We deleted a dashboard we trusted

After relying on a Grafana dashboard connected to its production database for nine months, Frigade deleted it in favor of a read-only AI interface that answers natural-language questions and posts recurring metrics to Slack. The company valued dashboards for their consistency, shared definitions, and reliability, but found that maintaining a fixed set of charts could not keep pace with increasingly specific and changing questions, while creating each new graph required engineering work and ongoing maintenance. Although the AI system is more flexible and enables users to investigate ad hoc customer, time-period, and segmentation questions, it can produce incorrect results and therefore requires direct database verification before information is used in decisions. Frigade retained automated, repository-backed weekday Slack reports for threshold-based metrics that should be monitored consistently, while offering customers a dashboard, an Insights page, and an assistant that can query their data with links to underlying records. The system uses safeguards and a read-only data layer to limit access and prevent database changes, reflecting the company’s view that flexible AI exploration is valuable despite its lower reliability than prebuilt reporting.

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