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Insights & Expertise

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

Zero-party Data Strategy Email: The Board-Level Conversation You Need to Have
Privacy, Trust & Digital Ethics

Zero-party Data Strategy Email: The Board-Level Conversation You Need to Have

Most email programs still treat consent as a checkbox. A legal hurdle to clear before doing what they were going to do anyway. But the senders pulling ahead in 2025 and 2026 are the ones who built their zero-party data strategy email programs around a different premise: that the data people voluntarily share with you […]

19 Mar 2026 Read more →
OpenClaw Is the New OS. Your Next User Is an Agent.
CRM Optimization & Deliverability

OpenClaw Is the New OS. Your Next User Is an Agent.

Jensen Huang called OpenClaw the operating system for personal AI. Peter Steinberger says vibe coding is a slur. Karpathy declared agentic engineering the new default. Three signals, one message: build everything as if the next user is an agent.

19 Mar 2026 Read more →
Email Deliverability Drop After ESP Migration: Diagnosis Checklist from 200+ Audits
CRM Optimization & Deliverability

Email Deliverability Drop After ESP Migration: Diagnosis Checklist from 200+ Audits

An email deliverability drop after ESP migration follows a predictable pattern. Volume goes out on day one, open rates crater by day three, and by week two someone is asking whether the whole migration was a mistake. It rarely is. The problem is almost always a missed step, not a bad decision. This checklist exists […]

18 Mar 2026 Read more →
When to Hire, Train, or Partner: A Decision Framework for Internal Data Capability
Consulting & Advisory Practice

When to Hire, Train, or Partner: A Decision Framework for Internal Data Capability

Last quarter I sat with a CMO who had just spent €180,000 on a senior data scientist hire that did not work out. The candidate was strong, the onboarding was reasonable, but the company had no production data pipeline, no MLOps practice, and no clear backlog of problems worth a PhD-level salary. Six months in, […]

17 Mar 2026 Read more →
How To Appear In ChatGPT Results: What We Learned After 50 Implementations
Martech & Industry Trends

How To Appear In ChatGPT Results: What We Learned After 50 Implementations

Most brands are optimizing for a search engine that is losing its monopoly. Google still matters, but how to appear in ChatGPT results is the question keeping CMOs up at night, and almost nobody has a reliable playbook. We do, because we built one across 50 client implementations over 18 months. Some of what we […]

17 Mar 2026 Read more →
BrandExpand AI Content System: What 10B Monthly Emails Taught Us
AI & Business Automation

BrandExpand AI Content System: What 10B Monthly Emails Taught Us

Most AI content tools optimize for a single metric: generation speed. The BrandExpand AI content system was built to solve a different problem entirely. When you send billions of emails per month across multiple countries, languages, and verticals, the bottleneck is never “can we write faster.” It is “can we write content that survives spam […]

16 Mar 2026 Read more →