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Introduction

Inworld AI provides a platform for building AI-powered characters and applications with advanced TTS and real-time LLM capabilities.

Features
  • Realtime Text-to-Speech (TTS) — #1 ranked TTS engine delivering human-like expression with sub-200ms latency for natural, real-time conversations. Supports voice cloning and text-based voice design, enabling developers to create custom voices at a fraction of the cost of competing providers.
  • Realtime Speech-to-Speech API — End-to-end speech-to-speech processing with custom voices and tool calling. Features full-duplex audio streaming over WebSocket or WebRTC, intelligent turn-taking with context-aware detection, and the ability to register and invoke tools mid-session without interrupting audio flow.
  • Intelligent LLM Router — A single API that intelligently routes requests across OpenAI, Anthropic, Google, and 200+ models with zero added latency. Includes built-in failover, A/B testing, cost optimization, uptime maximization, and intelligent model selection—all configurable without code changes.
  • Realtime Speech-to-Text (STT) — State-of-the-art speech recognition with real-time voice profiling that extracts five signals per audio chunk: emotion, age, accent, pitch, and style. Features semantic and acoustic VAD, word-level timestamps, speaker diarization, and custom vocabulary support.
  • Dynamic Context Management — Create, retrieve, delete, or truncate conversation items mid-session to control context length and optimize token costs. Supports user-aware and context-aware routing with metadata-driven intelligence for personalized interactions based on language, country, plan tier, intent, and emotion.
  • Enterprise-Grade Security — Built on a zero-trust framework with continuous monitoring. SOC2 Type II certified, HIPAA compliant, and GDPR compliant, providing a secure foundation for teams building production-grade AI applications across regulated industries.
Use Cases
AI Companions & Voice-First Social Apps

Build emotionally engaging, voice-first AI companions that foster ongoing personal relationships at massive scale. OtherHalf achieved 1M daily active users in just 19 days using Inworld's platform for real-time, expressive voice interactions that feel genuinely human. Target Audience: Social app developers, consumer AI startups, and entertainment companies building companion or relationship-focused AI products

Agentic Customer Support Workforce

Deploy intelligent AI agents that understand customer context, emotion, and intent in real-time. The platform's context-aware routing can detect frustrated users, route complaints appropriately, and invoke tools mid-conversation to resolve issues without human intervention. Target Audience: Enterprise customer support teams, SaaS companies, and contact center platforms seeking to automate and enhance support operations

Interactive Learning & Education Platforms

Create adaptive, voice-enabled educational experiences where AI tutors respond naturally to student speech, adjust teaching style based on emotional cues, and provide real-time feedback. The low-latency TTS and STT enable fluid conversational learning. Target Audience: EdTech companies, online learning platforms, and educational institutions developing AI-powered tutoring and training solutions

Health & Wellness AI Applications

Build HIPAA-compliant voice AI applications for mental health support, wellness coaching, and patient engagement. The platform's emotion detection and empathetic voice synthesis enable sensitive, context-aware interactions in healthcare settings. Target Audience: Digital health startups, telehealth platforms, and healthcare organizations developing AI-powered patient engagement and wellness tools

Pros
  • Industry-leading voice quality: Ranked #1 in TTS with human-like expression and sub-200ms latency, enabling truly natural real-time conversations that keep users engaged.
  • Provider-agnostic flexibility: Single API routes across 200+ models from OpenAI, Anthropic, Google, and others—swap providers without code changes, run A/B tests, and optimize for cost, latency, or quality.
  • Comprehensive voice intelligence: Unique voice profiling extracts emotion, age, accent, pitch, and style signals in real-time, enabling deeply personalized and context-aware interactions.
  • Production-ready at scale: Proven with real-world deployments like OtherHalf reaching 1M DAUs, with built-in failover, dynamic context management, and enterprise-grade reliability.
  • Full compliance stack: SOC2 Type II, HIPAA, and GDPR certifications out of the box, reducing time-to-market for applications in regulated industries like healthcare and finance.
Cons
  • Technical complexity: The breadth of APIs (TTS, STT, S2S, Router, Agent Runtime) and configuration options may present a steep learning curve for developers new to voice AI or real-time streaming architectures.
  • Dependency on third-party models: While the router provides flexibility, core functionality relies on external LLM providers, introducing potential supply chain risks and variable pricing beyond Inworld's control.
  • Cost considerations at scale: Real-time voice processing with sub-200ms latency, combined with multi-model routing and voice profiling, can accumulate significant API costs for high-volume applications.
  • Limited offline capabilities: The platform is entirely cloud-based with real-time streaming requirements, making it unsuitable for applications needing offline or edge-based voice AI processing.

