Blog

Insights on AI Cost Intelligence, BYOC model deployment, and the Lookup → Flow → Value framework.

July 2026·8 min read

Cost Efficiency Observations on an NVIDIA L4

Token price is a poor indicator of real inference cost. We observed a >20× span in cost and energy per useful token driven by batching alone on an NVIDIA L4.

April 2026·6 min read

What Is BYOC Model Deployment for AI Inference?

BYOC (Bring Your Own Cloud) model deployment means running AI models in your own cloud infrastructure instead of paying per-token to external API providers.

April 2026·7 min read

API Cost vs. Self-Hosted Inference: How to Compare Them in Real Time

The real cost of AI inference isn't visible on your API bill. Here's how to compare API-based and self-hosted inference costs using Lutflow.

April 2026·8 min read

What Is the Lookup → Flow → Value Framework?

The three-stage mechanism behind Lutflow's intelligent budget enforcement — and why it matters for every company running AI workloads.