AI never
stands still.
AI gets better and cheaper every month. What you’re building should too. We continuously optimize your AI stack with expert-supervised improvements, measured against your quality, latency and cost targets.
Where we help.
CEOs, CTOs & Heads of AI
“Our AI bill grows faster than our user base.”
We measure where your stack spends compute and help lower the cost, while keeping the quality and performance your product needs.
Founders & product teams
“What we want to build is too slow or too heavy to ship.”
We optimize your models, GPU kernels and runtime together, so demanding AI workloads run fast and light in production.
ML leads
“New models and methods arrive faster than we can put them into production.”
We continuously test new models and methods on your production workloads and bring in what works, with expert supervision.
How the platform works.
Continuous improvements, measured against your workload.
Measure.
Understand how your stack performs today.
Evaluate.
Find which new models and methods meet your requirements.
Improve.
Adopt validated improvements with our team.
The cycle continues as your workload and AI evolve.
Your whole stack, optimized together.
An improvement at one layer can create a bottleneck elsewhere. We evaluate the model, GPU kernels and runtime together, measuring the effect on the complete workload.
Model
Choose and adapt models to your task and quality requirements.
Kernels
Reduce the time and memory needed for the model’s core GPU operations.
Runtime
Improve how requests are batched, scheduled and served on your hardware.
Research meets engineering.
Our founders combine two decades of optimizing real-time systems with five years of AI research at Mercedes-Benz and more than 25 published patents. About us
We have worked with
- Mercedes-Benz
- Universität Tübingen
- Nike
- BayernLB
- BMW
- Audi
- Google DeepMind
- Intel
- Bergfreunde
- Siemens
- Lufthansa
- Volkswagen
- Adidas
- Max Planck Institute for Intelligent Systems
- The University of British Columbia
- Deutsche Telekom
- ABB
- Hyundai
- Viessmann
- Fraunhofer IIS
- Refik Anadol Studio
- Konica Minolta
- EnBW
- Universität zu Lübeck
- METRO
- Ars Electronica
What are you building?
Tell us about your models, hardware and targets. We’ll find where continuous optimization can help.
[email protected]Work with us.
Show us what you have built.
Supported by AI NATION
Halbach AI is part of the AI NATION GRANT program. AI NATION is funded by the German Federal Ministry for Economic Affairs and Energy and co-financed by the State of Berlin.




