Automation & ops
The operational health and unit economics of the systems themselves. Silent failures here corrupt everything downstream.
4 metrics
- Workflow success rate
- Share of workflow runs that complete without error.
- successful runs / total runs
- Benchmark Set an internal SLO (e.g. >98%)
- Silent workflow failures corrupt data and pipeline; this is your systems pulse.
- Credits per booked meeting
- Enrichment/automation credits consumed per meeting booked.
- total credits spent / meetings booked
- Ties tooling spend to outcomes; exposes waterfalls that enrich a lot but book nothing.
- Cost per enriched record
- Blended cost to enrich one record across the provider chain.
- total enrichment spend / records enriched
- Benchmark Per-find ~$0.01–0.10 by provider/field
- Conditional enrichment and cheapest-first ordering can cut this 30–50%.
- System uptime
- Share of time a critical automation or integration is available.
- Benchmark Standard SaaS SLO territory (99.9%)
- A down sync or webhook means stale CRM data and missed speed-to-lead windows.
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