Bold.org built an internal AI agent starting in January 2026 that investigates production issues via ClickHouse queries and integrates with Slack, Linear, PostHog, and Grafana. The agent reduced investigation time from hours to zero-to-one hour and spread across engineering, product, support, operations, marketing, and growth teams through visible shared usage rather than formal launches.