Building the Business Case — ROI of AI Operations
'It saves 40% of the time' is not a business case. A real AI operations ROI has three pillars, a payback period, and an uncomfortable answer to: what does doing nothing cost?
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'It saves 40% of the time' is not a business case. A real AI operations ROI has three pillars, a payback period, and an uncomfortable answer to: what does doing nothing cost?
A $965B valuation for Anthropic, a trillion-dollar IPO for OpenAI — and 90% of companies without a measurable productivity effect (NBER, 2026). Why both numbers are right and the Implementation Gap sits in between.
61% of companies have not moved beyond pilot projects (McKinsey, 2025). Why the Pilot Graveyard is not a technology problem — and how to avoid it.
The most common pattern in failed AI projects: buy the tool first, rethink the process later. Why Workflow-First reverses the order — and lifts ROI.
63% of AI projects never reach production. Learn why the implementation gap happens – and how netzstrategen closes it from day one.