ExpertWe wired nine analytics platforms into the same multi-tenant test app and watched them split into two camps. The surprise was not which shipped the prettiest chart. It was how fast the ranking flipped once we asked who owns the front-end and how many customers each pricing model could actually absorb.
We ran the same defects through ten bug trackers, from client-facing pin tools to self-hosted veterans. The surprise was not which one had the deepest workflow. It was how sharply the winner changed the moment we asked a different question: who is actually filing the bug, and where does that person live?
After putting nine agent platforms through the same four-week business automation pilot with shared inboxes, a CRM mirror, and a synthetic operations workload, the finding that surprised our team most was how rarely autonomy was the problem. The break point was almost always an observability gap when an agent went sideways at 2 a.m.