Insights & Expertise
Human+AI, data, CRM and intelligent systems: what we learn building and operating, and the studies we publish.
Human AI Collaboration Business: What Changed and What Still Works
Most companies deploying AI in 2025 are getting the division of labor wrong. The winning pattern in human AI collaboration business is not “automate everything” or “keep humans in every loop.” It is narrower than that: let models handle volume and pattern recognition, let humans handle judgment and exceptions, and build the handoff protocol between […]
The Real Cost of Getting CRM Optimization Strategy Wrong
A sender with a 95% delivery rate and a 78% inbox placement rate loses roughly 1 in 5 emails to the spam folder or void. On a million sends per month, that is 220,000 messages that generated cost but zero revenue. Scale that to 50 million sends and the gap becomes a budget line item […]
Brand System Documentation: The Specifications That Prevent Design Drift Over Time
Six months after a rebrand, most teams find their button radius has drifted from 8px to 12px in three places, the primary blue exists in four slightly different hex values across Figma libraries, and the sales deck uses a heading weight that nobody approved. This is design drift, and it accelerates the moment your brand […]
AI Agents Marketing Automation: What Changed and What Still Works
Most marketing teams adopted AI tools in the last 18 months. Few changed how they actually operate. The gap between “we use AI” and “AI agents run our marketing automation” is enormous, and closing it requires more honesty about what these systems can and cannot do. Let me walk through what I have seen shift […]
Why Email Volume Scaling Strategy Is a Revenue Decision, Not a Tech One
From 41% inbox placement to 98.3% in 63 days, with a 3.1x increase in email-attributed revenue. That single shift came from treating email volume scaling strategy as a commercial decision rather than an infrastructure checkbox. This is the documented story of how a European B2C publisher sending 85 million emails per month was leaving most […]
Inside Email Content Fingerprinting Deliverability: A Technical Walkthrough
Quick verdict: If you send more than 500K emails monthly using templated content, fingerprinting is already shaping your inbox placement – whether you manage it or not. Most senders obsess over authentication protocols and IP reputation while ignoring the thing that actually gets them filtered: the content itself. Email content fingerprinting deliverability is the mechanism […]
Categories
- CRM Optimization & Deliverability 184
- AI & Business Automation 107
- ESPs & Marketing Automation 92
- Martech & Industry Trends 82
- Data Strategy & Analytics 51
- Email Design, UX & Conversion 32
- Trends, Future & Digital Ecosystems 25
- Privacy, Trust & Digital Ethics 23
- CRM Strategy & Customer Lifecycle 18
- Content Production & Brand Systems 10
- Consulting & Advisory Practice 10
- Research, Philosophy & Thought Leadership 10
- Research 1