Applications
Start with your problem, not our organisational chart
Every cell below is a claim we can substantiate with published work or running code. The level in each cell is the honest part: it says how far that combination of method and problem has actually been taken.
| Cybersecurity & defence | Finance & econometrics | Logistics & optimisation | Chemistry & materials | Energy & smart grids | Machine learning | Complex systems | |
|---|---|---|---|---|---|---|---|
| Algorithm design | lead | lead | lead | emerging | active | lead | active |
| Simulation | emerging | active | emerging | lead | active | emerging | lead |
| Software & platforms | active | active | active | active | active | active | emerging |
| Foundations | emerging | active | emerging | emerging | emerging | active | lead |
How to read this
Lead means we have published results in that combination of method and domain, and can point you at them. Active means work is in progress and there is something to show, but it is not finished. Emerging means early or exploratory — worth a conversation, not yet worth a promise.
An emerging cell is not a gap we are embarrassed by. It is a gap we are telling you about, because the alternative — claiming everything is ready — is how quantum computing acquired its credibility problem in the first place. If an emerging cell is exactly your problem, that is still worth an email: it may be a proposal waiting to be written.
What sits behind each application page
Every application page follows the same fixed structure, so you can compare them:
- The problem, stated in your terms before any quantum content.
- Approach — the actual formulation, not a gesture at one.
- Classical baseline — what a good conventional method already achieves.
- Maturity — exploratory, published result, working prototype, or in service.
- Direct impact — who feels the difference if it works.
- What deployment requires.
- Evidence — the publications behind the claim, linked by DOI rather than asserted.
The classical baseline and maturity fields are there on purpose. A centre that tells you where a classical method still wins is more useful than one that does not, and its claims age better.
The application areas
Lead area
Cybersecurity & defence
Attack and defence strategy on layered networks, formulated as optimisation and solved by annealing.
Read more →Lead area
Finance & econometrics
Option pricing, risk and macroeconomic forecasting under non-standard dynamics.
Read more →Lead area
Logistics & optimisation
Routing, scheduling and assignment problems at the scale where classical heuristics start to strain.
Read more →Active
Chemistry & materials
Electronic structure, catalysis and functional materials, by simulation.
Read more →Active
Energy & smart grids
Dispatch, allocation and grid behaviour under distributed generation.
Read more →Lead area
Machine learning
Quantum and quantum-inspired models, and the question of when the quantum part is doing the work.
Read more →Active
Complex systems
Agent-based modelling of systems whose behaviour is emergent rather than derived.
Read more →Last updated 14 September 2026.