Databricks details how it cut $1.2M in AI agent waste with Unity Gateway tracing

Databricks showcases how it identified and eliminated an estimated $1.2 million annually in wasted AI agent spend and lost productivity within one hour. This was achieved by leveraging Unity Gateway's OpenTelemetry tracing and Genie One's natural language analysis to pinpoint and fix hidden costs from silently failing AI agent tool calls. The process revealed how ambiguous tool inputs lead to agent retries, burning tokens and engineering hours, which often go unnoticed in aggregate cost dashboards. The findings offer critical lessons on designing robust MCP tools that gracefully handle variations, making AI agent cost management more actionable and efficient.