# AI lifecycle models need to be revised

> Research article (Empirical Software Engineering, 2021) · cited 93× · AI/ML

**Wikidata**: [openalex:W3178161004](https://www.wikidata.org/wiki/openalex:W3178161004)  
**Source**: https://4ort.xyz/entity/ai-lifecycle-models-need-to-be-revised