Services
Data & AI Architecture
Building intelligent foundations for scalable innovation.
We design and implement modern Data & AI architectures that empower organisations to unlock value, accelerate transformation and future-proof their digital ecosystems. Our solutions integrate data platforms, cloud infrastructure and AI capabilities into cohesive, secure and scalable environments.
Whether you’re modernising legacy systems, deploying generative AI, or enabling real-time analytics, we architect with purpose aligning technology with business strategy, governance and operational agility.
Core Capabilities

Enterprise Data Architecture
Our Enterprise Data Architecture service builds scalable, secure foundations for data-driven organisations. Avonshire designs modern frameworks that unify structured, unstructured and streaming data supporting analytics, AI and operational agility. We align architecture with business goals, enabling seamless integration, governance and performance across your digital ecosystem.

AI Architecture
Our AI Architecture service designs scalable platforms for deploying intelligent solutions—from machine learning pipelines to generative AI systems. Avonshire builds robust frameworks for model orchestration, AI & MLOps, data governance and cloud integration. We align AI capabilities with business strategy, ensuring performance, security and agility across your enterprise.

Data Integration & Interoperability
Our Data Integration & Interoperability service connects systems, platforms and data sources enabling seamless flow, unified access and real-time collaboration. Avonshire designs scalable architectures that harmonise formats, eliminate silos and ensure secure, standards-based exchange. We help organisations unlock insight, improve efficiency and drive innovation across their digital ecosystem.

Data Secuirty Architecture
Our Data Security Architecture service protects your data from end to end across cloud, hybrid and on-premise environments. Avonshire designs layered, resilient frameworks with encryption, identity management, access controls and threat detection built in. We align security with business needs, ensuring confidentiality, integrity and compliance while enabling safe innovation and trusted operations.

Data Lake & Lakehouse Architecture
Our Data Lake & Lakehouse Architecture service blends scalable storage with structured analytics enabling unified access to raw and refined data. Avonshire designs modern platforms that support batch and streaming ingestion, open formats and governed layers. We help organisations simplify data estates, accelerate AI and BI workloads, and unlock insight from structured and unstructured sources all with resilience, flexibility and trust.

Data Vault and Medallion Design
Our Data Vault & Medallion Design service combines scalable warehousing with layered lakehouse architecture delivering governed, traceable and analytics-ready data. Avonshire builds business-aligned Data Vaults for auditability and flexibility, then layers Bronze, Silver and Gold stages to refine quality and usability. We ensure your data flows securely from raw ingestion to trusted insight.
Why Us
As a UK-based based data & AI consulting, Avonshire combines architectural rigour with strategic foresight. We build intelligent foundations that scale with your ambition delivering clarity, resilience and innovation across your enterprise.



















Technologies That Power UsEngines Behind Our Intelligent Solutions
We are powered by a dynamic ecosystem of data and AI technologies that enable precision, agility and innovation. From scalable cloud platforms and modern data lakes to advanced machine learning, generative models and agentic systems, our technical foundation is built for resilience and progress.
These technologies are the engines behind our intelligent solutions, transforming insight into action and strategy into measurable impact.