Latest News

Realtime TTS-2: A new frontier voice model that feels as ...

Realtime TTS-2: A new frontier voice model that feels as ...

8/4/2026

Realtime TTS-2: A new frontier voice model that feels as human as it sounds Menu Summarize with: Research preview · May 5, 2026 # Realtime TTS-2 A new frontier voice model that feels as human as it sounds. Realtime TTS-2 from Inworld AI is a new generation of voice model built for realtime con...

LLM Inference Cost at Scale - Inworld AI

LLM Inference Cost at Scale - Inworld AI

8/4/2026

LLM Inference Cost at Scale - Inworld AI Menu Published 07.07.2026 # LLM Inference Cost at Scale: Why It Is Expensive and What Actually Reduces It Summarize with: LLM inference is expensive because every generated token consumes GPU time, and Inworld AI, a research lab and inference provider fo...

LLM Failover and A/B Testing Tutorial - Inworld AI

LLM Failover and A/B Testing Tutorial - Inworld AI

8/4/2026

Menu Published 07.07.2026 # LLM Failover and A/B Testing Through One OpenAI-Compatible Router Summarize with: Last updated: July 7, 2026 Failover between LLM providers takes one extra field on an OpenAI-compatible endpoint: the Inworld AI LLM Router routes to 220+ models through a single chat c...

AI Voice Agents That See and Listen | Inworld + Stream

AI Voice Agents That See and Listen | Inworld + Stream

8/4/2026

Menu 05.14.2026 · Partners & Experiences # Realtime voice agents can now see, listen, and engage Summarize with: Realtime interactions are becoming the primary way people interact with agents. To showcase what's possible with Inworld's latest voice model, Realtime TTS-2, Inworld partnered with S...

Inworld vs Fireworks AI: Which Inference Provider for Voice? - Inworld AI

Inworld vs Fireworks AI: Which Inference Provider for Voice? - Inworld AI

8/4/2026

Inworld vs Fireworks AI: Which Inference Provider for Voice? - Inworld AI Menu Published 07.07.2026 # Inworld vs Fireworks AI: Realtime Voice Stack vs Open-Model Inference Platform Summarize with: Last updated: July 7, 2026 Inworld AI and Fireworks AI are inference providers with overlapping s...

Alternatives

  • Character.AI

    Character.AI offers a platform for creating and interacting with AI characters, providing similar conversational experiences and creative tools.

  • OpenAI (API)

    OpenAI provides powerful LLMs (like GPT) and advanced TTS capabilities that developers can use to build custom AI character systems from the ground up.

  • ElevenLabs

    ElevenLabs specializes in highly realistic AI voice synthesis and voice cloning, which is essential for creating believable and expressive AI characters.

  • Soul Machines

    Soul Machines focuses on creating lifelike 'Digital People' with advanced conversational AI and realistic animation, directly competing in the digital human space.

  • NVIDIA Omniverse ACE

    NVIDIA Omniverse ACE offers a modular framework for building and deploying AI-powered virtual assistants and digital humans, including speech AI and LLMs.

  • Google Cloud Dialogflow / Vertex AI Conversation

    Google Cloud provides enterprise-grade conversational AI tools for building sophisticated virtual agents and chatbots with robust LLM integration.

  • Azure AI Bot Service / Azure OpenAI Service

    Microsoft offers a comprehensive suite for developing conversational bots and leveraging powerful LLMs for interactive AI experiences.

