Challenge
Support agents needed consistent answers with minimal escalation risks.
LLMHive Solution
LLMHive routed ticket summaries and responses to the best model with knowledge base context.
- • Knowledge base grounding for responses
- • Escalation triggers for low-confidence outputs
- • Quality checks by ticket category
Outcomes
- • Higher first-contact resolution
- • Lower backlog of repeat questions
- • Reduced escalation volume
Impact Metrics
26% higher FCR
19% fewer escalations
30% faster response time
Implementation Timeline
- • Week 1: knowledge base ingestion
- • Week 2: routing setup
- • Week 4: production rollout
FAQ
How were low-confidence responses handled?
LLMHive triggered escalations and routed the ticket to senior agents.
Did this change agent workflows?
Agents kept their tools while LLMHive handled drafting and routing.
Next Steps
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