Insights

LLM cost optimization briefs.

Short, practical notes for teams trying to lower AI costs without breaking product quality or slowing internal adoption.

Cost governance

What an LLM Cost Audit Should Measure

The practical usage, quality, latency, and governance signals needed before anyone can claim real savings.

Model routing

Private inference can be powerful, but routing and caching often expose faster savings with less operational risk.

Observability

The biggest LLM bill is often not one app. It is ungoverned usage spreading across teams without visibility.