4colors Research

What 4colors Research does

4colors Research Limited is a Cambridge, UK-headquartered algorithm technology company founded in 2016 by Dr. Marcin Kaminski that develops AI-driven mathematical optimization solvers for complex industrial problems. The company combines mathematical optimization, machine learning, and hybrid classical-quantum computing to deliver custom-tailored solutions across supply chain, manufacturing, logistics, aerospace, energy, defense, finance, and healthcare. Its core product, Smart Solvers, uses data-driven methods that dynamically adapt to each problem by leveraging AI to select and tune the most effective algorithms; the hybrid solver architecture runs fully on classical hardware today while selectively applying quantum routines where they add clear value, with the design intended to scale to more capable quantum machines as they mature.

The company's revenue model is built on professional services: custom optimization solutions, optimization and AI strategy consulting, R&D collaboration, and quantum computing services. Pricing is not publicly disclosed and is quote-based per engagement, typically structured as project-based or multi-year contracts. Commercial traction is anchored by a small set of named enterprise and government clients including Airbus, Huawei Technologies, UK Ministry of Defence (Dstl), UK Space Agency, and the National Quantum Computing Centre (NQCC), with revenue delivered through direct enterprise sales, government contracts, and consortium-led grant projects. The company does not offer a self-serve product; go-to-market is consultation-driven across discovery, design, validation, build, deploy, and optimize phases, supported by content marketing, LinkedIn, earned media from competition wins, and participation in industry conferences.

The company operates as a privately held UK limited company with no disclosed parent, subsidiaries, funding rounds, or headcount data. It claims a global footprint spanning the UK, France, Germany, and China via partnerships, though its only disclosed office is the Cambridge headquarters. Notable strategic milestones include winning the 2024 Airbus-BMW Quantum Computing Challenge against 420+ teams, semifinalist status in the XPRIZE Quantum Applications competition, and securing contracts with Airbus, UK MOD, UK Space Agency, and an Innovate UK Growth Catalyst grant to commercialize its quantum-ready AI optimization platform.

Name

4colors Research

Legal name

4colors Research Limited

Website

https://4colors-research.com

Company type

Private

Founded year

2016

Operating status

Operating

Headcount range

1–10 employees

Short description

4colors Research is a Cambridge, UK-based firm that builds AI-driven mathematical optimization solvers combining machine learning and hybrid classical-quantum computing, serving enterprise and government clients across aerospace, defense, manufacturing, and supply chain verticals through custom solutions and R&D collaborations.

Ownership category

akta.pro rank

Headquarters

HQ city

Cambridge

HQ country

United Kingdom

HQ region

Europe

Offices1 record

Markets served

GTM type

B2B

Offering type

Services

Cost components

Personnel, Technology or R&D, Marketing or Sales, Operations, Infrastructure

Revenue model

1. Custom Optimization Solutions: Tailored optimization solutions designed and implemented for specific organizational challenges. The team works closely with clients to design and implement strategies leveraging advanced optimization and AI algorithms to maximize efficiency, reduce costs, and enhance performance. Revenue is generated through project-based professional services engagements.
2. Optimization and AI Strategy Consulting: Expert guidance on integrating mathematical optimization and AI into business operations. Provides consultation on how to effectively integrate these technologies whether the client is new or looking to scale existing applications.
3. R&D Collaboration: Joint innovation projects where companies partner to outsource part of their R&D efforts. The team of experienced computer scientists and algorithm engineers brings innovative thinking to deliver measurable results.
4. Quantum Computing Solutions: Services helping companies prepare for quantum computing and apply it to solve complex business problems. Bridges quantum research with practical applications across various sectors.

Pricing tiers

Go-to-market motion1 record

Distribution channels3 records

Marketing channels6 records

Core offering

4colors Research develops advanced, AI-driven optimization algorithms (Smart Solvers) that combine mathematical optimization with artificial intelligence and quantum-ready computing techniques to solve complex industrial problems. The company delivers custom-tailored optimization solutions, strategy consulting, R&D collaboration, and quantum computing preparation services to enterprise and government clients across aerospace, defense, manufacturing, logistics, energy, finance, healthcare, and retail sectors.

Product overview

4colors Research offers a portfolio of advanced optimization solutions centered on its Smart Solvers technology - AI-driven algorithms that combine mathematical optimization with artificial intelligence methods, dynamically adapting to each unique business problem. The company's hybrid classical-quantum optimization platform runs fully on classical hardware today while incorporating quantum routines where they add clear value, positioning clients for the quantum computing era. Professional Services deliver custom-tailored optimization solutions, while Optimization and AI Strategy consulting guides companies on technology integration. R&D Collaboration enables joint innovation projects, and Quantum Computing Services help businesses prepare for and leverage quantum computational advances.

