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AI2Leaders 2026
Founding Edition
Recognizing outstanding contributions to Industrial AI.
The founding edition names a small set of organizations and products for a specific contribution to Industrial AI. Startup Leadership is grouped into three disciplines, with three selections in each, shown together and with no order among them. Product Innovation holds at most three. A name appears here only after editorial review.
Emerging companies developing differentiated Industrial AI technologies with credible industrial relevance and traction. Three disciplines, three selections in each.
Design, simulation, and the path from a specification to a product that can be built.
Electronics design · Germany
Electronics design automation that takes a requirement through to a manufacturable board.
Celus works on the engineering path from a specification to a PCB an OEM can build. That is design work, ahead of the factory record.
Industrial AI Leader
2026
Celus
Startup Leadership
Association Industrial AI
Simulation and CAD · Switzerland
Engineering models that use CAD and simulation data in product development.
Neural Concept sits with design teams, on the geometry and the simulation, rather than on the shop-floor record.
Industrial AI Leader
2026
Neural Concept
Startup Leadership
Association Industrial AI
Engineering test data · United Kingdom
Software that models engineering test data so teams can predict product performance with fewer physical tests.
Monolith is the engineering seat in the United Kingdom. The work is test data and how a product will perform.
Industrial AI Leader
2026
Monolith AI
Startup Leadership
Association Industrial AI
Production, quality, and the work of keeping machines running.
Maintenance · Germany
Maintenance copilots that turn manuals, voice requests, and shop-floor reporting into work on the machine.
remberg sits where manufacturers lose time: repair, asset history, and the step from a fault to a work order. Their public account includes OSRAM.
Industrial AI Leader
2026
remberg
Startup Leadership
Association Industrial AI
Production vision · Belgium
A computer-vision platform for machine builders and manufacturers to run vision models on production lines.
Robovision is the manufacturing seat in Belgium. The work is vision for machine builders and factory lines.
Industrial AI Leader
2026
Robovision
Startup Leadership
Association Industrial AI
Production quality · Switzerland
A platform for manufacturers to trace production deviations, root causes, and quality performance.
EthonAI works on why a process drifted. That sits beside repair and visual inspection as a third kind of manufacturing work.
Industrial AI Leader
2026
EthonAI
Startup Leadership
Association Industrial AI
Robots, vision, and software that runs on the machine or around the site.
Warehouse robotics · Germany
Pick-and-place robotics that adapts to new items without a teach-in.
Sereact applies AI to warehouse handling, where the items in a bin keep changing. The selection is for that use in logistics.
Industrial AI Leader
2026
Sereact
Startup Leadership
Association Industrial AI
Robot assembly · Germany
Vision-based control that lets a robot handle assembly and machine tending when the part is not identical every time.
Micropsi is the assembly seat. The robot adapts to variation in the task, which is a different job from picking out of a bin.
Industrial AI Leader
2026
Micropsi Industries
Startup Leadership
Association Industrial AI
Inspection robotics · Germany
Software for autonomous robots and drones that inspect and monitor industrial sites.
Energy Robotics takes physical AI out to inspection rounds, rather than keeping it at a fixed cell.
Industrial AI Leader
2026
Energy Robotics
Startup Leadership
Association Industrial AI
Outstanding AI-powered industrial products, platforms, or solutions, regardless of company size.
Product of Wandelbots
Physical AI for robotics · Germany
One software layer that connects robots, models, and digital twins, so a cell can be simulated and then run.
NOVA is built for factories that already run more than one robot brand. The same layer is meant to validate the cell and then drive it. That is a concrete piece of physical AI.
Industrial AI Leader
2026
Wandelbots
Product Innovation
Association Industrial AI
Engineering automation · Germany
AI agents that take on CAD, CAE, costing, and simulation work inside an engineering workflow.
The product sits on the tools engineers already use for design and simulation. The selection is for agents that carry a job across CAD, analysis, and cost.
Industrial AI Leader
2026
Synera
Product Innovation
Association Industrial AI
Product of NXAI
Industrial time series · Austria
An xLSTM model for industrial time series, published with weights for zero-shot forecasting.
TiRex is the product, and the company is NXAI. Machine sequences are a different problem from documents. The weights are public, so the advance can be run.
Industrial AI Leader
2026
NXAI
Product Innovation
Association Industrial AI
2026 is an editorial founding selection. It is not a quantitative benchmark, and it is not a comprehensive European ranking. An evidence-based benchmarking system is being developed for later editions.
Speaking at an AI² event, holding a membership, or sponsoring the association does not decide a selection. The recognition is independent of those relationships.
AI² – Association Industrial AI is an independent association. Our mission is to bring together experts in Industrial and Generative AI, provide a neutral space for collaboration, and share knowledge and best practices. We support the development of practical solutions that help organisations adopt AI at scale across engineering, manufacturing, and operations. The founding edition is one publication of that work, not a member benefit and not a sponsored list.
Read about AI² – Association Industrial AILater editions are meant to rest on the benchmarking system now being built. This page remains the home of the program. There is no nomination portal for 2026. Organizations that want to be considered when a later edition opens can write to the association.