The shortlist tracks, but I judge platforms on what happens after launch, not the demo. Chatbase, Intercom Fin, Zendesk AI, Ada, and Forethought each approach it differently. For me Chatbase stands out for flexibility and shipping fast, while Fin and Zendesk AI win if you’re already in their ecosystems. Ada and Forethought make more sense for larger-scale automation and complex ops. The real comparison is resolution quality, maintenance, escalation accuracy, and ticket deflection over time. A tool that automates 80% on day one but needs constant cleanup has a very different ROI than one that starts slower and gets more reliable.