Customer Support

Inbound questions are the workload this category addresses. Customer Support tools sit on a chat widget, an email queue or a messaging channel, read the question, look up an answer in help articles, past tickets, order records or policy documents, and either reply directly or hand a drafted response to an agent. Around that sit ticket classification and routing, summaries when a conversation changes hands, translation for multilingual queues, and reporting that separates genuine resolution from deflection.

Retailers, software vendors, banks and marketplaces run them on first-line contact while agents keep the complicated cases. Practical jobs include order status and returns, plan changes, appointment scheduling, and triage that tags a complaint before anyone opens it. Buyers should compare grounding accuracy against their own help center, handoff quality with full context attached, channel coverage, audit logging, redaction of personal data, and how easily a non-engineer corrects a wrong answer.

Pilot on real historical tickets and score full resolution, not containment. Confirm that escalation triggers on uncertainty rather than after several failed attempts, and that policy answers come from a source someone owns and keeps current. Recurring failures are confidently wrong statements about refunds or entitlements, answers drawn from outdated articles, loops that frustrate before escalating, and dashboards that flatter. Charging models include per-resolution fees, per-agent seats, conversation volume tiers, and a platform fee plus metered usage.