AI Transparency
The principle that AI systems should be open about how they work, what data they were trained on, and how they make decisions, enabling meaningful oversight and accountability.
The Stanford Foundation Model Transparency Index found that no major AI company scored above 75% on transparency indicators in 2024. The EU AI Act mandates transparency requirements including disclosure of AI-generated content and documentation of training data. The tension between transparency and trade secrets is a central challenge — companies argue that full disclosure of training data and model architecture would undermine competitive advantage. Transparency is closely linked to interpretability (understanding how models make decisions) and accountability (holding developers responsible for outcomes).
Explore the Data
Related Terms
Artificial General Intelligence (AGI)
A hypothetical form of AI that can understand, learn, and apply knowledge across any intellectual task at or above human level, rather than being specialized for specific tasks.
AI Alignment
The research field focused on ensuring AI systems behave in accordance with human values and intentions, particularly as systems become more capable.
AI Safety
The interdisciplinary field focused on preventing AI systems from causing harm, encompassing alignment, robustness, interpretability, and governance of AI technologies.
Deepfake
AI-generated synthetic media — images, video, or audio — that realistically depict events or statements that never occurred, created using deep learning techniques.
EU AI Act
The European Union's comprehensive AI regulation, which entered into force on August 1, 2024, classifying AI systems by risk level and imposing requirements from transparency disclosures to outright bans.
Hallucination
When an AI model generates plausible-sounding but factually incorrect or fabricated information, presenting it with the same confidence as accurate responses.
AI Economy Pulse
Every Friday: the 3 AI data points that actually matter this week. Free, forever.
Latest: “AI Investment Hits $42B in Q1 2026 — Here's Where It Went”
No spam, ever. Unsubscribe anytime.