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R0041/2026-04-01/Q001/H1

Research R0041 — Enterprise Sycophancy
Run 2026-04-01
Query Q001
Hypothesis H1

Statement

Yes, AI vendors are actively offering enterprise-tier products or configurations specifically designed to reduce sycophancy, with dedicated product tiers, API parameters, or enterprise features.

Status

Current: Eliminated

Supporting Evidence

Evidence Summary
SRC02-E01 Anthropic claims 70-85% sycophancy reduction in recent models, but as a general improvement, not an enterprise feature

Contradicting Evidence

Evidence Summary
SRC01-E01 OpenAI's response was a rollback and general training fixes, not enterprise-specific features
SRC03-E01 Lambert's analysis shows sycophancy remains an unsolved art-of-training problem, not a productized feature
SRC05-E01 Anthropic's constitutional update addresses sycophancy philosophically but does not create enterprise API controls

Reasoning

No evidence was found of any vendor offering a dedicated enterprise product tier, API parameter, or configuration specifically for sycophancy reduction. Improvements exist across all models but are general, not enterprise-differentiated. This hypothesis is eliminated.

Relationship to Other Hypotheses

This hypothesis represents the strongest possible affirmative answer. Its elimination supports H2 (partial/emerging) and partially supports H3 (no meaningful vendor action), though the evidence for active research programs prevents H3 from being fully supported.