
Measure how fast actions fire during peak times and how precisely triggers detect events. If delays turn reminders into apologies, the tool fails. Test with bulk imports, large files, and chatty integrations. Numbers, not vibes, reveal whether everyday workflows feel snappy or sluggish.

Failures will happen. Good systems retry with exponential backoff, deduplicate with idempotency keys, and park stubborn messages in dead‑letter queues for gentle review. You should tweak policies without scripting marathons. This resilience separates professional helpers from fragile toys that silently drop your responsibilities.

Support matters most on chaotic Fridays. Read docs for clarity, searchability, and realistic examples. Test chat or ticket response times with a thoughtful question. Are answers humane and specific, or scripted? Healthy vendor relationships feel collaborative, helping you learn rather than guarding mysterious, wizardly knowledge.