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Models/Speech/Flux TTS
Deepgram logoDeepgram·Speech Generation

Flux TTS

View rankingsdeepgram.com
AA Arena#72
ReleasedAug 2026

Flux TTS is a conversation-native text-to-speech model developed by Deepgram, specifically engineered for low-latency, real-time voice agent applications. Unlike traditional TTS systems that process text as isolated utterances, Flux TTS is designed to handle the complexities of live dialogue, including streaming inputs from Large Language Models (LLMs), natural interruptions, and multi-turn persistence. It achieves a time-to-first-audio (TTFA) as low as 80 milliseconds, making it suitable for high-performance conversational AI.

The model's architecture introduces a turn-based lifecycle via a dedicated WebSocket endpoint, moving away from one-shot text-to-audio pipelines. This approach allows the model to maintain conversational state and voice consistency across multiple turns, ensuring that short interjections or responses retain the emotional register and tone established earlier in the session. It also features native interruption awareness; when a user "barges in," the API reports the exact text spoken and remaining, allowing developers to keep the LLM context perfectly synchronized with the user's experience.

Flux TTS emphasizes natural expressiveness without the need for manual tuning. It automatically adjusts pacing, emphasis, and emotional inflection based on the textual context, eliminating the requirement for SSML (Speech Synthesis Markup Language), prompt engineering, or style tags. Key voices in the family, such as "flux-alexis-en" and "flux-kit-en," are optimized for human-like interaction in customer service, telephony, and assistive AI roles.

For optimal performance, the model supports mid-stream configuration, enabling developers to adjust parameters like speaking speed dynamically without reconnecting the session. It is compatible with modern NVIDIA GPU architectures (Ampere or later) and is typically deployed through Deepgram's hosted API or as a self-hosted containerized solution for enterprise environments requiring data sovereignty.

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How Flux TTS ranks

Flux TTS is highlighted in the table below. Switch the metric to see how the ordering changes.

ELO arena ranking for speech synthesis quality based on blind pairwise human preference comparisons. Data from Artificial Analysis

