R0042/2026-03-28/Q002 — Query Definition¶
Query as Received¶
Among enterprises deploying private AI, is behavioral customization — including the ability to control or eliminate sycophancy, adjust response style, or enforce domain-specific interaction norms — a documented motivation? Or is the conversation limited to data sovereignty, security, and compliance?
Query as Clarified¶
- Subject: Enterprise motivations for private AI deployment, specifically behavioral customization
- Scope: Whether behavioral control (sycophancy elimination, response style adjustment, domain-specific interaction norms) appears as a documented motivation alongside the commonly cited data sovereignty/security/compliance triad
- Evidence basis: Industry surveys, vendor marketing materials, enterprise case studies, academic research on AI sycophancy in enterprise contexts
- Embedded assumption: The query assumes a binary — either behavioral customization is a documented motivation, or the conversation is limited to three topics. Reality may be more nuanced.
Ambiguities Identified¶
- "Behavioral customization" is broad — it could mean fine-tuning for domain terminology, adjusting tone/formality, controlling hallucination rates, or specifically targeting sycophancy. The query groups these together but they may be documented separately.
- "Documented motivation" could mean explicitly stated in surveys, implicitly present in vendor offerings, or discussed in academic literature. These are different evidence levels.
- The query frames sycophancy control alongside response style and domain norms. These may have very different documentation levels — domain customization is widely discussed, sycophancy control is not.
Sub-Questions¶
- Do any enterprise AI surveys or reports mention behavioral customization as a reason for private AI deployment?
- Is "model behavior control" or "output customization" listed among enterprise motivations, even if not using the term "sycophancy"?
- Do enterprise AI vendors market behavioral customization capabilities as a selling point for on-premises deployment?
- Is there academic literature connecting enterprise private AI deployment to sycophancy concerns specifically?
Hypotheses¶
| ID | Hypothesis | Description |
|---|---|---|
| H1 | Behavioral customization is a documented enterprise motivation | Enterprise surveys and vendor materials explicitly list behavioral customization (including sycophancy control) as a reason for private AI deployment |
| H2 | Behavioral customization is not a documented motivation | The enterprise private AI conversation is limited to data sovereignty, security, compliance, and cost — behavioral customization does not appear |
| H3 | General customization is documented but sycophancy-specific control is not | Enterprises cite "customization" and "control" broadly, which implicitly includes behavioral aspects, but sycophancy elimination is never explicitly named as a private AI motivation |