  • Replika

    Replika is an AI companion app that focuses on personalized conversational AI and emotional connection, offering a user-facing alternative for interactive AI.

  • Hugging Face

    Hugging Face provides a vast ecosystem of open-source LLMs, TTS models, and tools for developers to build highly customizable AI character applications.

  • PolyAI

    PolyAI is an enterprise platform focused on building advanced voice assistants for customer service, utilizing sophisticated conversational AI for real-time interactions.

FAQ

User Reviews

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Pricing

Pricing Model: Usage-based

Inworld-TTS-1

Text-to-Speech model.

$5/1M characters (~$0.005/minute)
usage-based
Inworld-TTS-1-Max

Advanced Text-to-Speech model.

$10/1M characters (~$0.01/minute)
usage-based
Inworld TTS on-prem

On-premise deployment available for Inworld-TTS-1 and Inworld-TTS-1-Max.

Contact for pricing
custom

Inworld Safety

Inworld's safety features for LLM.

Included
usage-based

Inworld Memory

Inworld's memory features for LLM.

Included
usage-based

Inworld Knowledge

Inworld's knowledge features for LLM.

Included
usage-based

gpt-oss 20B (Inworld On-prem)

LLM model provided by Inworld (On-prem).

Input Cost: -, Output Cost: Contact for pricing
custom
gemma3 12B (Inworld On-prem)

LLM model provided by Inworld (On-prem).

Input Cost: -, Output Cost: Contact for pricing
custom
gemma3 27B (Inworld On-prem)

LLM model provided by Inworld (On-prem).

Input Cost: -, Output Cost: Contact for pricing
custom
llama3.1 8B (Inworld On-prem)

LLM model provided by Inworld (On-prem).

Input Cost: -, Output Cost: Contact for pricing
custom
Voice Activity Detection (VAD) (Inworld On-prem)

Voice Activity Detection provided by Inworld (On-prem).

Included
usage-based

Claude Opus 4 (Anthropic)

LLM model provided by Anthropic.

Input: $15/1M tokens, Output: $75/1M tokens
usage-based
Claude Opus 4.1 (Anthropic)

LLM model provided by Anthropic.

Input: $15/1M tokens, Output: $75/1M tokens
usage-based
Claude Sonnet 4 (Anthropic)

LLM model provided by Anthropic.

Input: $3/1M tokens, Output: $15/1M tokens
usage-based
Claude 3.7 Sonnet (Anthropic)

LLM model provided by Anthropic.

Input: $3/1M tokens, Output: $15/1M tokens
usage-based
Claude 3 Haiku (Anthropic)

LLM model provided by Anthropic.

Input: $0.25/1M tokens, Output: $1.25/1M tokens
usage-based
Claude 3.5 Haiku (Anthropic)

LLM model provided by Anthropic.

Input: $0.8/1M tokens, Output: $4/1M tokens
usage-based
Gemini 2.5 Flash (Google)

LLM model provided by Google.

Input: $0.3/1M tokens, Output: $2.5/1M tokens
usage-based
Gemini 2.5 Pro ( <=200K input tokens) (Google)

LLM model provided by Google (Through Vertex AI).

Input: $1.25/1M tokens, Output: $10/1M tokens
usage-based
Gemini 2.5 Pro (>200K input tokens) (Google)

LLM model provided by Google (Through Vertex AI).

Input: $2.5/1M tokens, Output: $15/1M tokens
usage-based
Gemini 2.5 Flash Lite (Google)

LLM model provided by Google (Through Vertex AI).

Input: $0.1/1M tokens, Output: $0.4/1M tokens
usage-based
Gemini 2.0 Flash (Google)

LLM model provided by Google (Through Vertex AI).

Input: $0.1/1M tokens, Output: $0.4/1M tokens
usage-based
Gemini 2.0 Flash-Lite (Google)

LLM model provided by Google (Through Vertex AI).

