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Insights & Expertise

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

How to Build a Content Compounding Strategy That Gets Stronger Every Quarter
Content Production & Brand Systems

How to Build a Content Compounding Strategy That Gets Stronger Every Quarter

A B2B SaaS client we worked with last year had 340 published blog posts and was getting 12,000 organic sessions per month. After auditing the catalogue, we found that 28 articles drove 71% of that traffic, and most had been updated at least twice since publication. The other 312 sat untouched, slowly losing rankings. That […]

21 Apr 2026 Read more →
Inside AI Quality Scoring Content: A Technical Walkthrough
CRM Optimization & Deliverability

Inside AI Quality Scoring Content: A Technical Walkthrough

AI quality scoring content is not a single model decision. It is a pipeline with multiple evaluation layers, each catching different failure modes. Most teams skip the architecture and wonder why their scored output still disappoints readers and underperforms in search. This walkthrough shows what the pipeline actually looks like when it runs in production. […]

21 Apr 2026 Read more →
Consent Management Architecture Preference Center: Architecture Patterns for Scale
Data Strategy & Analytics

Consent Management Architecture Preference Center: Architecture Patterns for Scale

Why Consent Architecture Deserves the Same Rigor as Your Core Data Platform Most engineering teams treat consent management as a compliance checkbox, something to bolt on after the data platform is already running. That approach creates technical debt fast, and regulatory enforcement in 2024 and 2025 has made the cost of that debt very visible. […]

20 Apr 2026 Read more →
The Three Email Customer Journeys (And the One Metric That Shows If All Three Are Working)
ESPs & Marketing Automation

The Three Email Customer Journeys (And the One Metric That Shows If All Three Are Working)

What you will take away from this The three customer journey types every email program must serve, and why most programs only serve one Why reactivation works differently from engagement, and what “novelty” actually means in practice The single metric that tells you if your active database is growing or quietly shrinking Why reply rate […]

16 Apr 2026 Read more →
The Email Interview Worth 68 Minutes: What Open Rate Club Got Out of a Real Practitioner
CRM Optimization & Deliverability

The Email Interview Worth 68 Minutes: What Open Rate Club Got Out of a Real Practitioner

What you will take away from this How a hybrid MTA stack (Mautic + KumoMTA + SparkPost + Tableau) works in production at scale Why the 5M euro Hotmail reputation collapse happened and what the real cause was The two-layer spam filter problem that most senders never address separately Which metrics replaced open rates after […]

16 Apr 2026 Read more →
The Cross-border Data Compliance EU LATAM Framework Senior Leaders Are Using Now
Privacy, Trust & Digital Ethics

The Cross-border Data Compliance EU LATAM Framework Senior Leaders Are Using Now

Senior leaders running email programs across Europe and Latin America keep asking the same eight questions about cross-border data compliance EU LATAM. These are the direct answers, drawn from what’s actually working in multi-region operations right now. Frequently Asked Questions About Cross-border Data Compliance EU LATAM 1. Why should I treat privacy as a competitive […]

16 Apr 2026 Read more →