AI Generated Music and Audioβ€’β€’6 min readβ€’1092 words

πŸ€– Voice AI in the Real World

⚑Direct Technical Summary

Voice agents are great in demos, but harder on real calls. Join @AudioShakeAI + @RimeKLabs at #SFTechWeek for a panel on training data, failure modes, and what teams built vs bough

πŸ€– Voice AI in the Real World

Voice agents are great in demos, but harder on real calls. Join @AudioShakeAI + @RimeKLabs at #SFTechWeek for a panel on training data, failure modes, and what teams built vs bought.

Key Points:

  • **

  • Training Data for Voice Agents: Real-world voice agents require diverse, high-quality training data to handle various accents, dialects, and noise conditions.

  • Failure Modes in Voice Agents: Common failure modes include misrecognizing words, failing to understand context, and being unable to adapt to changing environments.

  • Built vs Bought: Teams can either build their own voice agents from scratch or buy pre-trained models, each with its own pros and cons.

Actionable Takeaway:

  • When building or: buying voice agents, prioritize diverse training data and consider the potential failure modes to ensure a successful implementation.

πŸ”— Resources:


πŸš€ Eleven v4 & v4 Turbo Text to Speech Models

Eleven v4 & v4 Turbo Text to Speech models are here! v4: #1 quality TTS, 90+ languages, new level of expressivity & control. v4 Turbo: fastest TTS, ~100ms TTFB, optimized for real-time conversations.

Key Points:

  • **

  • Eleven v4: Offers the highest quality TTS with 90+ languages and a new level of expressivity and control.

  • Eleven v4 Turbo: Provides the fastest TTS with a TTFB of ~100ms, optimized for real-time conversations.

  • Expressivity and Control: Eleven v4 offers a new level of expressivity and control, making it ideal for creative experiences.

Actionable Takeaway:

  • Use Eleven v4: for high-quality TTS and Eleven v4 Turbo for fast and real-time conversations.

πŸ”— Resources:


πŸš€ Fish Audio's ASR Model

Fish Audio’s ASR model now identifies different speakers, understands what they're feeling, and labels emotion cues like [laughter], [surprised] in the transcript. All this while supporting 83 languages and being the most accurate STT.

Key Points:

  • **

  • ASR Model: Fish Audio's ASR model identifies different speakers, understands emotions, and labels emotion cues.

  • Emotion Understanding: The model supports 83 languages and is the most accurate STT.

  • Emotion Cues: The model labels emotion cues like [laughter], [surprised] in the transcript.

Actionable Takeaway:

  • Use Fish Audio's: ASR model for accurate STT and emotion understanding.

πŸ”— Resources:


πŸš€ Agent Detection-1 Family of Foundational Models

The Agent Detection-1 family of foundational models secures your Voice agents by detecting whether it's talking to a real person or another AI. Voice agents are already on the phone, booking appointments, confirming reservations, and more.

Key Points:

  • **

  • Agent Detection-1: Secures Voice agents by detecting whether it's talking to a real person or another AI.

  • Voice Agents: Voice agents are already on the phone, booking appointments, confirming reservations, and more.

  • Detection: The model detects whether it's talking to a real person or another AI.

Actionable Takeaway:

  • Use the Agent: Detection-1 family of foundational models to secure your Voice agents.

πŸ”— Resources:


πŸš€ Eleven v4 Special Features

Eleven v4 has extremely low latency (100 ms p50 TTFB for Turbo), by far the best voice similarity, and outstanding quality (#1 on Artificial Analysis and on our own benchmarks). It achieves all of this while being extremely reliable.

Key Points:

  • **

  • Low Latency: Eleven v4 has extremely low latency (100 ms p50 TTFB for Turbo).

  • Voice Similarity: Eleven v4 has the best voice similarity.

  • Quality: Eleven v4 has outstanding quality (#1 on Artificial Analysis and on our own benchmarks).

Actionable Takeaway:

  • Use Eleven v4: for its low latency, voice similarity, and quality.

πŸ”— Resources:


πŸš€ Eleven v4 and Eleven v4 Turbo

Eleven v4 and Eleven v4 Turbo are our fastest and most emotive voice models yet. Ranked #1 by Artificial Analysis, Eleven v4 delivers the most expressive results for developers building creative experiences, while Eleven v4 Turbo is optimized for real-time voice agents.

Key Points:

  • **

  • Eleven v4: Ranked #1 by Artificial Analysis, delivers the most expressive results for developers building creative experiences.

  • Eleven v4 Turbo: Optimized for real-time voice agents.

  • Expressive Results: Eleven v4 delivers the most expressive results.

Actionable Takeaway:

  • Use Eleven v4: for creative experiences and Eleven v4 Turbo for real-time voice agents.

πŸ”— Resources:


πŸš€ Discounted Eleven v4 and Eleven v4 Turbo

For the next two weeks, we are making it even easier to try out Eleven v4 and Eleven v4 Turbo. On ElevenAPI, Eleven v4 is discounted to $22 per 1M characters and Eleven v4 Turbo to $11 per 1M characters.

Key Points:

  • **

  • Discounted Eleven v4: $22 per 1M characters.

  • Discounted Eleven v4 Turbo: $11 per 1M characters.

  • Discount: For the next two weeks.

Actionable Takeaway:

  • Take advantage of: the discounted Eleven v4 and Eleven v4 Turbo for the next two weeks.

πŸ”— Resources:


πŸš€ Free Eleven v4 for Creator+ Plans

For the next two weeks, we’re making it even easier to try out Eleven v4 and Eleven v4 Turbo. The Eleven v4 API is discounted to $22 and Eleven v4 Turbo API to $11 per 1M characters and Eleven v4 is free for Creator+ plans in ElevenCreative, up to 2x your monthly credits.

Key Points:

  • **

  • Free Eleven v4: For Creator+ plans in ElevenCreative, up to 2x your monthly credits.

  • Discounted Eleven v4: $22 per 1M characters.

  • Discounted Eleven v4 Turbo: $11 per 1M characters.

Actionable Takeaway:

  • Take advantage of: the free Eleven v4 for Creator+ plans and the discounted Eleven v4 and Eleven v4 Turbo.

πŸ”— Resources:

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Drishtant Ghosh (Drix10)
Drishtant Ghosh (Drix10)β€’Author & Engineer

Technical founder and engineer working across AI systems, developer infrastructure, and cybersecurity.