# Other Methodologies

**URL:** https://forum.data-community.org/c/other-methodologies/8.md

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## [LLM API Returning Inconsistent Responses When Using RAG](https://forum.data-community.org/t/llm-api-returning-inconsistent-responses-when-using-rag/2151)

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**Author:** [@soumitradutta](https://forum.data-community.org/u/soumitradutta)\
**Replies:** 0\
**Last updated:** [September 1, 2026, 9:04am UTC](https://forum.data-community.org/t/llm-api-returning-inconsistent-responses-when-using-rag/2151 "2026-09-01T09:04:35Z")

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Hi Everyone, I am Soumitra Dutta, I have an issue with LLM API and Retrieval-Augmented Generation (RAG). Sometimes the same query returns different answers even if the retrieved documents and the prompt are the same. T…

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## [Why AI Projects Fail Without Trusted Data Foundations](https://forum.data-community.org/t/why-ai-projects-fail-without-trusted-data-foundations/2113)

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**Author:** [@JulienRedmond](https://forum.data-community.org/u/JulienRedmond)\
**Replies:** 0\
**Last updated:** [June 11, 2026, 3:27am UTC](https://forum.data-community.org/t/why-ai-projects-fail-without-trusted-data-foundations/2113 "2026-06-11T03:27:10Z")

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We’ve been seeing a common pattern across AI projects lately: the issue usually isn’t the model, it’s the quality and structure of the data underneath it. If the data lacks consistency, lineage, context, or trust, AI t…

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## [Why your data architecture is holding your AI back](https://forum.data-community.org/t/why-your-data-architecture-is-holding-your-ai-back/2092)

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**Author:** [@JulienRedmond](https://forum.data-community.org/u/JulienRedmond)\
**Replies:** 0\
**Last updated:** [April 30, 2026, 9:11am UTC](https://forum.data-community.org/t/why-your-data-architecture-is-holding-your-ai-back/2092 "2026-04-30T09:11:11Z")

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We recently put this together based on what we’re seeing across a number of AI projects. A common pattern is that it’s not the model that’s holding things back, it’s the structure and quality of the data underneath. If …

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## [How successful are your dv implementations?](https://forum.data-community.org/t/how-successful-are-your-dv-implementations/1063)

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**Author:** [@AHenning](https://forum.data-community.org/u/AHenning)\
**Replies:** 0\
**Last updated:** [November 21, 2023, 8:26pm UTC](https://forum.data-community.org/t/how-successful-are-your-dv-implementations/1063 "2023-11-21T20:26:57Z")

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Data vault is great! How succesful are the implementations out there? Below are some questions regarding data vault implementations. Please give me your input on: Are you geting all the benefits of data vault or is the…

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## [Data Mesh - and what it bodes for Data Vault in the future](https://forum.data-community.org/t/data-mesh-and-what-it-bodes-for-data-vault-in-the-future/251)

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**Author:** [@jhall\_uk](https://forum.data-community.org/u/jhall_uk)\
**Replies:** 7\
**Last updated:** [August 3, 2022, 10:26pm UTC](https://forum.data-community.org/t/data-mesh-and-what-it-bodes-for-data-vault-in-the-future/251 "2022-08-03T22:26:00Z")

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Hi all, There seems to be quite a bit of buzz around Data Mesh and the concepts of delivering data products as API driven services. Zhamak Dehghani has been talking about this concept in the wider IT industry and has pu…