Published addenda

Arguments, read a second time.

Each piece starts with an existing article and adds the context, limitation, correction or alternative interpretation it needs.

Responding to HubSpot

Fewer Clicks Are Not Proof of Greater Influence

HubSpot says blog traffic gave way to influence, but a looser metric cannot demonstrate success without evidence of commercial impact.

Responding to McKinsey & Company

A Force Multiplier Also Multiplies Bad Strategy

AI accelerates commercial decisions, but speed and scale can turn weak objectives, biased data, and unproven assumptions into systemic errors.