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Mastering Voice AI Latency: The Agency's Guide to Lightning-Fast Conversations

Leonardo Garcia-Curtis06/08/2025
Mastering Voice AI Latency: The Agency's Guide to Lightning-Fast Conversations

Voice agents live or die by latency. A 2-second pause feels awkward. A 3-second pause feels broken. Users hang up.

Key Latency Sources

The complete latency stack has six main contributors to response delay:

1. Network round-trip time

2. Speech-to-text conversion

3. LLM processing (primary bottleneck: 500-900ms)

4. Text-to-speech generation

5. Knowledge base retrieval

6. External function calls

Primary Optimization Strategies

Use Retell's Fast Tier

Consistent performance with optimized routing and dedicated resources.

Optimize Prompts for Brevity

Before:

"Please provide the customer with a comprehensive explanation of our return policy, including all exceptions, timeframes, and the step-by-step process for initiating a return."

After:

"Explain returns: 30 days, original packaging, receipt needed. Exceptions: final sale items."

Implement Response Streaming

Start speaking while still generating the full response.

Knowledge Base Optimization

  • Limit attachments
  • Improve content structure through better chunking
  • Use specific targeting
  • Minimize function call complexity
  • Industry-Specific Applications

  • Healthcare: Prioritize precision over speed; use structured LLM responses
  • Financial Services: Use Fast Tier during compliance checks; pre-load account data before greeting users
  • E-commerce: Cache product information for instant retrieval
  • Technical Settings

  • Temperature: Lower values (0.3) for consistency
  • Maximum tokens: ~150 for voice responses
  • Streaming: Always enabled
  • Monitoring Metrics

    Track these critical metrics:

  • P90 end-to-end latency (target: under 3 seconds)
  • First token time (critical for perceived responsiveness)
  • Perceived latency matters as much as measured performance. Fast feels trustworthy.

    LG

    Leonardo Garcia-Curtis

    Founder & CEO at Waboom AI. Building voice AI agents that convert.

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