Knowledge for technical decision-makers

Sovereign AI, without the marketing fog.

Technical analysis of private RAG systems, data architecture, and verifiable AI answers for companies working with sensitive documents.

FileGPT.dev / Field Notes

Architecture · Security · Retrieval · Operations

Sovereign AI27 July 202612 min read

Automated Review of Specifications and RFQs: Why Standard LLMs Fail Without RAG

Technical specifications and RFQs are not ordinary documents. They contain structured mandatory requirements, exclusion criteria, and legally binding clauses — and that is precisely where general-purpose language models hit their limits without a retrieval architecture.

#Technical-Specifications#RFQ-Analysis#RAG-Manufacturing

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Sovereign AI22 July 202610 min read

Sovereign RAG for Technical Documents: When On-Premise Really Makes Sense

A decision guide for companies that want to use AI with specifications, RFQs, and internal know-how without giving up control of their data architecture.

#On-Premise-RAG#Data-sovereignty

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Privacy13 May 202611 min read

Is ChatGPT Private Enough for Business Documents?

A practical guide to ChatGPT privacy for business documents, what teams should check before uploading files, and when private document Q&A is a better fit.

#ChatGPT-privacy#Document-AI

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