Skip to content

R0055/2026-04-01/C001 — ACH Matrix

Matrix

H1: Accurate as stated H2: Partially correct H3: Materially wrong
SRC01-E01: AI affirms users 49% more than humans + ++ --
SRC01-E02: Users prefer sycophantic AI, 13% more likely to return + ++ --
SRC02-E01: Models sided with wrong users 51% of time + + --

Legend: - ++ Strongly supports - + Supports - -- Strongly contradicts - - Contradicts - N/A Not applicable to this hypothesis

Diagnosticity Analysis

Most Diagnostic Evidence

Evidence Why Diagnostic
SRC01-E02 Separates user preference (13%) from AI behavior frequency (49%), discriminating between H1 and H2

Least Diagnostic Evidence

Evidence Why Non-Diagnostic
SRC02-E01 Confirms the same finding as SRC01, adding no discriminatory power

Outcome

Hypothesis supported: H2 — The claim is partially correct. Users do prefer agreeable AI, and a ~50% figure exists, but the claim conflates AI endorsement frequency with user preference magnitude.

Hypotheses eliminated: H3 — Eliminated by strong evidence that users prefer agreeable AI and that a ~49% figure is documented.

Hypotheses inconclusive: H1 — The "approximately 50%" is defensible as a rough approximation but imprecise as a characterization of user preference.