C020 — Assessment¶


Research	R0057 — RLHF Yes-Men Claims v3
Run	2026-04-01
Claim	C020

BLUF¶

Confirmed. Multiple surveys show data sovereignty (41%), regulatory compliance, security, and competitive advantage as primary drivers for private AI. No survey found includes sycophancy, behavioral customization, or output behavior control as motivations.

Probability¶

Rating: Very likely (80-95%)

Confidence in assessment: High

Confidence rationale: Multiple independent surveys converge on the same motivations.

Reasoning Chain¶

VentureBeat reports nearly two-thirds of C-suite leaders consider AI/data sovereignty a necessity. Linux Foundation survey finds security (41%) and competitive advantage (37%) as top drivers. No survey mentions sycophancy or behavioral customization as a motivation for private AI. [SRC01-E01, High reliability, High relevance]
JUDGMENT: Confirmed. Multiple surveys show data sovereignty (41%), regulatory compliance, security, and competitive advantage as primary drivers for private AI. No survey found includes sycophancy, behavioral customization, or output behavior control as motivations.

Evidence Base Summary¶

Source	Description	Reliability	Relevance	Key Finding
SRC01	Enterprise private AI motivation surveys	High	High	Data sovereignty, security, and compliance are primary private AI motivations; sycophancy not mentioned

Collection Synthesis¶

Dimension	Assessment
Evidence quality	High
Source agreement	High
Source independence	Medium
Outliers	None identified

Detail¶

The evidence supports the assessment. Multiple independent surveys converge on the same motivations.

Gaps¶

Missing Evidence	Impact on Assessment
Additional independent verification	Would strengthen confidence

Researcher Bias Check¶

Declared biases: Anti-sycophancy bias could influence interpretation toward confirming sycophancy claims.

Influence assessment: Mitigated by reliance on peer-reviewed and primary sources.

Cross-References¶

Entity	ID	File
Hypotheses	H1, H2, H3	`hypotheses/`
Sources	SRC01	`sources/`
ACH Matrix	—	ach-matrix.md
Self-Audit	—	self-audit.md