Vision,
Perception,
Precision
AI systems, high-performance compute infrastructure, advanced data pipelines and image processing solutions that advance the science of human visual perception.
Precision Engineering
for the Age of
Intelligent Systems
Cyanapse is a specialist AI engineering and R&D company dedicated to advancing the science of perceptual augmentation and bringing that science into production. Precision, reliability, and scalability guide every stage of our work, from research to deployment.
Our Craft
Driven by fundamental research in perceptual AI, we engineer custom models, auditable workflows, and high-performance infrastructure tailored to the specific operational needs of each system. Across research and engineering, we build precise, reliable technology foundations designed to perform effortlessly at scale.
Vision Lab & AI Research
Our proprietary research in human perceptual augmentation has produced solutions including Active Colour Enhancement, photorealistic image filters, perceptual quality assessment metrics, and exact inversion of neural networks. We collaborate with universities and partner with businesses, and our research has been recognised by Innovate UK and presented at NVIDIA GTC Europe.
Custom AI & Data Engineering
We develop bespoke machine learning, computer vision and generative AI systems, together with the infrastructure and data pipelines required to operate them. Whether deploying custom models, foundation models or hybrid solutions, we engineer robust sovereign AI systems designed for performance, transparency and long-term maintainability in production.
Infrastructure & Linux Expertise
We build high-performance Linux infrastructure designed for distributed workloads, featuring optimised kernels, encrypted environments, container orchestration, high-traffic web serving capabilities, secure computing, sovereign deployments and hybrid cloud integration. Systems designed to perform at the hardware limit and maintained for the long term.
Founded on Research, Built to Last
In an age of rapid production and imperfect solutions, we choose to build systems that work correctly and reliably over the long term, and at the limits of what technology allows. We apply this philosophy to software, AI and infrastructure to solve the most demanding computing challenges, particularly where managed services fall short.
Our commercial work is grounded in ongoing R&D at the frontier of computer vision and AI architecture design. The proprietary building blocks of our Vision Lab, proudly developed and built end‑to‑end by Cyanapse, directly inform our tools and services, giving us and our clients capabilities ahead of the mainstream.
Craft over Speed
We bring an uncompromising attention to detail when we build and deliver systems that are correct by construction, maintainable under pressure, and reliable at scale. Our clients choose us when the cost of failure is not an option. Combining rigorous engineering with carefully controlled AI, we develop predictable, maintainable systems across the full stack.
AI, Correctly Applied
From AI strategy and data collection to model development and inference optimisation, we deliver machine learning and computer vision systems across the full AI lifecycle. We leverage foundation models where appropriate and develop bespoke models when they offer superior performance, control, or efficiency. The result is reliable AI systems built on over a decade of practical experience.
End-to-End Capability
Our end-to-end capability spans the full technical spectrum for a sovereign stack, including custom Linux builds and infrastructure, GPU-accelerated data pipelines, and both proprietary and third-party APIs for image and data processing. We design, deploy, and maintain the systems that support modern AI workloads, combining bespoke R&D, targeted expertise, and production-ready engineering.
Vision Lab
Cyanapse Vision Lab is the engine behind a decade of original research into how the human brain perceives, processes and is guided by visual information. From spectral colour augmentation to exact neural network inversion, our work bridges computational neuroscience, colour science, cutting-edge AI, advanced computer vision and deep learning techniques to produce technology that sees the world differently.
→ Active Colour Enhancement (ACE) — spectral augmentation grounded in neuroscience and colour science
→ Exact Neural Network Inversion — bijective CNN for lossless, deterministic image manipulation and reconstruction
→ Perceptual Quality Assessment — automated image quality metrics including our published metric fusion model
→ Visual Stimulator Platform — towards therapeutic, rehabilitiative, creative and safety applications
→ Facilitation of Visual Integration— leverages stochastic facilitation to boost conscious perception
→ Automated Photorealistic Editing — fast lighting transformations grounded in perceptual quality assessment metrics
Research & Development
Cyanapse has been conducting and investing in applied R&D since 2016, with formal recognition from Innovate UK and a history of resolving genuine scientific and technological uncertainties in computer vision, AI and computing infrastructure. We offer this R&D expertise as a service, bringing the rigour, methodology and intellectual depth of an R&D function to clients who need to solve hard problems with no available out-of-the-box solutions.
✓ R&D Recognition — R&D tax relief (conditions apply for eligibility)
✓ Applied Data Analysis — machine learning prototype development
✓ Texture Extraction — automated texture extraction and correction
✓ NVIDIA GTC EU 2018 — photorealistic style transfer filter research
✓ Research Paper 2022 — quality metrics for image-to-image translation
Engineering Consultancy
We deliver end-to-end engineering consultancy across the modern AI and data stack, transforming complex technologies into scalable, production-grade systems. From data pipelines to a full AI/ML infrastructure, we bring the same standard of craft to every engagement, offering strategic AI roadmapping, custom model design, robust API engineering, tailored Linux and cloud infrastructure. Whether integrating foundation models, deploying self-hosted open-weight models, or developing bespoke AI solutions, we build systems grounded in transparent evaluations, secure implementations, auditable open-source foundation, and long-term maintainability.
Bespoke Infrastructure
Bare-metal servers, LXC/Docker/K8s orchestration, LUKS encryption and custom VPN, designed for AI/ML workloads, high-traffic web services, confidential computing, sovereign deployments and hybrid clouds.
Linux Expertise
Kernel parameter tuning, AppArmor security hardening, performance optimisation and long-term lifecycle management. The operating system as a precision instrument, not a commodity.
Custom AI Models & Systems
Sovereign AI, vision and language perception, generative image engineering and agentic workflows. Purpose-built neural architectures, pipelines and distributed workloads that perform reliably in production.
Data Pipelines & Agentic Workflows
Distributed task execution with open-source frameworks such as Celery with Redis, managed data extraction platforms, LLM-integrated automation, all built to run unattended at scale.
Data Analysis & Insight
Exploratory data analysis, insight discovery, statistical modelling, ML prototypes and compelling data visualisations, for research, healthcare, commercial and public-engagement clients.
Custom APIs & Integration with LLMs
Production-grade APIs for vision, data and AI inference with custom and foundation models. LLM outputs as structured inputs to auditable pipelines with rigorous constraints.
We offer free or discounted services to help non-profit organisations build, host, and maintain their digital presence. Get in touch to discuss how we can support your technical needs. Subject to eligibility conditions and final approval.
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