engine.

No. We connect to your existing stack: PIM, DAM and CMS. We don't replace your tools, we plug into them.