Input: $0.075/1M tokens, Output: $0.3/1M tokens
usage-based
gpt-realtime (OpenAI)

LLM model provided by OpenAI.

Input: $4/1M tokens, Output: $16/1M tokens
usage-based
gpt-5 (OpenAI)

LLM model provided by OpenAI.

Input: $1.25/1M tokens, Output: $10/1M tokens
usage-based
gpt-5-mini (OpenAI)

LLM model provided by OpenAI.

Input: $0.25/1M tokens, Output: $2/1M tokens
usage-based
gpt-5-nano (OpenAI)

LLM model provided by OpenAI.

Input: $0.05/1M tokens, Output: $0.4/1M tokens
usage-based
gpt-5-chat-latest (OpenAI)

LLM model provided by OpenAI.

Input: $1.25/1M tokens, Output: $10/1M tokens
usage-based
gpt-4.1 (OpenAI)

LLM model provided by OpenAI.

Input: $2/1M tokens, Output: $8/1M tokens
usage-based
GPT-4.1 mini (OpenAI)

LLM model provided by OpenAI.

Input: $0.4/1M tokens, Output: $1.6/1M tokens
usage-based
GPT-4.1 nano (OpenAI)

LLM model provided by OpenAI.

Input: $0.1/1M tokens, Output: $0.4/1M tokens
usage-based
GPT-4o (OpenAI)

LLM model provided by OpenAI.

Input: $2.5/1M tokens, Output: $10/1M tokens
usage-based
gpt-4o-2024-05-13 (OpenAI)

LLM model provided by OpenAI.

Input: $5/1M tokens, Output: $15/1M tokens
usage-based
GPT-4o-mini (OpenAI)

LLM model provided by OpenAI.

Input: $0.15/1M tokens, Output: $0.6/1M tokens
usage-based
o1 (OpenAI)

LLM model provided by OpenAI.

Input: $15/1M tokens, Output: $60/1M tokens
usage-based
o1-pro (OpenAI)

LLM model provided by OpenAI.

Input: $150/1M tokens, Output: $600/1M tokens
usage-based
o3-pro (OpenAI)

LLM model provided by OpenAI.

Input: $20/1M tokens, Output: $80/1M tokens
usage-based
o3 (OpenAI)

LLM model provided by OpenAI.

Input: $2/1M tokens, Output: $8/1M tokens
usage-based
o4-mini (OpenAI)

LLM model provided by OpenAI.

Input: $1.1/1M tokens, Output: $4.4/1M tokens
usage-based
o3-mini (OpenAI)

LLM model provided by OpenAI.

Input: $1.1/1M tokens, Output: $4.4/1M tokens
usage-based
o1-mini (OpenAI)

LLM model provided by OpenAI.

Input: $1.1/1M tokens, Output: $4.4/1M tokens
usage-based
Mistral Small 3.2 (Mistral)

LLM model provided by Mistral.

Input: $0.1/1M tokens, Output: $0.3/1M tokens
usage-based
Ministral 8B 24.10 (Mistral)

LLM model provided by Mistral.

Input: $0.1/1M tokens, Output: $0.1/1M tokens
usage-based
DeepSeek V3.1 (Fireworks)

LLM model provided by Fireworks.

Input: $0.56/1M tokens, Output: $1.68/1M tokens
usage-based
Meta Llama 3.1 405B (Fireworks)

LLM model provided by Fireworks.

Input: $3/1M tokens, Output: $3/1M tokens
usage-based
Meta Llama 4 Maverick (Basic) (Fireworks)

LLM model provided by Fireworks.

Input: $0.22/1M tokens, Output: $0.88/1M tokens
usage-based
Meta Llama 3.2 3B Instruct (Fireworks)

LLM model provided by Fireworks.

Input: $0.1/1M tokens, Output: $0.1/1M tokens
usage-based
Meta Llama 3.1 8B Instruct (Fireworks)

LLM model provided by Fireworks.

Input: $0.2/1M tokens, Output: $0.2/1M tokens
usage-based
Meta Llama 3.3 70B Instruct (Fireworks)

LLM model provided by Fireworks.

