SpanForge Insights
Production AI, honestly.
Research-grounded writing on the hard parts of production AI: governance, observability, decision-making under uncertainty, and the real cost of cutting corners. No hype. No inflated benchmarks.
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Why AI Projects Fail Before They Ship
The failure is not in the model. It is in the missing operating system around it. Here are five root causes — and what the most current data actually shows.
The AI Lifecycle Problem Nobody Is Solving
42% of companies abandoned the majority of their AI initiatives in 2025 — up from 17% the prior year. Not because the models don't work. Because the organisation, the process, and the tooling are wrong.
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