How to Choose a Text-to-Speech Provider for AI Voice Agents in the Contact Center

Building an AI voice agent for a contact center requires more than just selecting a great-sounding voice. Your text-to-speech (TTS) provider plays a crucial role in ensuring natural conversations, low latency, and high reliability. But choosing the right text-to-speech provider for AI voice agents isn’t just about voice quality—it’s about selecting the right tool for the specific job, whether it’s an IVR replacement, outbound sales call, support call, or collections call.

In this blog post, we’ll explore:

  • How AI voice agents work
  • Key factors to consider when selecting a text-to-speech provider for AI voice agents
  • Which provider is best for different use cases
  • Why flexibility in your AI platform is critical

Why AI Voice Agents Rely on the Right TTS Provider

A contact center AI voice agent operates in a real-time conversational loop:

  1. Speech-to-Text (STT): The AI listens to the customer and converts their speech into text.
  2. Large Language Model (LLM): The AI determines the appropriate response based on context.
  3. Text-to-Speech (TTS): The AI converts the response back into spoken audio using a TTS engine.

This loop must be as fast as possible to maintain a smooth, real-time conversation. While TTS providers alone typically operate around 300ms, factoring in speech-to-text (STT), LLM processing, and telephony, the total response time is usually in the range of 800–1200ms. The TTS provider plays a critical role in delivering a clear, natural voice as quickly as possible, making latency and quality key factors in choosing the right provider.

Key Factors in Choosing a TTS Provider for AI Voice Agents

These following are the factors Regal considered when deciding which TTS providers to incorporate into our AI Agent Platform. Note: we’re not considering price here because all of the TTS providers are competitive on price within reason, and the price will continue to come down. The assumption here is that we’re applying AI Voice Agents to conversations that are currently being done by humans, and therefore picking the best TTS provider is better than the cheapest.

1. Voice Quality, Naturalness & Backchanneling

Voice quality determines how natural and engaging your AI voice agent sounds. A well-tuned voice can improve customer experience, reduce frustration, and create a more human-like interaction. Some TTS providers offer backchanneling support, allowing the AI to interject with sounds like "uh-huh," "got it," or "I see" to create a more fluid, natural conversation.

Not all TTS providers optimize for real-time contact center conversations—some focus more on voices for creative applications like audiobooks, video voiceovers, and dubbing. For contact centers, the most important factors are:
Natural intonation – Does it mimic real human speech?
Emotion & expressiveness – Can it shift tone based on context?
Backchanneling support – Does it enhance conversational flow?

We’ve found that ElevenLabs, Play.ht, and Rime all offer a subset of voices optimized for contact centers, with ElevenLabs having the largest library of realistic voices. OpenAI serves as a great backup provider, while PolyAI and Google voices sound more voice-assistant-like and Deepgram’s voices are far too robotic for this use case (but cheap).

2. Voice Consistency & Predictability

Voice consistency ensures that the AI delivers responses predictably. Inconsistent output can make interactions feel unnatural or erratic. Interestingly, when prospects demo Regal AI Voice Agents, they tend to prefer expressive voices, but when deploying in real contact center environments, they prioritize consistency over expressiveness.

  • ElevenLabs: Most human-like but highly variable—may say the same sentence differently each time. Lowering the temperature reduces variability.
  • Rime: Trained on contact center recordings, making voices less expressive but highly consistent—great for IVR replacements where branding and pronunciation stability are critical. 
  • Cartesia & Play.ht: Offer fine-tuning for stability, though voices are less high-quality than ElevenLabs or Rime.
  • OpenAI: Feels more “voice of the future” (ala the movies Her) but lacks intonation and predictability controls.

3. Customizability

Customization allows businesses to refine the voice agent’s tone, style, and pronunciation. Some providers offer voice cloning, SSML support, and phonetic control to enhance flexibility.

  • Voice Cloning: ElevenLabs, Rime, Play.ht, and Cartesia support cloning your best agents’ voices for AI deployment. (However, this adds latency.)
  • SSML & Pausing: Most providers allow basic inline tags for controlling speech cadence (e.g., "Hello there!<break time='500ms'/> How can I assist you today?")
  • Phonetic Control: Rime & EleveLabs go one step further by providing strong pronunciation dictionaries for technical terms & brand names, increasing correct articulation of key words. ElevenLabs supports IPA and CMU. Rime allows you to generate custom pronunciation for specific words and to specify a disambiguated variant for homographs e.g.,  ("I like fresh produce_noun” vs. “They produce_verb a wide array of home goods for decorations.") None of these approaches are 100% yet.

