Fortifying Generative AI Pipelines with End-to-End Security and Observability

In 2023, there was a significant increase in AI-related security incidents, with 121 recorded cases—an increase of 30% from the previous year [1]. This figure constitutes one-fifth of all AI incidents documented from 2010 to 2023, making 2023 a record year in the decades of AI existence. The global AI training data market was valued at approximately $1.87 billion in 2023 and is projected to expand at a compound annual growth rate (CAGR) of 23.5% from 2023 to 2030 [2]. A recent survey of 1,000 senior technology executives revealed that organizations have, on average, deployed 150 AI models in production, with expectations to increase this number by over 10% within the following year [3]. The complexity of modern generative AI pipelines, processing billions of tokens daily, demands comprehensive end-to-end monitoring to ensure data integrity, model reliability, and system security. According to Gartner (via VentureBeat) [4], 85% of AI projects fail to move beyond proof of concept, with ... Read full article.