Hiring by Algorithm: The Compliance Landscape for AI in the Workplace
AI now screens resumes and builds shortlists. Six states regulate how. What the AI-hiring laws require, and why compliance has to run continuously.
Julia Melo7 min readBlog
Production AI, governed.
Practical guidance on cost attribution, policy enforcement, and audit-ready observability for teams that ship.
- Julia Melo7 min read
Your Next Exam Will Ask About AI: Five Document Requests to Prepare For
AI is entering exam document requests. The five artifacts examiners will ask for, why screenshots fail as evidence, and how to prepare your AI audit trail.
Julia Melo11 min readMeasuring AI ROI: The Unmeasured Middle Between Spend and Outcome
Fewer than 1% of companies report real AI ROI. They track spend and outcome but never the adoption and proficiency in between. Here's how to close the gap.
Julia Melo4 min readMeet Meilynx at FinOps X 2026
We're at FinOps X 2026 in San Diego with a lightning talk on connecting AI spending to actual business outcomes. Here's where to find us.
Cassio Melo1 min readThe 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.
Julia Melo8 min readIntroducing Meilynx
Why we're building Meilynx, what it is today, what's coming, and how regulated teams can join the design partner program.
Cassio Melo3 min read