4. Latency, Stability & Real-Time Performance

Latency is the delay between input and response. Lower latency improves real-time interactions, while higher latency makes the AI seem slow.

Most TTS providers now offer similar average latency, but the consistency of latency varies:

  • OpenAI & ElevenLabs: Cloud-based APIs with variable response times. Latency fluctuates depending on traffic.
  • Play.ht & Cartesia: On-prem solutions provide stable, low-latency performance.

Rime: provides an on-prem option, however, the company itself is not yet as well funded or established as the other providers.

5. Language & Accent Support

If your contact center serves global audiences, language and accent support is crucial. ElevenLabs offers the most natural multilingual voices (and they have a community library with voices from many accents), while Play.ht supports the widest range of languages.

Responsive Table
Provider Languages & Accents
ElevenLabs 29+ languages
Best multilingual realism, strong support for various accents.
Rime English-first
Play.ht 100+ languages
Broadest language support.
Cartesia Primarily English
OpenAI 30+ languages
Good general multilingual support

Summary Comparison of Top Text-to-Speech Providers for AI Voice Agents in Contact Centers

Responsive Feature Table
Feature ElevenLabs Rime Play.ht Cartesia OpenAI
Voice Quality ⭐⭐⭐⭐⭐ ⭐⭐⭐⭐ ⭐⭐⭐⭐ ⭐⭐⭐ ⭐⭐⭐⭐
Backchanneling ✅ Supports interjections ✅ Supports interjections ❌ No ✅ Supports interjections ❌ Limited
Consistency ❌ High variation ✅ Predictable output ✅ Moderate variation ✅ Predictable output ❌ Moderate variation
Customizability ✅ Advanced cloning ✅ Advanced tuning ✅ Cloning & tuning ✅ Emotional control ❌ Limited
Pronunciation Control ✅ Full phoneme & dictionary support ✅ Customize pronunciations ✅ Some phoneme control ✅ Full phoneme support ❌ Minimal
Latency ⚡⚡ Very fast ⚡⚡ Very fast ⚡⚡ Very fast ⚡ Fast ⚡ Fast
Voice Cloning ✅ Yes ✅ Yes ✅ Yes ✅ Yes ❌ No
Language & Accent Support ✅ 29+ languages ❌ English-first ✅ 100+ languages ❌ Primarily English ✅ 30+ languages
On-Prem/Provisioned Capacity ❌ Cloud only ✅ Yes (Provisioned) ✅ Yes (On-Prem) ✅ Yes (On-Prem) ❌ Cloud only
Works with New Voice-to-Voice Models ❌ No ❌ No ❌ No ❌ No ✅ Yes
Company Maturity ⭐⭐⭐⭐⭐ ⭐⭐ ⭐⭐⭐⭐ ⭐⭐⭐ ⭐⭐⭐⭐⭐

Choosing the Right Provider for Different Use Cases

So with all of these considerations, which is the right text-to-speech provider for AI voice agents at your company? That really depends on your use cases. Contact centers can use multiple TTS providers, assigning different ones to different types of calls for better engagement and cost optimization.

Responsive Use Case Table
Use Case Best TTS Provider(s) Why?
IVR Replacement Rime Predictable, stable voices with low latency.
Outbound Sales ElevenLabs Expressive voices that sound engaging & persuasive.
Support Calls Play.ht, Rime Consistent, empathetic tone with custom pronunciation control.
Collections Calls Play.ht, ElevenLabs Authoritative, clear voices that can be persuasive.

Final Thoughts: Why Flexibility is Key

At Regal, we understand that no single TTS provider is perfect for every use case or stable enough to rely on just one. That’s why we offer multiple providers that excel at different things – ElevenLabs, PlayHT, OpenAI – giving contact centers the flexibility to:

A/B Test Multiple Providers – Easily compare voice quality, latency, and performance.
Use Different Voices for Different Use Cases – Choose the best provider for IVR, sales, support, or collections.
Support Backup TTS Providers – Prevent outages by automatically switching to a secondary or tertiary provider when needed.

Ready to build a high-performance AI voice agent for your sales and support interactions? Click here to learn more about our AI Agents or click here to reach out to Regal.ai today to see how we can power your contact center with the best AI voices in the industry! 

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