Frontier AI Consultancy
Bringing Artificial Intelligence
to Industry
Artificial intelligence engineered for real-world operations
Artificial intelligence engineered for real-world operations
We build frontier AI into core business operations. AI consultancy that designs, builds, and delivers.

At New Gradient, we bring frontier AI to business. Deep expertise applied to real-world operations. Bespoke systems built to integrate, engineered to scale, and delivering results.
From strategy through to deployment and adoption
About our AI consultancyEvery business has a core function, the specific work it exists to do. We build custom AI solutions for that function, designed around the real operation and built with deep technical expertise.
New Gradient is an AI consultancy based in Edinburgh with years of applied R&D behind everything we deliver. We build and train AI systems from the ground up, and that technical depth goes into every engagement, from the early architecture work right through to deployment and integration.
We have delivered custom AI solutions for organisations from multi-billion pound enterprises to conservation startups. Our work is backed by significant government R&D investment, and that same rigour goes into every commercial engagement.
The core function that defines a business requires AI built specifically for that purpose. We build custom AI solutions engineered for those operations, from strategy and architecture through to deployment and adoption. Every system is designed to integrate with existing workflows and deliver measurable impact.
Every business has a core purpose. We identify where AI advances that, elevating the work that matters most. Tailored solutions that strengthen what is already unique about an operation and create lasting value.
We build around existing systems. Data foundations that connect to current infrastructure, architectures shaped by specific challenges, and solutions designed for how a business actually operates. Engineered to fit, tested in real conditions, built to perform.
We integrate into existing workflows and focus on adoption. Training, documentation, and feedback loops that make AI part of how a team works. AI consultancy that stays through deployment and beyond, with ongoing support so the solution improves alongside the business.
Expert perspectives on AI applications, machine learning innovations, and data-driven solutions for business.

The economics of commoditised intelligence, and why specialisation might be the best defence we have.

General AI will become infrastructure. The functions that define a business will require AI built for that purpose.

The full pipeline from foundation models to per-tree carbon measurement, built for a market where labelled data is scarce and auditability is everything.