Insights & Expertise
Human+AI, data, CRM and intelligent systems: what we learn building and operating, and the studies we publish.
Intelligence²: The Business Case for Making Humans Smarter with AI (Not Replacing Them)
The companies winning with AI are not the ones that replaced the most humans. They are the ones that made their humans measurably sharper. This is the intelligence squared thesis: Smart Humans multiplied by Smart AIs, not Smart Humans added to Smart AIs. The distinction matters more than it sounds. Addition produces incremental gains. Multiplication […]
What a Real AI Consulting Engagement Looks Like: From Discovery to Running System in 12 Weeks
A publisher with 2 million contacts, a 14% inbox placement rate, and zero documented data strategy went from broken deliverability to a running intelligent system in 90 days. That outcome is repeatable – but only if you understand what an AI consulting engagement, and what to expect from it, actually involves at each stage. The […]
GEO: The End of SEO as We Know It and What Replaces It in 2026
Search behavior has fractured. Between 30 and 40 percent of queries that would have gone to Google in 2022 now go to ChatGPT, Perplexity, or Claude instead. That is not a trend to monitor – it is a structural shift in how people find information, and most marketing teams are still optimizing for a system […]
Data Strategy for Mid-Market Companies: From Raw Data to Competitive Intelligence in 90 Days
Most mid-market companies are not short on data. They are short on connection. The CRM holds customer records that the email platform never sees. GA4 tracks web behavior that never reaches the sales team. Finance runs on numbers the marketing team cannot access. The result: decisions made on partial information, revenue leaks that go undetected […]
What Agentic AI Systems Actually Are (And the 9-Stage Pipeline That Makes Them Useful in Business)
Most companies deploying “AI” are running glorified autocomplete. A chatbot answers a question. An agentic AI system pursues a goal, takes actions, checks its own output, and loops until the job is done. That distinction determines whether AI creates genuine operational leverage or just saves a few keystrokes. For business owners and CMOs evaluating agentic […]
The Four Stances on AI: Why Co-Evolutionism Beats Catastrophism, Instrumentalism, and Acceleration
Your human AI collaboration strategy is not a technical decision – it is a philosophical one. The stance you adopt on AI determines how you hire, what you build, and whether the systems you create compound value or merely automate the present. There are four distinct positions in circulation right now. Three of them lead […]
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