While Artificial Intelligence (AI) technologies are progressing fast, compliance costs have become a huge financial burden for AI startups, which are already constrained on research & development budgets. This situation creates a compliance trap, as many AI startups are not financially prepared to cope with a broad spectrum of regulatory requirements. Particularly, the complex and varying regulatory processes across the globe subtly give advantages to well-established and resourceful technology firms over resource-constrained AI startups [1]. The continuation of this trend may phase out the majority of AI startups and lead to giant technology firms' monopolies of AI technologies. To demonstrate the reality of the compliance trap, from a field deployment perspective, we delve into the details of compliance costs of AI commercial operations.

翻译：尽管人工智能技术发展迅速，但合规成本已成为本就面临研发预算约束的AI初创企业的巨大财务负担。这种状况导致了"合规陷阱"——许多AI初创企业尚未做好财务准备来应对广泛且复杂的监管要求。尤其值得注意的是，全球各地复杂且各异的监管流程正在潜移默化地赋予资源雄厚的大型科技企业相对于资源匮乏型AI初创公司的优势[1]。若此趋势持续发展，可能淘汰绝大多数AI初创企业，最终导致大型科技企业对AI技术的垄断。为揭示合规陷阱的现实困境，本文从实地部署视角深入剖析了AI商业运营中的合规成本细节。