Human in the Loop: Where AI Tools Actually Shine

Five hours of hands-on training produces 144% higher trust and 79% regular AI usage. Three tools is the sweet spot — beyond that, overload sets in. The 5% invest 70% of their AI budget in people and workflows. The data on where humans make AI work.

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The AI Advantage: What Separates the 5% from the 95%

UPS saves $400M per year. JPMorgan prevents $1.5B in fraud. Citi reached 70% adoption across 182,000 employees. They share a pattern: they treated AI as a workflow redesign problem, not a technology purchase.

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AI Sandboxes: The New Risk Surface Your Security Team Hasn't Modeled

AI agents now have access to codebases, APIs, production databases, and CI/CD pipelines. 88% of organizations report AI security incidents. The security model that worked for SaaS does not work for autonomous AI systems.

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What Actually Works: The Honest Guide to AI in Engineering

AI delivers genuine value on specific tasks: autocomplete, testing, and documentation produce 25-35% speed gains. The challenge is that individual gains don't automatically translate to organizational improvement.

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Proven AI and ML Case Studies: Where the Money Actually Moved

Sixteen verified case studies across customer service, fraud detection, supply chain, predictive maintenance, and drug discovery. Each rated for credibility. The boring ML delivers the biggest returns.

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The AI Change Management Playbook: What the 5% Do That the 95% Don't

Organizations with strong change management report 88% AI project success rates versus 13% without. The technology works. The question is whether your organization is structured to capture the value.

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AI Beyond Coding: The Other 90% of the Opportunity

Coding assistants are a single-digit percentage of the total enterprise AI opportunity. Customer service, operations, legal, finance, and HR represent the categories where most organizations haven't started.

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I publish original research on AI strategy for executives. Analysis, not opinions. Data, not hype.

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