Gece / Case Study

A consumer AI product running in 48 languages

This is not a client story — it is our own product's story. We built it from scratch; today it serves thousands of users fully automatically. We build and operate for ourselves first what we build for you.

The challenge

A consumer-facing AI product had to serve thousands of concurrent requests, deliver content consistently in 48 languages and process payments without interruption — all with a small team and no human intervention.

The solution

We built a modular architecture: a multi-provider AI layer that picks the best model per task, an automated translation pipeline, a central credit wallet, queue management, and 24/7 monitoring with automatic recovery. Every component can be updated independently.

The results

Thousands of registered users, hundreds of ready generation pipelines, and generation, payment and support systems running unmanned around the clock. The same infrastructure now powers multiple products at once.

What it means for you

We built this scale in our own product first and operate it every day. We size and deploy the same architecture — automation, multilingualism, payments and monitoring — for your business needs.

For confidentiality we do not name the product here; we can show it in detail in a call.

Frequently asked questions

Which product is the case study about?

For privacy reasons we do not name the product on the site; we can show it in detail in a call.

Can this architecture be adapted to my business?

Yes. The automation, multilingual, payment and monitoring components are independent of each other; we pick the ones you need and size them to your business.

How does the system run without human intervention?

Queue management, 24/7 monitoring and automatic recovery keep generation, payment and support running around the clock. When something goes wrong, the system first tries to recover on its own and alerts the team if needed.

Let's build a similar system for your business

In a short call we can pinpoint together which parts fit your case.

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