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

Efficient Machine Learning
AI models designed for speed, scalability and constrained environments

Simulation-Integrated AI
Hybrid systems that combine data-driven models with simulation or domain logic

Multi-Agent Coordination
Agents that coordinate without needing central control.

Modular Frameworks
Reusable architectures designed to adapt across roles, domains and deployment settings

Edge & Offline Deployment
AI that runs on low-power or disconnected platforms, including mobile, embedded and field units

Mission-Critical Decision Support
Tools and analytics that assist humans in high-consequence environments

Surrogate Modelling
Fast machine learning approximations of complex physical or simulated processes

Adaptive Autonomy
Agents that adapt to change, recover from breakdowns and manage complex tasks.

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.

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.

Trusted by UK & US Government Clients:
We’ve delivered in defence, security and infrastructure – where robustness and reliability are essential.

Systems, Not Just Models:
Our strength lies in complete systems integration, from AI through to deployment and UX.

Lean, Expert-Led, Focused:
A small team with deep experience across AI, systems engineering, simulation and deployment.

Responsible by Design:
We prioritise interpretability, efficiency and sustainability in every system we build.
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