References
What we designed and built.
Projects we delivered or still run today, plus case studies, prototypes and field tests. We don’t name clients - but we do show results.
Products & experiences 8
The patterns carry over to any product with many variants - whether vehicle, machine, insurance tariff or medical device.
Project● in operationRecommendations without lock-in
A recommendation service suggests relevant optional equipment - across brands, with vector search and an evaluated option for an own language model.
PrototypeThe assistant that knows every price list
The request was a classic app for looking up equipment codes and prices. We showed that a chat does it more simply - as a working prototype: an answer in 5 to 10 seconds instead of 3 to 5 minutes in spreadsheets.
Project● in operationAdvising where customers ask today
An app inside one of the major AI assistants: customers describe what they are looking for in their own words - and get matching models, comparisons and available vehicles based on real product data.
Project● in operationCustomisation people want to see
A customiser for exclusive equipment - online and in the showroom: experience material, colour and interior in brand quality and take your configuration to any device with a code.
Project● in operationEveryone sees the interface. We do the rest.
Frontend, backend and operations of a product configurator in ongoing delivery: product data, rules and interfaces keep it running every day and evolving.
ProjectOne bank, one website, many languages
New corporate website on an enterprise CMS: mobile-optimised, multilingual - with more qualified leads and fewer enquiries.
Case studyFrom feed to street
Concept for a connected vehicle launch: brand world, AI companion and community - online and in the city, from the first swipe to the test drive.
Case studyNo more 400-page owner’s manuals
Existing content, rethought: a digital owner’s manual that only shows what is fitted in your own vehicle - created as a clickable prototype in a design sprint.
Documents, data & knowledge 5
Project● in operation300,000 documents a month - understood automatically
An AI pipeline of eight custom models classifies, extracts and enriches construction documents and blueprints - at around 90% accuracy.
Project● in operationSpecifications that explain their own changes
An LLM-based tool compares vehicle-wide requirement documents, summarises changes semantically and flags what is legally relevant.
ProjectQuality inspection at machine speed
Machine vision and machine learning inspect every product inline - at full line speed, under GMP and US regulations (CFR).
Project15,000 comments, one clear picture
AI analyses user comments from a digital sales channel - by topic and sentiment, continuously and as a management dashboard.
Compliance & approvals 4
Case studyData protection and reporting duties for autonomous driving
For an autonomous vehicle in test operation we set up GDPR compliance and regulatory in-service monitoring.
ProjectRegulation as a workflow: software updates, certified
New UN requirements for vehicle software updates - implemented as a digital, auditable toolchain instead of a paper process. The systems were successfully certified.
Development, testing & modernisation 5
Project● in operationValidation in one day instead of five
An AI decision assistant shows engineers which test is regressing and why. After a blind test on unknown data, it was industrialised across programmes.
Field testFrom ticket to pull request: 162 hours become 64
A field test in one of our own projects: in one sprint, engineers implemented 14 real tickets in dialogue with a coding agent and estimated the effort with and without it. Around 60% less effort, with big differences per ticket.
Project● in operationModernisation in live operation - around 60% faster with AI
A critical engineering application on an ageing stack was modernised iso-functionally - without service interruption and with AI as the accelerator.
Project● in operationTest operations with agents: 14 hours a day freed for more important work
An agent system monitors a continuously running test suite, triages every failure and fixes approved test defects. The system takes over around 88% of the routine work - the team has the time for further development.
Project● in operationRelease planning in minutes instead of hours
A cloud platform ensures that only tested, approved and compliant software versions reach the vehicle - and digitalises test management.
