High-Concurrency Multilingual Customer Support
Tiered customer support automation capable of handling 100k+ daily tickets: sub-second FAQ deflection, empathic multi-turn escalation, and automated dispute settlement.
Models in this stack
Ultra-fast intent classifier and 80% FAQ deflection
Empathic multi-turn conversation and account lookup
Production Deployment & FinOps Guidelines
Route 80% of standard intent/filtering requests to low-cost lightweight models, reserving frontier models only for complex reasoning.
Evaluate prompt caching for reusable system instructions and retrieval prefixes. Savings depend on vendor rates, cache-hit ratio, and request shape, and must be validated against billing data.
Configure secondary aggregator or alternative provider failovers to sustain uptime when primary endpoints hit rate limits.
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