Cloudsail

Services

LLM cost optimisation for coding agents

Understand where agent spend goes and test ways to reduce it without weakening delivery quality. Cloudsail works on model routing, task defaults, budgets and spend attribution inside your infrastructure.

Discuss your setup

Start with a usage review

Share one month of usage data for a no-charge review. We return a one-page breakdown of where spend goes. We agree the available data and any access needed before deeper evaluation begins.

Test routing and defaults on your work

We compare current and alternative setups on representative tasks from your repositories. Lower-cost models, context changes and task-specific defaults are evaluated alongside tests, review outcomes and rework.

Put controls into operation

We implement agreed routing, budgets and hard caps using your existing tools. Deliverables include spend attribution, documented defaults and a measurement process. A saving counts only when the agreed quality criteria hold.

Questions

How much will we save?

There is no guaranteed percentage. The homepage calculator uses an illustrative 19 percent assumption; the synthetic chart is an example, not client evidence.

Will costs be reported by individual engineer?

The approach is reporting by team. We agree the data and measurement boundaries with you before implementation.

Services

Discuss your setup

Tell us about your repositories, team and current tools. We will agree the scope and access needed before starting.

miki@cloudsail.com