Industries
We go where the growth is going.
We concentrate on a handful of industries that we expect to define the coming decades, and within each we work only with companies positioned to lead it. Concentration lets our engineers arrive already fluent in the domain.
Frontier AI and compute
Model developers, inference platforms, data-centre operators and the supply chain that feeds them.
- Typical work
- Capacity planning and scheduling, internal tooling, evaluation infrastructure, customer deployment engineering.
Energy and the grid
Generation, storage, transmission and the new load created by electrification and compute.
- Typical work
- Forecasting, asset operations, interconnection and permitting workflows, trading and dispatch support.
Advanced manufacturing and robotics
Factories, autonomous systems and the companies rebuilding industrial capacity.
- Typical work
- Production scheduling, quality and yield, supply-chain visibility, fleet operations and field-data loops.
Education and training
Universities, school systems and the companies rebuilding how people are taught, assessed and credentialed.
- Typical work
- Tutoring and assessment systems, curriculum and content pipelines, student-record integration, safeguarding and privacy controls.
Biotechnology and health
Discovery platforms, clinical development and the systems that deliver care.
- Typical work
- Research data platforms, trial operations, regulatory documentation, clinical and revenue workflows.
Financial infrastructure
Capital markets, private capital, insurers and the rails underneath them.
- Typical work
- Research and diligence systems, risk and compliance workflows, underwriting, operations automation.
Who we work with
An exclusive list, and the reasons for it.
- Companies that lead their category, or have a credible path to leading it, in an industry with decades of growth ahead.
- Leadership that treats applied AI as a strategic matter owned by the chief executive, with the authority to change how work is done.
- A problem that is operationally important, technically hard, and specific enough that a small team can move it.
- A willingness to give engineers real access: to systems, to data, and above all to the people who do the work.
We do not name our clients. Companies outside the industries listed here are welcome to enquire; the criteria above matter more than the sector.
Enquiries
If this describes your company, we should talk.
Enquiries are read by a principal of the firm and handled in confidence.
Request an engagement