This article reports on a practical, semi-automated procedure towards creating a clean, morphologically annotated Zulu corpus of tractable size that could eventually serve both as a gold standard for Zulu computational morphology and as basis for further linguistic annotation. A corpus development architecture is proposed which includes the corpus in various stages of development, a pre-processing module, the Zulu morphological analyser and its guesser variant, the machine-readable lexicon that serves as comprehensive lexical database for Zulu, and a human elicitation function for ensuring the integrity of the lexical database. The approach is novel in the sense that an existing rule-based, finitestate Zulu computational morphological analyser is used as a core technology in this procedure to facilitate the complex, agglutinative nature of Zulu morphology. The corpus, at present consisting of the Zulu version of the South African Constitution, will have morphological analysis and tagging as a first level of annotation.