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Insights & Expertise

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

CDP Data Governance: Solving the Legacy Insight Gap
Data Strategy & Analytics

CDP Data Governance: Solving the Legacy Insight Gap

Your CDP is full of customer data, yet churn keeps climbing and campaigns still feel generic. Teams buy tools, build dashboards, and still can’t turn raw data into messages that move revenue. What usually breaks isn’t “insight.” It’s activation: unclear ownership, inconsistent identities, and rules that protect data but don’t help teams use it. The […]

21 Jan 2026 Read more →
Digital Transformation Data Strategies for Growth
Martech & Industry Trends

Digital Transformation Data Strategies for Growth

Digital Transformation Data Strategies for Growth Your e-commerce traffic is up, but profit isn’t. You’re paying for more sessions, your dashboards look “healthy,” and conversion won’t move. You have the data, but it isn’t changing decisions. Effective digital transformation data strategies start when data stops being a report and starts being a steering wheel for […]

20 Jan 2026 Read more →
Win-Back Sequences That Reactivate 12–18% of Dormant High-Value Accounts
CRM Strategy & Customer Lifecycle

Win-Back Sequences That Reactivate 12–18% of Dormant High-Value Accounts

Across the B2B SaaS and industrial accounts we’ve worked with over the past three years, dormant high-value customers respond to win-back sequences at rates between 12% and 18% when the program is built around behavioral signals rather than calendar triggers. The accounts that come back tend to share three characteristics: they had at least 90 […]

20 Jan 2026 Read more →
From Tool to Teammate: The Cognitive Shift When AI Agents Have Persistent Memory
Research, Philosophy & Thought Leadership

From Tool to Teammate: The Cognitive Shift When AI Agents Have Persistent Memory

The first time I noticed the shift was during a client review at a mid-market SaaS company in Munich. Their CRM manager opened a session with an AI agent and started not by re-explaining the account context, but by asking, “What do you think about the Henkel renewal now that we have the Q3 usage […]

20 Jan 2026 Read more →
Escape Cloud Vendor Lock-in: 4 Steps to Strategic EU Migration
ESPs & Marketing Automation

Escape Cloud Vendor Lock-in: 4 Steps to Strategic EU Migration

The Enterprise Dilemma: Optimizing Email Performance Without Ripping Out the Stack For VPs of Marketing and CRM Directors managing monthly volumes exceeding 1 million sends, the “platform debate” is often the most exhausting part of the job. You are likely sitting on a massive legacy infrastructure – Salesforce Marketing Cloud, Adobe Campaign, or Oracle. These […]

19 Jan 2026 Read more →
AI Knowledge Management: Scaling Internal Knowledge
AI & Business Automation

AI Knowledge Management: Scaling Internal Knowledge

AI Knowledge Management: Scaling Internal Knowledge Your agents are mid-call, the member is waiting, and the answer is buried in three systems and a PDF from 2019. That search costs roughly 20% of their productive time. Scaling internal knowledge with AI stops being “nice to have” when resolution times climb and member satisfaction drops in […]

18 Jan 2026 Read more →