What does responsible AI look like?

Perhaps not since the splitting of the atom has technology and morality collided so forcefully as it has with AI.  AI brings with it tremendous potential for good, but also for harm – both in the wider world and for organizations. For companies, it can streamline workflows and speed up processes, but it can also…

AI in the software development lifecycle

The inherent complexity of the software development lifecycle (SDLC) means it gives rise to a multitude of potential pain points, from unclear requirements and scope creep to communication breakdowns and budget overruns. Some studies have revealed only 16% of projects are completed on time and within budget. This has led organizations to increasingly deploy AI…

Agentic AI: transforming the enterprise workplace

Beyond reactive assistance  Recent advances in agentic AI bring autonomous systems closer to reality for workplaces that seek to be both intelligent and human centered. Unlike traditional AI assistants waiting for commands, agentic systems use sophisticated reasoning to identify opportunities and execute complex tasks independently.  While agentic AI systems can respond to prompts, at their…

Revolutionizing manufacturing: The role of Microsoft Copilots and agentic AI

Recent advances in generative AI are transforming manufacturing through intelligent assistants and autonomous systems. These technologies address key industry challenges including worker retention, productivity, and operational efficiency through two key approaches: AI Copilots and agentic AI.  The role of Microsoft Copilots  Copilots represent some of the most impactful solutions built on generative AI, benefiting both…

Why enterprises need more than just coding assistants for AI-powered application development

Since the emergence of AI-based coding assistants, enterprises have rapidly adopted these tools, making them a strategic priority for CIOs. While developers are familiar with assistive technologies like IntelliSense and advanced debugging in modern integrated development environments (IDEs), AI coding assistants promised significant productivity gains that attracted immediate attention.  Over the past year, organizations invested…

Efficient HAQ response generation in pharma regulatory affairs

In the pharmaceutical regulatory process, health authority queries (HAQs) represent a critical checkpoint during drug application reviews. These queries from regulatory bodies such as the US Food and Drug Administration, the European Medicines Agency, or India’s Central Drugs Standard Control Organization require pharmaceutical companies to provide prompt, accurate, and well-structured responses that address specific concerns. …

Quality engineering for GenAI applications: What CIOs need to know

Generative AI is transforming business operations, but its unpredictable nature introduces unique quality challenges that traditional testing methods can’t address. As a CIO, your reputation, regulatory compliance, and security depend on implementing proper quality assurance for these systems.  The quality challenge  Unlike deterministic systems, GenAI produces different outputs for identical inputs, creating four critical quality…

Building the intelligent workplace: How CIOs can scale AI

CIOs must overcome fragmentation across infrastructure, platforms, and user experiences — especially within globally distributed organizations.   Disparities in system maturity, integration standards, and adoption rates often lead to inconsistent access, disconnected workflows, and diminished workforce productivity.  A major gap lies in the lack of contextual intelligence across enterprise applications.   Employees increasingly expect systems to anticipate…

Mortgage transformation: a consulting perspective on the future of lending

The mortgage industry is transforming rapidly due to fluctuating interest rates, evolving regulations, and growing customer expectations for seamless digital experiences. Financial institutions, especially building societies and lenders, must modernize legacy systems, enhance customer engagement, and improve operational resilience while addressing affordability concerns affecting borrowers.  Traditional mortgage processes have been complex, paper-intensive, and slow, creating…

AI agents can transform customer engagement: A CIO’s perspective

The autonomous agents now integrated into Microsoft Dynamics 365 Customer Engagement can revolutionize how businesses make sales and service customers. These new AI capabilities respond to customer inquiries, manage sales pipelines, and analyze data to provide actionable insights. This transformation not only enhances operational efficiency but also leads to increased customer satisfaction and loyalty. By…