How to reduce latency when injecting CRM context into live voice agents?
For inbound voice calls, we look up CRM data before the first LLM response - stuff like last interaction summary, open tickets, account state.
- Call connects
- Caller ID - CRM lookup
- Pull structured fields
- Inject into system prompt
- First model response
Even with fast queries, that adds ~400–600ms. The agent feels slightly slow on the first turn.
Feels like a tradeoff between responsiveness and intelligence.
Curious how people are solving this without degrading UX.
Posted Mar 3, 2026, 11:30 AM UTC
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