Insights & Expertise
Human+AI, data, CRM and intelligent systems: what we learn building and operating, and the studies we publish.
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 […]
Escape Cloud Vendor Lock-in: 4 Steps to Strategic EU Migration
Your renewal date is eight months away. Someone in the leadership meeting asks what it would cost to move to a European provider, and nobody in the room can answer. That silence is the lock-in problem. Nobody has priced the exit. Most teams can describe their cloud estate. Fewer can put a number on leaving […]
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 […]
Mastering B2B Marketing Data Strategy for 2026
Your B2B marketing team generated 2,000 leads last quarter. Sales closed 35. That’s a 1.75% conversion rate — and nobody in the boardroom is celebrating. The gap between leads and revenue is where most B2B marketing data analytics strategy efforts quietly fail. Not because the data isn’t there, but because it’s not connected to anything […]
Operationalize CRM Data for Business ROI
Operationalize CRM Data for Business ROI Your CRM has 50,000 contacts, 18 months of behavioral data, and a dashboard full of charts—yet your sales pipeline looks the same as it did six months ago. To truly operationalize CRM data for ROI, you need to stop collecting and start activating. The gap between “we have the […]
AI Vendor Lock-In: How to Stop Your Tech Stack Holding You Hostage
Your stack is not as portable as the contract suggests A model provider changes its pricing. A feature you depend on moves to a higher tier. You open the migration plan and find the work is mostly eighteen months of prompts, stored context, evaluation sets and permission rules. None of that appears in the contract. […]
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