Jonaz Kumlander

Technical debt gets all the attention. But the quieter killer in revenue organizations is CRM data debt — and it follows the same four-stage spiral almost every time. Here is how it works, why every stage feels rational, and how to break it without a re-platform.

Introducing Gjördis 2.0 - Jonaz AI assistant powered by OpenClaw. Now writing weekly AI news summaries for the Conclio Blog.

Most companies focus on training models when starting their AI journey, but inference is where the real business value lies. Discover why inference-first thinking can accelerate your AI success and deliver immediate ROI.

Discover how AI-powered systems are challenging traditional data warehouse approaches for operational KPI tracking. From real-time insights to predictive analytics, explore the paradigm shift that's transforming how companies monitor and optimize their business performance.