S01¶


Research	R0042 — Private AI enterprise motivations and sycophancy
Run	2026-03-28
Query	Q002
Search	S01

WebSearch — Enterprise behavioral customization and sycophancy as private AI motivation

Summary¶

Field	Value
Source/Database	WebSearch
Query terms	enterprise behavioral customization private AI sycophancy response style control motivation
Filters	None
Results returned	10
Results selected	3
Results rejected	7

Selected Results¶

Result	Title	URL	Rationale
S01-R01	Personalization features can make LLMs more agreeable — MIT	https://news.mit.edu/2026/personalization-features-can-make-llms-more-agreeable-0218	Academic research on sycophancy and personalization
S01-R02	From Sycophancy to Sensemaking — arXiv	https://arxiv.org/html/2602.02378	Academic framework addressing sycophancy in decision-making
S01-R03	New tool monitors personality shifts — DevDiscourse	https://www.devdiscourse.com/article/technology/3533437-new-tool-monitors-and-controls-personality-shifts-like-sycophancy-and-hallucination-in-ai-assistants	Persona vectors for sycophancy control

Rejected Results¶

Result	Title	URL	Rationale
S01-R04	Motivation control — LessWrong	https://www.lesswrong.com/posts/vYfeCbvtZT35XgA2B/motivation-control	AI alignment theory, not enterprise deployment
S01-R05	Sycophancy in GPT-4o — OpenAI	https://openai.com/index/sycophancy-in-gpt-4o/	OpenAI internal response, not enterprise motivation
S01-R06	Protecting well-being of users — Anthropic	https://www.anthropic.com/news/protecting-well-being-of-users	Model provider policy, not enterprise deployment motivation
S01-R07	How to Avoid AI Sycophancy — Descript	https://www.descript.com/blog/article/how-to-avoid-ai-sycophancy	User-facing advice, not enterprise deployment
S01-R08	Sycophancy in Generative-AI Chatbots — NN/g	https://www.nngroup.com/articles/sycophancy-generative-ai-chatbots/	UX analysis, not enterprise deployment motivation
S01-R09	Sycophantic AI Models — Emergent Mind	https://www.emergentmind.com/topics/sycophantic-ai-models	Topic overview, not enterprise-specific
S01-R10	Motivation control — LessWrong (duplicate)	https://www.lesswrong.com/s/btmYeavYrwfz56FEv/p/vYfeCbvtZT35XgA2B	Duplicate of R04

Notes¶

This search was specifically designed to find evidence connecting behavioral customization/sycophancy to enterprise private AI motivations. The results confirm that sycophancy is an active area of research but is NOT connected to enterprise deployment decisions in any source found.