Comparison

Cartesia vs Fish Audio: Which Voice AI Platform Should Builders Choose?

Choose Cartesia for real-time voice API and agents; choose Fish Audio for creator cloning, voice slots, and simpler API value.

Updated October 1, 2026

Default pickCartesia
cartesia
Default pick

Cartesia

Lead edge

Default buying job

From $5/mo + usage
fish-audio
Specialist fit

Fish Audio

Lead edge

Voice cloning workflow

From $11/mo + usage billed annually

Decision guide

What can change the recommendation

Compare the strongest case for each tool and focus on the requirements that matter most to your workflow.

Cartesia

Start with Cartesia

Cartesia should stay the baseline when Default buying job and Real-time agent fit matter most to the purchase.

Default buying job

Real-time voice API platform for Sonic TTS, Ink STT, voice agents, streaming, cloning, localization, and developer-controlled speech products.

Real-time agent fit

Official docs and product pages emphasize WebSocket streaming, incremental LLM output, sub-90ms TTS claims, turn-aware STT, and Line agent usage.

When to choose Fish Audio

Fish Audio becomes the sharper call when Voice cloning workflow and Creator workspace outweigh the baseline strengths.

Voice cloning workflow

Persistent cloned voices, one-off reference-audio cloning, browser cloning, private voice slots, and creator-facing voice libraries are central to the product story.

Creator workspace

Stronger no-code creator path with web app generation, voice slots, Story Studio-style work, voice design, sound effects, and account-level usage surfaces.

Rows
12
Primary
4
Groups
7

Open the full table when you need row-level reasons behind each workflow tradeoff.

Reader fit

Who should choose Cartesia or Fish Audio?

Match the recommendation to your workflow first. Each card gives the better fit, then names the condition that should make you reconsider.

Cartesia fit

Default

You are building a real-time voice agent, app, phone workflow, avatar, or product experience where latency and streaming behavior change the user experience.

Recommended

Cartesia

Switch if

The buyer is mainly a creator who wants browser-first cloning, voice slots, narration projects, and simple app credits before touching API infrastructure.

Cartesia fit

Engineering needs one voice API stack for Sonic TTS, Ink STT, voice agents, SDKs, concurrency controls, and production usage modeling.

Recommended

Cartesia

Switch if

The buyer is mainly a creator who wants browser-first cloning, voice slots, narration projects, and simple app credits before touching API infrastructure.

Fish Audio fit

You need creator-friendly voice cloning, reusable voice models, private voice slots, commercial-use paid plans, and a practical no-code workflow.

Recommended

Fish Audio

Switch if

The decisive requirement is a purpose-built, latency-sensitive voice-agent stack with turn detection, agent minutes, telephony modeling, and production concurrency.

Fish Audio fit

Developers want pay-as-you-go TTS bytes, ASR hours, Voice Design requests, REST, WebSocket, Python, and JavaScript after creator tests prove the voice.

Recommended

Fish Audio

Switch if

The decisive requirement is a purpose-built, latency-sensitive voice-agent stack with turn detection, agent minutes, telephony modeling, and production concurrency.

Decision evidence

Compare the tradeoffs

Compare the factors that favor each tool; the full table includes every criterion and row-level verdict.

Coverage

7 categories, 12 rows, 8 primary

Core product evidence

The core capabilities that most directly shape what each product can do.

2 rows
Split evidence2 primary

Default buying job

Primary row

Cartesia

Voice cloning workflow

Primary row

Fish Audio

Workflow evidence

How work actually gets done day to day once you are inside the product.

3 rows
Split evidence2 primary

Creator workspace

Primary row

Fish Audio

Real-time agent fit

Primary row

Cartesia

Pricing evidence

Plan structure, entry cost, and where the economics start to change.

2 rows
Fish Audio leads2 primary

Subscription entry

Primary row

Tie

Usage pricing clarity

Primary row

Fish Audio

Integrations evidence

How well each tool fits into the rest of your stack and connected apps.

1 rows
Cartesia leads1 primary

API and SDK route

Primary row

Cartesia

Governance evidence

Admin control, compliance posture, permissions, and policy management.

1 rows
Mostly tied

Team and enterprise path

Tie

Performance evidence

Speed, reliability, quality, and responsiveness under real usage.

2 rows
Cartesia leads1 primary

Speech-to-text and turn detection

Primary row

Cartesia

Independent quality signal

Tie

Other differences evidence

Additional differences that still matter once the core decision is clear.

1 rows
Cartesia leads

Editorial fit

Cartesia

The full table lists every criterion, both tool summaries, and the row-level verdict.

DimensionCartesiaFish AudioWinner
Core product2 row(s)

The core capabilities that most directly shape what each product can do.

