What we do

One company. Two engines.

We design and build premium digital work for clients, and independently develop the AI products that define what comes next.

Studio

High-End Websites & Portfolios

We craft bespoke digital experiences for ambitious clients — from studio-quality portfolio sites and brand platforms to full client portals and custom web apps. Every project is built to a standard we'd ship for ourselves.

  • Bespoke website design & development
  • Portfolio & brand platforms
  • Client portals & web apps
  • AI-enhanced digital products
See our services

Research

AI Products & Applied Research

We independently research and ship AI products — from adaptive learning platforms to software planning systems. Our research spans trustworthy AI, real-time learning, and agentic systems that operate safely in the real world.

  • BuildGrade — AI software planning platform
  • TargetGrade — education intelligence platform
  • Neuro-symbolic AI research
  • Agentic & real-time learning systems
Explore our products

01

Five pillars of intelligent systems

Our research agenda is designed around the challenges that matter most — trustworthiness, adaptivity, safety, efficiency, and inclusion.

Aligned with global AI safety priorities
Trustworthy AI

Neuro-Symbolic Verification

Hybrid architectures where a symbolic logic layer acts as a safety brake on neural networks. Our autoformalization research translates human-language regulations into mathematical constraints — ensuring AI outputs never violate rules.

Built on world-leading formal verification research — ensuring AI systems meet regulatory and safety requirements from day one.

Adaptive AI

Continuous Real-Time Learning

Architectures that learn continually without catastrophic forgetting. Instead of static models frozen at training time, we build streaming AI that updates its world model in real-time from live data.

Essential for real-world AI deployment — live learning for energy systems, patient monitoring, and climate modelling.

Safe Autonomy

Agentic AI with Alignment Guards

Multi-agent coordination where supervisor agents monitor worker agents. Our research focuses on the safety protocols of agent interactions — preventing collusion, data privacy violations, and autonomous decisions that breach trust.

Advancing the global frontier of agentic safety — making autonomous AI systems accountable and auditable.

Sovereign AI

Small-Data Frontier Models

High-fidelity synthetic data and physics-informed neural networks (PINNs) that achieve frontier performance without massive compute. Training on precise simulations rather than the whole internet.

Enabling organisations to build powerful AI without massive compute budgets — digital twins, green tech, and sovereign infrastructure.

Responsible AI

Socio-Technical Inclusion Engineering

Algorithmic red-teaming for cultural nuance. We treat fairness as a mathematical optimisation problem — making AI alignment pluralistic so it serves diverse populations, not a single value set.

Addresses requirements for social impact in fundamental research — fairness as a first-class engineering constraint.

01/05

02

Where our research meets the real world

Our research pillars power live products: BuildGrade for software planning, TargetGrade for education intelligence, and focused tools that turn research into practical operating leverage.

Plan Before You Build

Built for freelancers, agencies, founders, CTOs, and product teams who need to scope software with evidence instead of guesswork.

  • AI-generated 10-phase delivery plans with stack and API recommendations
  • Regional cost estimation and MVP-versus-full-build scope comparisons
  • Multiple workspace views, from client-ready quote to detailed technical board

AI Software Planning & Scoping

BuildGrade

BuildGrade turns a raw app idea into an AI-generated technical blueprint — mapping phases, dependencies, data models, implementation tasks, hours, and client-ready quotes before a build begins.

Guided 12-question discovery that turns vague ideas into a structured project brief in minutes

Interactive phase board with architecture notes, dependencies, estimates, and implementation detail

Shareable client quotes with secure links and access codes, so agencies can pitch with clarity

Explore BuildGrade

AI-Powered Education Intelligence

TargetGrade

TargetGrade applies our continuous learning and neuro-symbolic verification research to education — predicting student performance, identifying learning gaps through causal inference, and recommending interventions with explainable AI.

Causal inference engine that understands why grades change, not just that they changed

Federated learning across schools — models improve without sharing raw student data

Explainable AI dashboard showing teachers the reasoning behind every prediction

Explore TargetGrade

Research-Backed Intelligence

Every prediction is powered by models trained on live school data and validated through our neuro-symbolic verification pipeline — not black-box guesswork.

  • Predictions powered by continuously retrained models on live school data
  • Bias audit system monitoring fairness across demographic groups
  • Research partner API for university collaborators to test new models

Ready to build intelligent systems together?

Whether you're a university seeking an industry research partner, a school ready to pilot AI-driven insights, or a business that needs intelligent digital infrastructure — let's talk.

Start a conversationExplore services
Independent ResearchResearch PartnershipsEducation & Health Impact