R0024/2026-03-25/Q001 — ACH Matrix¶
Matrix¶
| H1: Substantial analysis exists | H2: Undocumented/speculative | H3: Emerging/preliminary | |
|---|---|---|---|
| SRC01-E01: Georgetown monetization-safety conflict | ++ | -- | + |
| SRC01-E02: Georgetown structural recommendations | ++ | -- | - |
| SRC02-E01: TechCrunch dark pattern framing | + | -- | + |
| SRC03-E01: Brookings productivity-accuracy tension | + | -- | N/A |
| SRC04-E01: Users prefer sycophantic AI 50% more | ++ | -- | + |
Legend:
- ++ Strongly supports
- + Supports
- -- Strongly contradicts
- - Contradicts
- N/A Not applicable to this hypothesis
Diagnosticity Analysis¶
Most Diagnostic Evidence¶
| Evidence ID | Why Diagnostic |
|---|---|
| SRC01-E02 | Georgetown's specific structural recommendations discriminate between H1 (mature analysis) and H3 (preliminary). Detailed prescriptive recommendations imply analytical maturity beyond "emerging." |
| SRC04-E01 | The Cheng et al. quantitative data (50% more affirmation, N=1604) discriminates between H1/H3 (analysis exists) and H2 (speculative) because it provides peer-reviewed empirical evidence of the mechanism. |
Least Diagnostic Evidence¶
| Evidence ID | Why Non-Diagnostic |
|---|---|
| SRC03-E01 | Supports the existence of analysis but does not clearly discriminate between H1 (substantial) and H3 (preliminary) — could be read either way. |
Outcome¶
Hypothesis supported: H1 — Substantial published analysis exists, supported by converging evidence from four independent sources across policy, academic, and journalistic domains.
Hypotheses eliminated: H2 — Every evidence item strongly contradicts the claim that the topic is undocumented.
Hypotheses inconclusive: H3 — Partially supported as a qualification to H1. The analysis is real and substantial but concentrated in 2025-2026, and no study has directly observed internal vendor decision-making.