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Observability dashboards compared to pre-action verification gates

Observability dashboards summarize latency, errors, and throughput—they rarely prove that the specific CRM or ledger row your workflow claimed is present before you act. Pre-action read-only SQL gates instead compare structured tool activity to persisted rows at verification time so ROW_ABSENT blocks irreversible steps.

Review /pricing when you need commercial enforce fixtures and metering, and use /integrate to reproduce the gate locally before you change production alerting budgets alone.

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