> For the complete documentation index, see [llms.txt](https://tagger.gitbook.io/tagger-documentation/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://tagger.gitbook.io/tagger-documentation/challenges-in-the-current-data-economy/the-need-for-continuous-maintenance.md).

# 🧳 The Need for Continuous Maintenance

In the context of AI applications, data needs to be continuously updated to adapt to new challenges. This requires the establishment of effective data management mechanisms for collecting, updating, and maintenance of datasets to ensure sustained performance improvement of AI models. Automating data update processes and conducting regular data quality assessments are keys to addressing this issue.