Insights on the latest industry developments and technology advancements within digital transformation.

Fabric IQ and Ontology: Giving Data a Shared Business Meaning
Fabric IQ and Ontology: Giving Data a Shared Business Meaning
Chris Bentley - 08/07/2026
AI agents need a fixed, shared meaning for business data before they can be trusted to reason over it. This piece looks at what Fabric IQ and Ontology actually are, how they differ from a semantic model, what preparing your data for them involves, and where the platform trade-offs sit against alternatives from Databricks and Snowflake.
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A Testing Strategy for Legacy Modernisation
A Testing Strategy for Legacy Modernisation
Richard Brown - 08/07/2026
Legacy systems often don't come with a specification, with their behaviour living in code nobody documented and workarounds nobody wrote down. This piece looks at why conventional testing breaks down in modernisation projects, how characterisation testing captures undocumented behaviour before it's changed, and how to measure whether your testing strategy is actually working.
From Proof of Concept to Production: What AI Projects Actually Require
From Proof of Concept to Production: What AI Projects Actually Require
Richard Brown - 06/07/2026
The gap between a proof of concept and a production system is where a significant proportion of AI initiatives fail to progress. Understanding what that transition involves, and planning for it from the outset, is one of the more important things a technology leader can do before committing investment. This blog draws on Episode 1 of Audacia's podcast Technically Speaking and covers the lessons our guests have taken from productionising AI.
Cybersecurity: The Human Problem AI Can't Fix
Cybersecurity: The Human Problem AI Can't Fix
Audacia - 05/06/2026
This blog captures the key themes from the launch event of Technically Speaking, Audacia's new podcast - held as part of Leeds Digital Mini Festival. Technology and security leaders from financial services, government and software came together to explore the 'Human Problem' in cybersecurity.
Audacia Highly Commended for AI Company of the Year at the British Data Awards 2026
Audacia Highly Commended for AI Company of the Year at the British Data Awards 2026
Audacia - 03/06/2026
Audacia awarded Highly Commended for AI Company of the Year at the 2026 British Data Awards in recognition of Audacia’s track record of responsible, collaborative AI delivery across regulated and complex industries.
Building What Matters – Reducing the 80% Feature Waste in Product Delivery
Building What Matters – Reducing the 80% Feature Waste in Product Delivery
Richard Brown - 29/04/2026
Half of everything software teams build is wasted. This is a consistent finding across multiple studies and decades of data, and it should be the starting point for any conversation about digital product delivery. This article looks at why technology projects consistently lose focus on user outcomes, what the evidence says about the impact of user-centred delivery, and how engineering leaders can build the discipline of tying every feature to genuine user value.
Enterprise Data Foundations: The Determinant of AI at Scale
Enterprise Data Foundations: The Determinant of AI at Scale
Ryan Crompton - 29/04/2026
Most enterprise AI projects stall not because the model fails, but because the data underneath is incomplete or inaccessible. This article sets out the five dimensions of AI data readiness, examines how data debt compounds across initiatives, and explores the architectural patterns that allow organisations to scale AI.
What AI-Assisted Engineering Means for Software Testing
What AI-Assisted Engineering Means for Software Testing
Audacia - 29/04/2026
AI coding tools are now embedded in most development workflows, but AI-generated code introduces more security vulnerabilities, duplication and critical defects than human-written code. This article examines the risks and the testing and governance practices engineering leaders need to capture the productivity benefits without accumulating quality debt.
Audacia shortlisted in British Data Awards 2026
Audacia shortlisted in British Data Awards 2026
Audacia - 27/03/2026
Audacia is shortlisted for AI Company of the Year at the 2026 British Data Awards.
Audacia shortlisted in National Technology Awards 2026
Audacia shortlisted in National Technology Awards 2026
Audacia - 27/03/2026
Audacia has been shortlisted at the 2026 National Technology Awards for "AI Innovation of the Year" with the Medicines and Healthcare products Regulatory Agency (MHRA).