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1
CartesiaCartesia
Cartesia
Sonic 3.6
Cartesia
1,285±17Aug 2026
2
AlibabaAlibaba
Alibaba
Qwen-Audio-3.0-TTS-Plus
Alibaba
1,240±14Jul 2026
3
SpeechifyAISpeechifyAI
SpeechifyAI
Simba 3.2
SpeechifyAI
1,240±14Jul 2026
4
VUI Labs
Luna TTS
VUI Labs
1,221±14Jun 2026
5
GoogleGoogle
Google
Gemini 3.1 Flash TTS
Google
1,212±12Apr 2026
6
InworldInworld
Inworld
Inworld TTS 1.5 Max
Inworld
1,212±19Jan 2026
7
StepFunStepFun
StepFun
StepAudio 2.5 TTS
StepFun
1,208±14Apr 2026
8
AlibabaAlibaba
Alibaba
Fun-Realtime-TTS
Alibaba
1,205±15May 2026
9
CartesiaCartesia
Cartesia
Sonic 3.5
Cartesia
1,203±12May 2026
10
InworldInworld
Inworld
Realtime TTS 1.5 Max
Inworld
1,196±13Jan 2026
11
Smallest.aiSmallest.ai
Smallest.ai
Lightning V3.1 Pro (Jul 2026)
Smallest.ai
1,195±15Jul 2026
12
AlibabaAlibaba
Alibaba
Fun-Realtime-TTS-Preview
Alibaba
1,193±15May 2026
13
InworldInworld
Inworld
Realtime TTS-2
Inworld
1,187±12May 2026
14
SonioxSoniox
Soniox
Soniox TTS Real-Time v2
Soniox
1,183±11Aug 2026
15
ElevenLabsElevenLabs
ElevenLabs
Eleven v3
ElevenLabs
1,179±11Jun 2025
16
StepFunStepFun
StepFun
StepAudio 2.5 TTS
StepFun
1,175±18Apr 2026
17
MiniMaxMiniMax
MiniMax
Speech 2.8 HD
MiniMax
1,173±11Feb 2026
18
InworldInworld
Inworld
Inworld TTS 1 Max
Inworld
1,161±13Aug 2025
19
InworldInworld
Inworld
Inworld TTS 1.5 Mini
Inworld
1,159±16Jan 2026
20
Murf AIMurf AI
Murf AI
Falcon 2
Murf AI
1,154±15Mar 2026
21
Gradium
Gradium TTS Beta
Gradium
1,153±15Jul 2026
22
MiniMaxMiniMax
MiniMax
Speech 2.8 Turbo
MiniMax
1,152±11Jan 2026
23
asyncasync
async
Async Flash v1.5
async
1,149±13May 2026
24
Fish AudioFish Audio
Fish Audio
Fish Audio S2.1 Pro
Fish Audio
1,144±13Jun 2026
25
StepFunStepFun
StepFun
Step TTS 2 (Mar 2026)
StepFun
1,141±13Mar 2026
26
MiniMaxMiniMax
MiniMax
Speech 2.6 HD
MiniMax
1,136±11Oct 2025
27
Smallest.aiSmallest.ai
Smallest.ai
Lightning V3.1 Pro TTS (Jun 2026)
Smallest.ai
1,135±13Jun 2026
28
InworldInworld
Inworld
Realtime TTS 1.5 Mini
Inworld
1,133±12Jan 2026
29
Microsoft AzureMicrosoft Azure
Microsoft Azure
Azure HD 2.5
Microsoft Azure
1,132±12Nov 2025
30
asyncasync
async
Async Pro v1.0
async
1,128±13May 2026
31
MiniMaxMiniMax
MiniMax
Speech 2.6 Turbo
MiniMax
1,127±11Oct 2025
32
Fish AudioFish Audio
Fish Audio
Fish Audio S2 Pro
Fish Audio
1,125±13Mar 2026
33
SpeechifySpeechify
Speechify
SIMBA 3.0
Speechify
1,124±12Feb 2026
34
SpaceXAISpaceXAI
SpaceXAI
xAI Text to Speech
SpaceXAI
1,122±16Mar 2026
35
InworldInworld
Inworld
Inworld TTS 1
Inworld
1,121±12Aug 2025
36
MiniMaxMiniMax
MiniMax
Speech-02-HD
MiniMax
1,112±11May 2025
37
OpenAIOpenAI
OpenAI
TTS-1 HD
OpenAI
1,108±11Nov 2023
38
StepFunStepFun
StepFun
Step Audio EditX (Mar 2026)
