# Whose Transparency Is It Anyway? Understanding Generative AI Transparency Needs and Gaps Across Stakeholders

> **Platform:** [SPIDITS AI](https://spidits.com/) — Real-Time AI News & Market Intelligence  
> **Published:** 2026-11-05T05:00:00.000Z  
> **Category:** PRODUCT_LAUNCH  
> **Impact Score:** 90/100  
> **Primary Source:** [arXiv AI](https://arxiv.org/abs/2611.05549)  
> **Canonical Citation:** [https://spidits.com/timeline/whose-transparency-is-it-anyway-understanding-generative-ai-transparency](https://spidits.com/timeline/whose-transparency-is-it-anyway-understanding-generative-ai-transparency)

## Executive Summary
Transparency has become a central principle in AI governance, yet there is little agreement about what transparency means, for whom, and in what contexts.

## Why It Matters (Strategic Analysis)
Vague and fragmented transparency mandates force AI developers to navigate conflicting disclosure requirements across global regulatory jurisdictions. Establishing standardized stakeholder-specific disclosure metrics is necessary to bridge the gap between technical system auditing and public policy enforcement.

## Referenced Coverage & Sources
- **[arXiv AI](https://arxiv.org/abs/2611.05549)**: Whose Transparency is it Anyway? Understanding Generative AI Transparency Needs and Gaps Across Stakeholders — _Transparency has become a central principle in AI governance, yet there is little agreement about what transparency means, for whom, and in what contexts..._

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*Synthesized by SPIDITS AI Market Intelligence Desk. Track live AI news, model releases, and funding: [https://spidits.com](https://spidits.com)*