Differentiator

Problem solved

Functional benefit

Products and services

• Smart Solvers AI-driven optimization algorithms based on mathematical optimization techniques that leverage AI methods. The solvers are data-driven and dynamically adapt to the specific optimization problem at hand, delivering exceptional performance tailored to each unique business case for enterprise and government clients.
• Professional Services (Custom Optimization Solutions) Custom-tailored optimization solutions delivered by expert teams working closely with organizations to design and implement strategies that leverage advanced optimization and AI algorithms, maximizing efficiency, reducing costs, and enhancing performance across operations.
• Optimization and AI Strategy Consulting Consulting service that helps companies harness the power of mathematical optimization and AI to drive better decision-making, with expert guidance on integrating these technologies effectively into business operations, applicable to clients new to the technology or scaling existing applications.
• R&D Collaboration Joint innovation project partnerships that allow companies to outsource R&D efforts, pairing experienced computer scientists and algorithm engineers with client teams to deliver fresh, innovative thinking and measurable results on complex computational problems.
• Quantum Computing Services Services that help companies prepare for quantum computing and apply it to solve complex business problems, bridging quantum research with practical applications across aerospace, defense, manufacturing, logistics, and other sectors.

Quantifiable outcome

• Solved complex supply chain optimization problem allocating over 4 million parts across 50 assembly sites in under 30 minutes on a standard laptop
• +2 more outcomes

Named customers5 records

Segments7 records

Ideal customer profiles2 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability1 record

Feature4 records

Partnerships

Five partnerships are on record, tiered core and flagship.

• DNVcoreStrategic or Co-development Partner · 1 February 2026Consortium partner in the NQCC SparQ Grant project for quantum-accelerated aircraft loading optimization. DNV contributes domain science and digital trust capabilities, covering digital assurance, data quality and governance, and applied AI/ML analytics.
• National Quantum Computing Centre (NQCC)coreStrategic or Co-development Partner · 1 February 2026Consortium partner and grant funder in the NQCC SparQ Grant project under the 2025 STFC Cross Cluster Proof of Concept: SparQ Quantum Computing Call. NQCC is the UK national facility dedicated to accelerating quantum computing development and adoption.
• ORCA ComputingcoreTechnology or Integration · 1 February 2026Consortium partner in the NQCC SparQ Grant project contributing photonic quantum systems for aerospace logistics optimization. ORCA Computing delivers high-performance, data center-standard quantum computers for machine learning, optimization, and AI workloads.
• AirbusflagshipStrategic or Co-development Partner · 1 December 2024Strategic partnership involving multiple initiatives including winning the Airbus-BMW Quantum Computing Challenge (2024), a proof-of-concept contract for quantum-enhanced aerospace production planning and logistics (December 2025), and consortium participation in the NQCC SparQ Grant project for quantum-accelerated aircraft loading optimization (February 2026).
• BMW GroupcoreStrategic or Co-development Partner · 1 December 2024Joint participation in the Airbus-BMW Quantum Computing Challenge where 4colors Research won the Quantum-Powered Logistics track. The challenge focused on optimizing production planning and logistics for companies like BMW using quantum computing, with BMW providing expertise and business case insights.

Scale indicators3 records

Recent moves6 records

Expansion highlights6 records

Regional players

• Riverlane: UK-based quantum computing company focused on quantum error correction and the full hardware-software stack; competes for UK government and ecosystem mindshare (NQCC, Innovate UK) and is part of the same Cambridge/London quantum cluster.

Direct peers

• Q-CTRL: Quantum software company offering AI-based optimization and control software (e.g. Fire Opal) that improves the output of quantum solvers — competing head-on in the 'AI + optimization + quantum' positioning that 4colors Research emphasizes.
• 1QBit: Canada-based quantum software firm building enterprise optimization and machine-learning products (e.g. for materials, finance and healthcare) — a long-standing peer in applied quantum algorithms for complex industrial problems.
• Quantinuum: Trapped-ion quantum hardware plus a full software/algorithm stack including hybrid classical-quantum optimization routines such as InQuanto. Comparable in marrying algorithm IP with near-term hardware applicability for enterprise customers.
• Multiverse Computing: Spanish-founded quantum software firm applying quantum and quantum-inspired algorithms to optimization in finance, manufacturing, logistics and aerospace — directly overlapping 4colors Research's core use cases and customer verticals.
• PASQAL: Neutral-atom quantum hardware vendor with a software/algorithm layer for optimization problems; competes for the same hybrid-classical-quantum enterprise optimization narrative in logistics and aerospace-adjacent use cases.
• Classiq: Quantum software platform that automates algorithm design and compilation — competing in the 'AI-driven algorithm design' layer that 4colors Research emphasizes as a differentiator.
• QC Ware: Quantum and quantum-inspired algorithms company focused on enterprise optimization and machine learning use cases across similar verticals to 4colors Research (manufacturing, finance, energy).
• D-Wave Systems: Commercial quantum annealer vendor and provider of hybrid solver services for large-scale combinatorial optimization in supply chain, manufacturing and logistics — a direct competitor for industrial optimization workloads.

Broad incumbents

• IBM Quantum: Broad incumbent offering Qiskit, a large enterprise quantum cloud platform and a growing optimization portfolio (e.g. CPLEX for classical OR plus quantum-ready extensions) — a large, well-capitalized competitor across the same enterprise buyers.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat4 records

Key risks5 records

Key highlights7 records

Customer concentration

• LinkedInlinkedin.com/company/4colors-research

Revenue estimate

Valuation estimate

Number of profiles

Profiles1 record

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about 4colors Research