Insights & Expertise
Human+AI, data, CRM and intelligent systems: what we learn building and operating, and the studies we publish.
Inside AI Data Enrichment CRM: A Technical Walkthrough
Most AI data enrichment CRM implementations fail not because the models are bad, but because the enrichment layer sits too far from the sending infrastructure. I have watched teams spend six months integrating a third-party enrichment API only to discover the enriched fields never propagate to the segment builder in time for campaign execution. The […]
MarTech Vendor Selection: The Evaluation Framework We Use Across 200+ Tools
Last quarter we audited a mid-market SaaS company running 47 marketing tools. Twelve were duplicates, eight had not been logged into for 90 days, and three were billing the company for seats that belonged to employees who left in 2022. Total waste: roughly €180,000 annually. This is not unusual. After evaluating more than 200 MarTech […]
The Martech Stack 2026 Trends Framework Senior Leaders Are Using Now
Most martech stack 2026 trends articles will tell you to add more tools. The senior leaders actually gaining ground are doing the opposite: they are removing layers, consolidating vendors, and redirecting budget toward AI search visibility channels that didn’t exist two years ago. This checklist exists because the gap between “aware of the trend” and […]
The GDPR Email Marketing Compliance Framework for 2026
Most email programs treat GDPR email marketing compliance 2026 as a legal checkbox. The senders pulling ahead treat it as architecture. They design consent flows, data retention policies, and suppression logic into the infrastructure layer itself, not as afterthoughts bolted onto campaign workflows. The difference shows up in deliverability, subscriber trust, and ultimately revenue per […]
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 […]
Categories
- CRM Optimization & Deliverability 181
- AI & Business Automation 115
- Martech & Industry Trends 88
- ESPs & Marketing Automation 87
- Data Strategy & Analytics 54
- Trends, Future & Digital Ecosystems 25
- Email Design, UX & Conversion 23
- Privacy, Trust & Digital Ethics 23
- CRM Strategy & Customer Lifecycle 18
- Research, Philosophy & Thought Leadership 10
- Consulting & Advisory Practice 10
- Content Production & Brand Systems 10
- Research 1
- Investigacion, Filosofia y Liderazgo de Pensamiento 1