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Why do many enterprise taxonomy projects fail? In this thoughtpiece I explain why taxonomy projects are extraordinarily fragile in relation to the quality of the initial evidence gathering stage. I outline a methodology for improving the robustness and effectiveness of an enterprise taxonomy design, through a systematic knowledge audit at the project’s outset.