We are an independent consultancy focussed on solving problems at the intersection of machine learning, realtime architecture, user experience and systems design.
We share a commitment to excellence and a strong belief that application beats research, thus whatever works is more valuable then theoretical results.
We think that efficient communication yields more success than process and ceremony. We love to work with people that share our appreciation for integrity, energy and intelligence. We believe all mastery is humble and expertise is a result of merit, not credentials.
We love doing exciting things with boring tools more than the other way around. We like to takle the hard challenges first. Time is the most precious resource bare none. Perfectionism is dangerous and technology is overrated - yet vital.
Solving hard problems in a multitude of disciplines is our bread and butter. We pride ourselves in being highly adaptable, constantly learning and comfortable with impossible deadlines. Find some topics below that we find particularily interesting and have extensive experience in.
Realtime analysis of video or similar bandwith-heavy datasets is no trivial task. We developed and deployed a scalable infrastructure to analyse events and semantic information from terabytes of data per day with unmatched accuracy with a sub-minute latency. The solution is designed by us end to end from the tooling required for collaborative semantic annotation, to a scalable cloud solution on Apache Beam, GPU accelerated Kuberentes Clusters, to the multi-region data warehouse and post-processing services.
In the recent Renaissance of machine learning, everything is AI. We did it before it was cool and know how to put research into robust production systems. The most important ressource when it comes to deploy advanced machine learning infrastructure is not the engineering time or compute resource that you have at your disposal but the quality of your data. This is why we chose to build bespoke tooling for data collection, preprocessing and massaging rather than relying on commercially available solutions. We have experience in edge deployments on NVIDIA Jetson and Google Coral platforms as well as deploying clustered infrastructure to GCP and AWS.
While data collection and storage has exploded in the last decade, it can be a challenge to integrate and make sense of large datasets. We are employing a mix of industry standard BI tools and our bespoke workflows to ensure that data is not only collected but also intelligible.
To appraise technology can be as difficult as putting a pricetag art. We are seasoned judges of the viability and moats of proprietary IP as well as stacks and engineering cultures. With a speciality in machine learning, culture and infrastructure we provide consulting for investment decisions, acquisitions or internal risk assessments.
Where you work is not just a circumstance of your daily routine. We feel it can fundamentaly shape the outcomes of your efforts. As a result our office is a wonderful place full of light and culture in the heart of Berlin. Please come by for a cup of coffee at the bar if you are strolling around in the area.
This wonderful bar made by the great team of Ertl&Zull
Front office as Gallery Space. Here featuring an exhibition by Götz Schramm
That wonderful bar from a different perspective.
Great architecture throught by Kollhoff Architekten
We are regularly hosting events, exhibitions and talks to foster interdisciplinary exchange. If you would like to host your event with us please drop us a message with a short description what you have in mind.
A selection of companies we had the privilege to work with. Please get in touch to receive a portfolio and detailed case studies.
Tell us about your problem! We are always happy to hear what bothers you the most. Please keep in mind that due to the nature of our work, we are usually looking for engagements of at least three months.
We share our expertise and experience in oral and written form. We formulate critique and evaluate things. We speak in front of audiences, teach the state of the art and break down complex problems into easy concepts.
We design products and system architecture. Translate AI research into cloud deployments. Conceptualize BI and data warehousing solutions. Review your team and technology. Create roadmaps and perform competitive analysis. Advise on vendor and solution deployment. Help you to decide wether to make or buy.
With our own hands and a little help from our friends we are able to turn ambitious plans into tangible, working software and products. This is the part we enjoy doing the most.