R0057/2026-04-01/C020/SRC01

Research	R0057 — RLHF Yes-Men Claims v3
Run	2026-04-01
Claim	C020
Search	S01
Result	S01-R01
Source	SRC01

Enterprise private AI motivation surveys

Source

Field	Value
Title	Sovereign AI: What It Is, Why It Matters, and How to Build It
Publisher	Multiple publications
Author(s)	Various (Linux Foundation, VentureBeat, Deepset)
Date	2024-2026
URL	https://www.deepset.ai/blog/sovereign-ai-what-it-is-why-it-matters-and-how-to-build-it
Type	Industry surveys and analysis

Summary

Dimension	Rating
Reliability	High
Relevance	High
Bias: Missing data	Low risk
Bias: Measurement	Low risk
Bias: Selective reporting	Low risk
Bias: Randomization	N/A — not an RCT
Bias: Protocol deviation	N/A — not an RCT
Bias: COI/Funding	Low risk

Rationale

Dimension	Rationale
Reliability	Industry surveys and analysis from established institution/publication
Relevance	Directly addresses the claim under investigation
Bias flags	No significant bias concerns identified

Evidence Extracts

Evidence ID	Summary
SRC01-E01	Data sovereignty, security, and compliance are primary private AI motivations; sycophancy not mentioned