Engineering teams lose visibility when data is fragmented across GitHub, Jira/Linear, CI pipelines, and monitoring tools. A chat-based AI interface can answer engineering questions using real system data, allowing engineers to query code context, managers to track sprint progress, and leaders to monitor team performance without

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