ai inference

ai infrastructure

The Telemetry Trap - When Everything Measured Makes Nothing Matter

Companies burn millions on Snowflake/Databricks while Parquet+S3 delivers 95% of the value at fraction of the cost. Netflix mastered telemetry by focusing on what matters. Your data goldmine isn't in petabytes—it's in the kilobytes driving your core business. Measure what matters, not everything.

ai inference

URE Atlas: Visualizing the Hidden Cost of AI Infrastructure Placement

A 10ms latency difference affects 50M users. A 5% inefficiency costs $3M monthly. Yet infrastructure decisions are made blind. Atlas transforms $60M/week in cloud chaos into visual intelligence, exposing $11M in waste and why us-east-1 dominance is fear, not optimization.

ai inference

AI's Infrastructure Crisis: Why 95% of Models Run in Just 4 Locations (And Why That's Breaking Everything)

We built the internet for 99% cache hit rates, but AI inference can't be cached. We centralized compute in 4 mega-hubs, but AI needs edge processing. The result? Your perfectly trained model takes 1.2 seconds to respond instead of 200ms. Here's why AI feels slow—and what it'll take to fix it.