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R0043/2026-03-28/Q002/S01

Research R0043 — Sycophancy Vocabulary
Run 2026-03-28
Query Q002
Search S01

WebSearch — Enterprise procurement and regulatory requirements for AI accuracy/overreliance

Summary

Field Value
Source/Database WebSearch (two queries)
Query terms (1) regulated industry AI deployment standards "overreliance" requirements healthcare defense finance 2024 2025; (2) enterprise procurement AI requirements "output accuracy" "hallucination rate" "truthfulness" benchmarks specifications RFP
Filters None
Results returned 20
Results selected 3
Results rejected 17

Selected Results

Result Title URL Rationale
S01-R01 EU AI Act Article 14 https://artificialintelligenceact.eu/article/14/ Primary legislation with automation bias requirements
S01-R02 NIST AI RMF https://www.nist.gov/itl/ai-risk-management-framework U.S. government framework with overreliance risk identification
S01-R03 AIR 2024 taxonomy https://arxiv.org/html/2406.17864v1 Cross-jurisdictional risk taxonomy identifying coverage gaps

Rejected Results

Result Title URL Rationale
S01-R04 Various regulatory overviews and commercial guides Multiple 17 results rejected: regulatory summaries without specific sycophancy-adjacent requirements; commercial AI procurement guides; general compliance frameworks

Notes

Enterprise procurement specifications for AI are largely proprietary. Public-facing regulatory guidance focuses on general AI governance rather than specific behavioral requirements like anti-sycophancy. The most specific requirements found are in the EU AI Act and FDA CDS guidance.