Analysis on enterprise marketing architecture, AI readiness, and where value accretes in complex stacks.
Enterprise AI mandates are not failing because AI is immature. They are failing because the foundation underneath the AI layer was never properly built. The vendors know this. The failure is being attributed to the wrong cause - and that misdiagnosis is making the problem worse.
The alleged breach didn’t hit your marketing database. It hit the support layer - where your platform’s technical blueprint lives. What CMOs and marketing operations teams need to review now.
The organisations creating real AI value in 2026 are not starting at the top of the stack. A field report from Agentforce World Tour Utrecht on what AI readiness actually looks like in practice.
McKinsey’s updated playbook is strong on the how of AI transformation. The question it does not fully answer: where does durable economic value actually accumulate in an enterprise stack?
Narayen’s departure raises a question bigger than leadership succession: where does enterprise software value accumulate when AI tools offer capable alternatives at dramatically lower prices?
The Odido breach shows how commercial platform governance has become a boardroom issue. For organisations in M&A or IPO preparation, CRM data security is now a valuation factor.
What happens when a platform you classified as commodity infrastructure turns out to have a switching cost three times what you estimated. A pattern that repeats.
Spin-offs, carve-outs, and acquisitions are the moments when the true state of the Commercial Foundation becomes visible - when it is most expensive to close.
How enterprise marketing stacks are structured, where switching costs accumulate, and how platform decisions compound over time.
What AI tools actually require at the data and governance layer - and why most enterprise stacks are not ready for what they're being asked to support.
The architecture questions that become consequential at contract renewal, during platform migration, and when organisational change puts the stack under pressure.