---
title: "Is Your AI Gateway Earning Its Keep?"
description: "A short framework for judging an AI gateway on cost control, governance and developer speed. An essay from Acme Perspectives."
canonical: "https://acme-jaret.duckdns.org/perspectives/measure-ai-gateway-value"
site: "Acme"
type: "Article"
published: "2026-10-21"
updated: "2026-10-21"
---

# Is your AI gateway earning its keep? A simple way to check

A gateway is the checkpoint every app passes through on its way to a model. It earns its place when it lowers cost, improves governance and makes developers faster — and each of those can be measured.

## Cost control

Compare spend per successful request before and after routing, caching and quota policies are in place.

## Governance

Count the share of model traffic that is logged, attributed to a team and covered by a data policy. The goal is 100%.

## Developer speed

Measure how long it takes a team to adopt a new model or provider. A good gateway turns weeks of integration work into a configuration change.

## Frequently asked questions

### Do small teams need a gateway?

Usually not at first. The value grows with the number of teams, models and policies you need to manage.

### Can gateway logs prove compliance?

They provide evidence of what was sent and returned, but compliance also depends on retention, access controls and review processes.