Practical AI insights for European SMEs. Real numbers, real tools, real results.
Our automated follow-up emails had a 0% reply rate. The root cause was a missing SQL JOIN — the AI was writing 'personalized' emails with no actual data. Here's what we found and fixed.
45 automations, 91 LinkedIn posts, 638 leads, 23 repositories. The complete output of building a consultancy with an AI coding assistant.
From writing code to reviewing it. From keeping context in my head to documenting everything. Four concrete workflow changes after 400 hours with an AI coding assistant.
One VPS, all open-source tools, zero SaaS subscriptions. The complete self-hosted stack behind ImparLabs.
A double newsletter send, invisible broken tracking, and 14 silent workflow failures. Real incidents from building 45 automations with AI.
Two months, €214 total cost, 19 documented incidents. What really happens when you build an entire consultancy infrastructure with an AI coding assistant.
Weekly AI insights for European SMEs. No hype, just what works.