Input: $0.9/1M tokens, Output: $0.9/1M tokens
usage-based
Qwen3 235B Family and GLM-4.5 Air (Fireworks)

LLM model provided by Fireworks.

Input: $0.22/1M tokens, Output: $0.88/1M tokens
usage-based
Kimi K2 Instruct (Fireworks)

LLM model provided by Fireworks.

Input: $0.6/1M tokens, Output: $2.5/1M tokens
usage-based
Qwen3 Coder 480B (Fireworks)

LLM model provided by Fireworks.

Input: $0.45/1M tokens, Output: $1.8/1M tokens
usage-based
OpenAI gpt OSS 120b (Fireworks)

LLM model provided by Fireworks.

Input: $0.15/1M tokens, Output: $0.6/1M tokens
usage-based
OpenAI gpt OSS 20b (Fireworks)

LLM model provided by Fireworks.

Input: $0.07/1M tokens, Output: $0.3/1M tokens
usage-based
GPT OSS 20B 128k (Groq)

LLM model provided by Groq.

Input: $0.1/1M tokens, Output: $0.5/1M tokens
usage-based
GPT OSS 120B 128k (Groq)

LLM model provided by Groq.

Input: $0.15/1M tokens, Output: $0.6/1M tokens
usage-based
Kimi K2 1T 256k (Groq)

LLM model provided by Groq.

Input: $1/1M tokens, Output: $3/1M tokens
usage-based
Llama 4 Scout (17Bx16E) 128k (Groq)

LLM model provided by Groq.

Input: $0.11/1M tokens, Output: $0.34/1M tokens
usage-based
Llama 4 Maverick (17Bx128E) 128k (Groq)

LLM model provided by Groq.

Input: $0.2/1M tokens, Output: $0.6/1M tokens
usage-based
Llama Guard 4 12B 128k (Groq)

LLM model provided by Groq.

Input: $0.2/1M tokens, Output: $0.2/1M tokens
usage-based
DeepSeek R1 Distill Llama 70B 128k (Groq)

LLM model provided by Groq.

Input: $0.75/1M tokens, Output: $0.99/1M tokens
usage-based
Qwen3 32B 131k (Groq)

LLM model provided by Groq.

Input: $0.29/1M tokens, Output: $0.59/1M tokens
usage-based
Mistral Saba 24B 32k (Groq)

LLM model provided by Groq.

Input: $0.79/1M tokens, Output: $0.79/1M tokens
usage-based
Llama 3.3 70B Versatile 128k (Groq)

LLM model provided by Groq.

Input: $0.59/1M tokens, Output: $0.79/1M tokens
usage-based
Llama 3.1 8B Instant 128k (Groq)

LLM model provided by Groq.

Input: $0.05/1M tokens, Output: $0.08/1M tokens
usage-based
Llama 3 70B 8k (Groq)

LLM model provided by Groq.

Input: $0.59/1M tokens, Output: $0.79/1M tokens
usage-based
Llama 3 8B 8k (Groq)

LLM model provided by Groq.

Input: $0.05/1M tokens, Output: $0.08/1M tokens
usage-based
Gemma 2 9B 8k (Groq)

LLM model provided by Groq.

Input: $0.2/1M tokens, Output: $0.2/1M tokens
usage-based
Llama Guard 3 8B 8k (Groq)

LLM model provided by Groq.

Input: $0.2/1M tokens, Output: $0.2/1M tokens
usage-based
Llama-3.3-70B-Instruct (Tenstorrent)

LLM model provided by Tenstorrent.

Input: $0.4/1M tokens, Output: $0.4/1M tokens
usage-based
Whisper-large-v3

Speech-to-Text (STT) model provided by OpenAI.

$0.0025 / min
usage-based

BAAI/bge-large-en-v1.5

Embedding model provided by Inworld.

$0.0023
usage-based

sentence-transformers/paraphrase-multilingual-mpnet-base-v2

Embedding model provided by Inworld.

$0.0007
usage-based

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