How Datadog saves over $1 million each month by optimizing AI usage

Datadog achieved over $1 million in monthly AI cost savings by "rightsizing" model configurations, such as migrating from Claude Opus to Sonnet and adjusting tool effort levels. By leveraging Datadog’s cost management and automated alert workflows, the team implemented effective spending guardrails and context optimization to reduce token usage without sacrificing performance.