AI Won’t Save You From Your Data Modeling Problems

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For years, we’ve treated data quality as an analytics problem, heaving dirty data over the fence to the data team to be cleaned up later in the data warehouse or lake.

This approach doesn’t work for AI. GenAI applications operate in real time, making decisions on the fly. If your data is wrong, incomplete or poorly structured, AI won’t fix it. It’ll just make bad decisions faster.

This is why data modeling has to shift left.

You can’t wait until the analytics layer to enforce data quality when AI agents need to reason, plan and act…



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AI Won’t Save You From Your Data Modeling Problems


For years, we’ve treated data quality as an analytics problem, heaving dirty data over the fence to the data team to be cleaned up later in the data warehouse or lake.

This approach doesn’t work for AI. GenAI applications operate in real time, making decisions on the fly. If your data is wrong, incomplete or poorly structured, AI won’t fix it. It’ll just make bad decisions faster.

This is why data modeling has to shift left.

You can’t wait until the analytics layer to enforce data quality when AI agents need to reason, plan and act…



Source link

Disclaimer

We strive to uphold the highest ethical standards in all of our reporting and coverage. We StartupNews.fyi want to be transparent with our readers about any potential conflicts of interest that may arise in our work. It’s possible that some of the investors we feature may have connections to other businesses, including competitors or companies we write about. However, we want to assure our readers that this will not have any impact on the integrity or impartiality of our reporting. We are committed to delivering accurate, unbiased news and information to our audience, and we will continue to uphold our ethics and principles in all of our work. Thank you for your trust and support.

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