StepFun
1,105±13Mar 2026
39
StepFunStepFun
StepFun
Step TTS 2open weights
StepFun
1,105±19Aug 2025
40
ElevenLabsElevenLabs
ElevenLabs
Turbo v2.5
ElevenLabs
1,104±10Jul 2024
41
ElevenLabsElevenLabs
ElevenLabs
Multilingual v2
ElevenLabs
1,104±10Aug 2023
42
ElevenLabsElevenLabs
ElevenLabs
ElevenLabs v3 - Alpha
ElevenLabs
1,095±11Jun 2025
43
Gradium
Gradium TTS (Jun 2026)
Gradium
1,094±13Jun 2026
44
Gradium
Gradium TTS
Gradium
1,094±16Mar 2026
45
OpenAIOpenAI
OpenAI
TTS-1
OpenAI
1,094±11Nov 2023
46
Resemble AI
Chatterbox HD
Resemble AI
1,093±13May 2025
47
Smallest.aiSmallest.ai
Smallest.ai
Lightning V3.1 Pro
Smallest.ai
1,090±14Mar 2026
48
GoogleGoogle
Google
Gemini 2.5 Flash Lite TTS
Google
1,090±12Jul 2025
49
MiniMaxMiniMax
MiniMax
Speech-02-Turbo
MiniMax
1,084±11Apr 2025
50
ElevenLabsElevenLabs
ElevenLabs
Flash v2.5
ElevenLabs
1,084±11Dec 2024
51
MistralMistral
Mistral
Voxtral TTS
Mistral
1,081±13Mar 2026
52
GoogleGoogle
Google
Studio
Google
1,081±11Oct 2022
53
Fish AudioFish Audio
Fish Audio
OpenAudio S1
Fish Audio
1,079±11Jun 2025
54
HithinkHithink
Hithink
Speech 2.6
Hithink
1,078±13Jul 2026
55
OpenAIOpenAI
OpenAI
GPT-Realtime-2
OpenAI
1,073±13May 2026
56
CartesiaCartesia
Cartesia
Sonic 3
Cartesia
1,072±11Oct 2025
57
Bland AIBland AI
Bland AI
Bland Speech v3
Bland AI
1,071±12Aug 2026
58
Maya ResearchMaya Research
Maya Research
Maya 2 Flash
Maya Research
1,071±14Jul 2026
59
GoogleGoogle
Google
Journey
Google
1,069±13Dec 2023
60
MiniMaxMiniMax
MiniMax
T2A-01-HD
MiniMax
1,066±11Jan 2025
61
NVIDIANVIDIA
NVIDIA
Magpie-Multilingual 357M (Feb 2026)
NVIDIA
1,065±13Feb 2026
62
SpeechifySpeechify
Speechify
SIMBA 1.6
Speechify
1,065±12Nov 2024
63
AmazonAmazon
Amazon
Polly Generative
Amazon
1,064±11May 2024
64
XiaomiXiaomi
Xiaomi
MiMo-V2.5-TTS
Xiaomi
1,061±13Apr 2026
65
StepFunStepFun
StepFun
Step Audio EditXopen weights
StepFun
1,061±18Nov 2025
66
KokoroKokoro
Kokoro
Kokoro 82M v1.0
Kokoro
1,060±11Jan 2025
67
RimeRime
Rime
Coda
Rime
1,057±13May 2026
68
GoogleGoogle
Google
Gemini 2.5 Flash TTS (Dec 2025)
Google
1,057±12Dec 2025
69
Hume AIHume AI
Hume AI
Octave 2
Hume AI
1,057±12Oct 2025
70
GoogleGoogle
Google
Chirp 3: HD
Google
1,056±11Apr 2025
71
OpenAIOpenAI
OpenAI
GPT-4o mini TTS
OpenAI
1,056±22Mar 2025
72
DeepgramDeepgram
Deepgram
Flux TTS
Deepgram
1,054±14Aug 2026
73
Maya ResearchMaya Research
Maya Research
Maya 2 Global
Maya Research
1,053±14Jul 2026
74
asyncasync
async
Async Flash v1.0
async
1,050±11Jul 2025
75
Fish AudioFish Audio
Fish Audio
OpenAudio S1 Mini
Fish Audio
1,050±19Jun 2025
76
Maya ResearchMaya Research
Maya Research
Maya1
Maya Research
1,046±12Nov 2025
77
GoogleGoogle
Google
Gemini 2.5 Flash TTS
Google
1,044±14Sep 2025
78
AmazonAmazon
