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Applications / Logistics

Logistics

Vehicle routing, warehouse placement, fleet scheduling and network design are classic combinatorial problems companies pay to improve by single percentage points, which is why they headline so many quantum pilots.

Optimization wearing a hard hat

Logistics is the optimization page made concrete: which container goes on which ship, which crane unloads it, which truck takes it, which crew flies the plane. Global supply chains burn enormous compute on these questions, margins are thin, and a percentage point of efficiency is worth real money, which is why logistics operators were among the first to run quantum pilots.

Everything honest from the optimization page applies unchanged: classical solvers are excellent, no quantum advantage has been demonstrated on a production logistics problem, and today's pilots are about readiness and workflow engineering.

Documented programs

Airbus made aerospace optimization problems public in its 2019 Quantum Computing Challenge. Aircraft loading and trajectory optimization posed as open research problems. ExxonMobil and IBM published research on formulating maritime shipping routing for quantum algorithms. Tens of thousands of merchant ships route around the planet, so even the formulation work is instructive. Port and freight operators have run annealing-based scheduling experiments with hardware partners.

The pattern across all of them: real operational problems, real data, honest research papers. Results measured against learning value, not classical-beating performance. When a logistics pilot claims savings, ask the evaluating-claims question: compared to which classical baseline?

The honest caveat: Every pilot competes with world-class classical operations-research solvers.

Documented programs and results

Real, sourced work in this area. Each entry links to its primary source and carries an evidence tag. Documented programs are not endorsements, and nothing here is investment advice.

WhoWhat is documentedYearEvidence
Airbus Public Quantum Computing Challenge posing aircraft loading and trajectory problems to the research community 2019 VendorVendor: Company announcement, not independently verified. Airbus ↗
ExxonMobil + IBM Published research formulating maritime shipping routes for quantum optimization algorithms 2021 Peer-reviewedPeer-reviewed: Published in a refereed venue. IEEE Trans. Quantum Engineering ↗

Related coverage all news →

Recent real articles from the site's news feed that touch this area: every card names its outlet and opens the original.

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Further reading

Journalistic and primary documents worth your time. Journal papers, standards bodies, and company technical posts, each labeled for what it is.

Formulating and solving routing problems on quantum computers — IEEE Transactions on Quantum Engineering (ExxonMobil / IBM authors), 2021 ↗  Peer-reviewedPeer-reviewed: Published in a refereed venue. Challenges and opportunities in quantum optimization — Nature Reviews Physics, 2024 ↗  Peer-reviewedPeer-reviewed: Published in a refereed venue.

How to read claims in this area

Apply the five-part framework (problem, algorithm, hardware, end-to-end workflow, economics) and compare against the best classical alternative, not brute force. The checklist: Evaluating claims.

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