Insights, methodologies, and feedback on enterprise AI adoption
AI isn't deployed. It's designed. In 2025, 69% of companies still lack formal governance, and 52% of projects never reach production. This isn't a technology problem—it's an organizational design problem. Our manifesto for transforming AI into an operational margin lever.
Why an Evaluation Framework is the real challenge for AI in production in 2026 — and why most companies ignore it. Discover the 4 essential pillars to prevent your AI agents from drifting in production.
Only 15% of AI projects generate measurable EBITDA impact. n8n is our automation backbone for three reasons: deployment speed (MVP in days), secured ROI (payback < 6 months), and total data sovereignty (open-source self-hostable).
Gartner documented it: 30% of GenAI projects will be abandoned after the POC phase. Discover 10 architectural blueprints tested in production—from automated accounting reconciliation to autonomous customer support—calibrated for deployment in under 4 weeks with immediately measurable ROI.
In 2025, 75% of workers use AI, but only 10-20% leverage real business scenarios. Gartner quantified it: a Copilot license increases M365 cost by 83%. When 60-70% sits as 'shelfware', you're funding a technological fantasy. Activation isn't discovered—it's designed.
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