Amazon
Polly Long-Form
Amazon
1,043±13Nov 2023
79
Boson AIBoson AI
Boson AI
Higgs Audio V3 TTS
Boson AI
1,042±13Jun 2026
80
CartesiaCartesia
Cartesia
Sonic English (Oct '24)
Cartesia
1,042±12Oct 2024
81
GoogleGoogle
Google
Gemini 2.5 Pro (Dec 2025)
Google
1,039±12Dec 2025
82
GoogleGoogle
Google
Gemini 2.5 Pro TTS
Google
1,036±14Dec 2025
83
SpeechifySpeechify
Speechify
Simba
Speechify
1,036±11Jun 2024
84
MiniMaxMiniMax
MiniMax
T2A-01-Turbo
MiniMax
1,033±11Jan 2025
85
Microsoft AzureMicrosoft Azure
Microsoft Azure
Azure Neural
Microsoft Azure
1,031±19Sep 2018
86
Microsoft AzureMicrosoft Azure
Microsoft Azure
MAI-Voice-1
Microsoft Azure
1,029±13Apr 2026
87
Hume AIHume AI
Hume AI
Octave TTS
Hume AI
1,029±11Feb 2025
88
Smallest.aiSmallest.ai
Smallest.ai
Lightning v3.1
Smallest.ai
1,024±12Mar 2026
89
Resemble AI
Chatterbox
Resemble AI
1,020±11Jun 2025
90
XiaomiXiaomi
Xiaomi
MiMo-V2-TTS
Xiaomi
1,019±13Mar 2026
91
Fish AudioFish Audio
Fish Audio
Fish Speech 1.5
Fish Audio
1,010±12Dec 2024
92
RimeRime
Rime
Arcana v3
Rime
1,004±13Feb 2026
93
NVIDIANVIDIA
NVIDIA
Magpie-Multilingual 357M
NVIDIA
1,004±12Aug 2025
94
ZyphraZyphra
Zyphra
Zonos-v0.1
Zyphra
1,000±0Feb 2025
95
Murf AIMurf AI
Murf AI
Murf Speech Gen 2
Murf AI
981.0±11Mar 2024
96
LMNTLMNT
LMNT
LMNT
LMNT
977.0±12Sep 2023
97
Microsoft AzureMicrosoft Azure
Microsoft Azure
VibeVoice 1.5B
Microsoft Azure
971.0±13Aug 2025
98
Microsoft AzureMicrosoft Azure
Microsoft Azure
VibeVoice 7B
Microsoft Azure
966.0±13Aug 2025
99
StepFunStepFun
StepFun
Step TTS Miniopen weights
StepFun
959.0±10Feb 2025
100
OpenVoiceOpenVoice
OpenVoice
OpenVoice v2
OpenVoice
955.0±13Apr 2024
101
NVIDIANVIDIA
NVIDIA
Magpie Multilingual
NVIDIA
942.0±14Mar 2025
102
AlibabaAlibaba
Alibaba
Qwen3 TTS Flash
Alibaba
940.0±14Sep 2025
103
NeuphonicNeuphonic
Neuphonic
Neuphonic TTS
Neuphonic
936.0±14Oct 2024
104
AlibabaAlibaba
Alibaba
Qwen3 TTS
Alibaba
925.0±13Jan 2026
105
KugelAudio
Kugel 3open weights
KugelAudio
922.0±13Aug 2026
106
CoquiCoqui
Coqui
XTTS v2
Coqui
920.0±14Oct 2023
107
GoogleGoogle
Google
WaveNet
Google
913.0±12Sep 2016
108
RimeRime
Rime
Mist V2
Rime
899.0±14Feb 2025
109
StyleTTS StyleTTS
StyleTTS
StyleTTS 2
StyleTTS
892.0±15Jun 2023
110
GoogleGoogle
Google
Neural2
Google
890.0±12Jun 2022
111
AmazonAmazon
Amazon
Polly Neural
Amazon
887.0±14Jul 2019
112
GoogleGoogle
Google
Standard
Google
880.0±12Mar 2018
113
Murf AIMurf AI
Murf AI
Falcon (Beta)
Murf AI
870.0±14Nov 2025
114
NoizNoiz
Noiz
Noiz TTS
Noiz
865.0±15Nov 2025
115
MetaVoiceMetaVoice
MetaVoice
MetaVoice v1
MetaVoice
844.0±17Feb 2024
116
AmazonAmazon
Amazon
Polly Standard
Amazon
817.0±15Nov 2016

Artificial Analysis Arena data from Artificial Analysis· updated Aug 23, 2026