Mews Labs

The science your Operations thrive on

Mews Labs is the applied science and technology hub of Mews Partners. We turn complex industrial challenges into better decisions and stronger performance – developing and deploying modelling, simulation, and optimisation solutions at scale. Whether it’s predicting asset degradation, optimising production schedules, building systems digital twins, or routing thousands of field interventions – over 75% of what we build runs in real operational environments today.

Discuss your R&D challenges

Where we intervene

Every industry faces strategic & operational problems where the number of variables, constraints, and interdependencies exceeds what human judgement or conventional tools can handle. These are the problems we solve - across six domains where advanced science turns operational complexity into better, faster decisions.

Product design & simulation

What if you could test ten thousand variants before building a single prototype? We model product behaviour, explore design spaces, and optimise architectures virtually - so you know your design is the best one, not just one that works.

R&D & engineering performance

R&D organisations often run slower than they could - not for lack of talent, but because knowledge is scattered, tests are duplicated, and data sits underexploited. We make your engineering machine faster by extracting more value from what you already have.

Production & supply chain

Plans rarely survive the first demand shift. We build models that let you plan across horizons - from next week's production sequence to next decade's factory network - with scenarios and simulations, not spreadsheets and assumptions.

Asset performance & longevity

Maintaining too early wastes money. Too late causes failures. We model how your assets age and degrade, so you can intervene at exactly the right moment — extending lifespan, avoiding surprises, and optimising spend over decades.

Operations & logistics optimisation

Every day, thousands of micro-decisions are made on the shopfloor, in the warehouse, and across field operations. Most rely on experience and intuition. We complement them with algorithms that sequence, route, and allocate in real time - same decisions, dramatically better outcomes.

Programme & project portfolio management

What happens if this deliverable slips by three months? Most programme managers can’t answer that with confidence. We model the full complexity - tasks, resources, dependencies, risks - so you can see the consequences of decisions before you make them.

WHAT WE MASTER

Seven technical capabilities power everything we deliver — each developed and refined across hundreds of engagements in complex industrial environments.

Hybrid modelling  Physics-based simulation enriched by machine learning, combining accuracy with speed

Constraint-based optimisation & operational research Finding the best combination among millions of feasible options

Machine learning & deep learning Classification, prediction, anomaly detection, computer vision

Generative AI & LLM ⁨⁨⁨⁨⁨Knowledge access, intelligent interfaces, document understanding

Multi-physics simulation & HPC ⁨Finite elements, fluid dynamics, thermomechanics, discrete events simulation at industrial scale

Digital twin Of a product, an asset, a process, a network, an ecosystem

How we deliver

Not every problem requires the same response. We structure our engagements around four modular delivery models — adapted to your situation, your infrastructure, and the nature of the challenge.

Advisory

Structuring your AI and data approach. Identifying the right use cases and building roadmaps that connect technology choices to outcomes. Delivered jointly with our AI & Digital Strategy consulting practice.

Dedicated algorithms & models

Developing specific algorithms, models, or AI capabilities as R&T exploration, proof of concept, or intelligent augmentation embedded directly into your existing tools and platforms.