The Impact of AI on Data Breaches
The rising cost of shadow AI, weak access controls, and absent governance — and where enforcement actually closes the gap.

Author
Co-Founder
Julia is a co-founder of Meilynx, where she's building governance and cost observability for AI workloads — helping organizations understand, control, and scale AI adoption responsibly. She brings more than 16 years of engineering leadership, most recently as Director of Engineering at SeekOut, where she led Platform and AI-enabled product teams. Her earlier career spans finance-analytics leadership at BlackRock, HP, and a range of startups.
The rising cost of shadow AI, weak access controls, and absent governance — and where enforcement actually closes the gap.