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Capabilities

We design and deploy intelligent systems that perform in the real world. Our core strengths include:

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Efficient Machine Learning
AI models designed for speed, scalability and constrained environments
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Simulation-Integrated AI
Hybrid systems that combine data-driven models with simulation or domain logic
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Multi-Agent Coordination
Agents that coordinate without needing central control.
 
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Modular Frameworks
Reusable architectures designed to adapt across roles, domains and deployment settings
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Edge & Offline Deployment
AI that runs on low-power or disconnected platforms, including mobile, embedded and field units
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Mission-Critical Decision Support
Tools and analytics that assist humans in high-consequence environments
 
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Surrogate Modelling
Fast machine learning approximations of complex physical or simulated processes
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Adaptive Autonomy
Agents that adapt to change, recover from breakdowns and manage complex tasks.
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Human-AI Collaboration
Interfaces and systems that are aligned with human thinking, enabling trust, oversight and decision support.

Why Choose Aeris-UK

We build intelligent systems that deliver in the real world — not just in theory. With a focus on operational relevance, we combine deep technical expertise with a commitment to responsible, user-centred design.

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Built for the Real World:
We don’t build AI just to pass tests, we build it to work where it’s actually needed: fast, efficient and reliable in demanding situations.
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Trusted by UK & US Government Clients:
We’ve delivered in defence, security and infrastructure – where robustness and reliability are essential.
 
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Systems, Not Just Models:
Our strength lies in complete systems integration, from AI through to deployment and UX.
 
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Lean, Expert-Led, Focused:
A small team with deep experience across AI, systems engineering, simulation and deployment.
 
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Responsible by Design:
We prioritise interpretability, efficiency and sustainability in every system we build.
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Aeris-UK is a company registered in England and Wales, Company No 14404427

Address
Registered office: 107 Hartswood Road, London W12 9NG
Efficient AI models for real-world deployment.
Illustration of a neural network, representing Aeris-UK’s research on efficient AI models for real-world deployment.

© 2025 Aeris-UK

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