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Automated workflows: refunds, replacements, cancellations, account updates
Billing & payment issue resolution
Product troubleshooting and pre-sales support
KYC reminders and verification workflows (fintech)
Omni-channel coverage: chat, email, WhatsApp, voice, social
Consistent brand tone and accurate responses at scale
Complex troubleshooting
Complaints & escalations
Policy-driven exceptions
High-value customer conversations
Sensitive workflows requiring judgment
Automated + human QA
Accuracy tracking and model improvement
Weekly insights: resolution rates, deflection %, SLA performance
Clear split of AI vs human workload
Large teams needed to manage volume
Inconsistent responses across channels
Peak-hour delays
High cost per ticket
Manual, repetitive work everywhere
80% automated resolution
Instant omni-channel responses
Higher CSAT, stable SLAs
Predictable and lower support cost
Humans only for genuinely complex cases