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Insights & Expertise

Human+AI, data, CRM and intelligent systems: what we learn building and operating, and the studies we publish.

Avoid the $100k Mistake: A Framework for Selecting Data Platforms
ESPs & Marketing Automation

Avoid the $100k Mistake: A Framework for Selecting Data Platforms

Optimizing High-Volume Email Operations: The Difference Between Infrastructure and Strategy For organizations sending over 1 million emails a month, the playbook changes. At this volume, email marketing ceases to be purely about creative copy or subject lines; it becomes a challenge of engineering, data sanitation, and deliverability infrastructure. Whether you are a global conglomerate managing […]

3 Feb 2026 Read more →
How to Measure ROI on Data and CRM Projects: Frameworks That Satisfy Finance Teams
Consulting & Advisory Practice

How to Measure ROI on Data and CRM Projects: Frameworks That Satisfy Finance Teams

Last quarter I sat through a budget review where a CRM migration project, signed off eighteen months earlier with a projected €2.4M return, was quietly written down to break-even. The marketing team had delivered everything in the original brief. The problem was simpler: nobody had agreed with finance, in writing, what counted as a return […]

3 Feb 2026 Read more →
Achieving CRM and CDP Data Interoperability
Data Strategy & Analytics

Achieving CRM and CDP Data Interoperability

A large email marketing platform, managing over 1 billion emails per month, faces similar challenges in achieving CRM and CDP data interoperability for consistent customer engagement across channels. Spending more on CRM and CDP integration but seeing flat or declining customer engagement? Many companies invest heavily in CRM and CDP data interoperability only to find […]

2 Feb 2026 Read more →
Reclaiming the Marketplace Customer Journey
Martech & Industry Trends

Reclaiming the Marketplace Customer Journey

Are you watching up to 30% of customers acquired through marketplaces never making a second purchase directly from you? This stagnation highlights a critical need for reclaiming marketplace customer journey control and building direct relationships to improve customer lifetime value. Luxury retailers can improve customer lifetime value by shifting focus from third-party platforms to owned […]

1 Feb 2026 Read more →
Why AI Efficiency Is Killing ROI: The Case for Human Judgment
AI & Business Automation

Why AI Efficiency Is Killing ROI: The Case for Human Judgment

The Infrastructure-Agnostic Approach to High-Volume Email The Invisible Ceiling: Why Your Enterprise Stack Needs an Infrastructure Overlay For Marketing VPs and CRM Directors at enterprise brands, the email tech stack is usually a settled debate. You have invested heavily in “The Brain” – platforms like Salesforce Marketing Cloud, Adobe Campaign, or Oracle. These systems are […]

30 Jan 2026 Read more →
Legacy to AI: Transforming Global Manufacturing
CRM Optimization & Deliverability

Legacy to AI: Transforming Global Manufacturing

Losing 20% of your raw materials to unexpected line shutdowns is a painful reality for many manufacturers. Legacy systems often can’t predict these disruptions. This costly blind spot can be closed by successfully transitioning legacy manufacturing to AI. It transforms reactive maintenance into proactive precision. The goal is to connect previously siloed data points across […]

29 Jan 2026 Read more →