Insights

Thinking about the systems behind B2B growth.

I write about the practical questions behind marketing and revenue operations: how connected systems work, what AI changes, and why people, processes and good engineering still matter.

These are selected pieces published on LinkedIn and through organisations I've worked with. Each links to its original publication.

More writing

  1. The New Standard for HubSpot AI Readiness Is Operational Trust(opens in a new tab)

    29 April 2026 · LinkedIn

    Why the context and shared meaning behind CRM information matter when AI starts to use it.

    Read on LinkedIn(opens in a new tab)

    RelatedHubSpot engineering in the Lab

  2. How to Train and Enable Marketing Teams for AI Adoption(opens in a new tab)

    20 March 2026 · InTandem

    On the enablement and operating habits needed when AI becomes part of a marketing team's work.

    Read on InTandem(opens in a new tab)

    RelatedAI & Agentic Workflow Engineering

  3. The AI Adoption Anxiety No One’s Talking About(opens in a new tab)

    10 March 2026 · LinkedIn

    What can slow adoption even after a team has chosen its AI tools.

    Read on LinkedIn(opens in a new tab)

    RelatedExplore the Lab

  4. Your HubSpot + Salesforce combo was supposed to scale marketing. So what happened?(opens in a new tab)

    16 May 2025 · 2X · Co-authored with Zi Yan Tung

    On the data, definitions and operational decisions that determine whether connected CRM and marketing systems support how teams actually work.

    Read on 2X(opens in a new tab)

    RelatedRevenue Systems & Marketing Operations

From ideas to working systems.

The questions behind these articles are the same ones I bring into client work and technical engineering: what needs to change, how should it operate, and how will we know it works?

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