AI Model Validation & Agentic Pipelines

Urban Hawk is an industrial research and validation partner. We de-risk and advance cutting-edge AI by validating and prototyping solutions built on local, efficient models. Our focus is on training, fine-tuning, and constructing sophisticated agentic pipelines to solve real-world industrial challenges up to TRL 6.

Our AI Validation Expertise

We specialise in proving the viability of complex, tailored AI systems that go beyond single, monolithic models. Our field trials and prototyping are designed to demonstrate tangible capabilities in relevant operational environments.

Local & Specialised Models: We validate small-to-medium-sized models that can run locally. This includes training from scratch or fine-tuning existing models on specific knowledge bases for specialised, high-performance tasks.
Agentic Pipelines: We build and trial automated workflows where multiple AI agents collaborate to perform complex tasks, moving from data ingestion and analysis to decision-making and action without human intervention.
Interconnected Model Ecosystems: Our validation extends to creating entire ecosystems of interconnected models. Each model is tuned for a specific persona, skill, or task, working in concert to create a robust and intelligent system.

Proving Performance on Diverse Hardware

A critical part of our validation process is ensuring that AI ecosystems are not just intelligent, but also performant and efficient. We prove that these systems can operate effectively across a wide spectrum of hardware, from edge devices to server clusters.

On-Device & Edge Computing: Verifying the performance of fine-tuned models on resource-constrained hardware for real-time, offline-capable applications.
Workstation & On-Premise: Testing and optimising agentic pipelines on powerful local machines, ensuring they can be developed and operated securely within an organisation's own infrastructure.
Cloud & Data Centre Scale: Proving the architectural soundness for scaling model training, fine-tuning, and large-scale agentic deployments in the cloud.

The Pathway to Commercialisation

We bridge the critical gap between research and commercial viability. Our process is designed to mature technology to Technology Readiness Level 6 (TRL 6)—demonstrated in a relevant environment.

Upon successful validation, our model is designed for a seamless hand-off. This ensures the de-risked intellectual property becomes a core asset for our partners—the clients, integrators, and product developers—empowering them to proceed with full-scale productisation and commercial deployment.