Choosing Machine Learning Use Cases Around Data Quality and Business Need Choosing machine learning use cases should begin with two constraints that are often evaluated separately: business need and data quality. A…
Where Data Teams Can Apply Machine Learning for Better Decision Support Machine learning can strengthen decision support when data teams apply it to choices that recur often, depend on patterns in historical data, and…
Machine Learning Use Cases That Help Data Teams Put Enterprise Data to Work Machine learning use cases create value when they turn enterprise data into a better operational decision, not when they simply produce…
Generative AI Programs: Enterprise Adoption Trends Leaders Should Track Generative AI adoption is becoming harder to judge by usage counts alone. An enterprise can have thousands of prompts, many licensed users, and…
How Enterprise AI Priorities Are Changing for Generative AI Programs Enterprise AI priorities are changing because generative AI programs are leaving the experimental stage and entering operating environments where…
Emerging Enterprise AI Trends for Generative AI Program Leaders Enterprise generative AI is moving away from isolated demonstrations and toward systems that sit inside business workflows, use internal knowledge, and…
Building Responsible AI Governance Around Compliance and Accountability Responsible AI governance becomes a business issue when AI starts influencing decisions, priorities, communications, or workflow actions that…
AI Compliance in Responsible AI Governance: What Leaders Need to Oversee AI compliance in responsible AI governance is ultimately an oversight problem. Senior leaders need confidence that AI systems are being used for…
Responsible AI Governance: How Compliance Shapes AI Oversight Responsible AI governance becomes operational when compliance requirements influence who can approve an AI use case, what evidence must exist, what data may…
Business Operations With NLP and LLMs: Choosing the Right Use Cases Business operations with NLP and LLMs can create value when language is a genuine source of friction: requests arrive as free text, documents must be…