Default buying jobPrimary
Real-time voice API platform for Sonic TTS, Ink STT, voice agents, streaming, cloning, localization, and developer-controlled speech products.
Creator and developer voice platform for TTS, voice cloning, voice design, STT, browser projects, voice slots, and usage-priced APIs.
Cartesia
Voice cloning workflowPrimary
Instant cloning is available broadly and professional voice cloning appears in higher self-serve or enterprise routes.
Persistent cloned voices, one-off reference-audio cloning, browser cloning, private voice slots, and creator-facing voice libraries are central to the product story.
Fish Audio
Workflow3 row(s)

How work actually gets done day to day once you are inside the product.

Creator workspacePrimary
Has a Playground and web surfaces, but the strongest workflow is still developer-owned voice infrastructure and product integration.
Stronger no-code creator path with web app generation, voice slots, Story Studio-style work, voice design, sound effects, and account-level usage surfaces.
Fish Audio
Real-time agent fitPrimary
Official docs and product pages emphasize WebSocket streaming, incremental LLM output, sub-90ms TTS claims, turn-aware STT, and Line agent usage.
Supports realtime streaming and developer APIs, but its clearest public buyer route is broader creator cloning plus API access rather than agent-first infrastructure.
Cartesia
Best first trialSituational
Run a live agent session with streamed TTS, transcription, turn-taking, call duration, concurrency, and telephony assumptions.
Run creator cloning and narration tests with authorized samples, private voice slots, long scripts, app credits, and API byte estimates.
Tie
Pricing2 row(s)

Plan structure, entry cost, and where the economics start to change.

Subscription entryPrimary
Free includes credits and prepaid agent dollars; Pro is a low paid developer entry with 100K credits and included prepaid agent usage.
Free includes limited credits and public slots; Plus is a creator-friendly annual monthly-equivalent entry with more generation minutes and private voice slots.
Tie
Usage pricing clarityPrimary
Model credits, included TTS and STT usage, Line agent minutes, telephony, voice changer seconds, localization costs, and overages must be modeled together.
Creator plan credits and API units are easier to separate: TTS bytes, ASR audio hours, and successful Voice Design requests each have published units.
Fish Audio
Integrations1 row(s)

How well each tool fits into the rest of your stack and connected apps.

API and SDK routePrimary
API, SDK, WebSocket, TTS, STT, agent, concurrency, ephemeral token, and telephony-aware paths are well aligned to production builders.
REST, WebSocket, Python, JavaScript, TTS, ASR, voice design, voice management, and usage pricing make it credible for product integration after creator validation.
Cartesia
Governance1 row(s)

Admin control, compliance posture, permissions, and policy management.

Team and enterprise path
Startup, Scale, and Enterprise routes add organizations, professional cloning, priority support, custom concurrency, compliance paperwork, VPC, on-premise, or OEM options.
Pro and Max add team seats and larger voice-slot pools; Enterprise lists custom volume pricing, zero data retention, on-premise deployment, SOC2, and organization controls.
Tie
Performance2 row(s)

Speed, reliability, quality, and responsiveness under real usage.

Speech-to-text and turn detectionPrimary
Ink 2 is positioned for streaming transcription, noisy real-time voice agents, and native turn detection.
Transcribe-1 is priced for ASR usage and useful in the platform, but public differentiation is less centered on live turn-taking.
Cartesia
Independent quality signal
Artificial Analysis places Sonic 3.5 among the top public TTS leaderboard models, reinforcing Cartesia's quality-plus-speed story.
Artificial Analysis identifies Fish Audio S2 Pro as a leading open-weights TTS model, supporting Fish Audio's value and openness narrative.
Tie
Other differences1 row(s)

Additional differences that still matter once the core decision is clear.

Editorial fit
Stronger default for real-time API depth, voice-agent readiness, feature range, and production builder control.
Strong creator cloning and API value route with useful plans, slots, and usage pricing, but less agent-first positioning.
Cartesia

Editorial analysis

Editorial analysis

See where each tool fits better and how pricing or workflow needs can change the choice.

Analysis note

Focus on the exceptions, pricing differences, and workflow constraints that could change the recommendation.

The Short Answer

Cartesia and Fish Audio are two of the most popular challengers to ElevenLabs for developers who need speech in their products. Both offer cheap entry plans, voice cloning and a usage-based API, but they optimize for different workloads. Cartesia is real-time voice infrastructure: Sonic 3.6 text-to-speech, Ink-2 speech-to-text and managed voice agents with per-minute pricing, built for live conversations. Fish Audio is high-volume speech generation: S2 and S1 models, generous creator allowances, many voice slots and a flat API price of about $1.25 per hour of speech.

Choose Cartesia when latency and conversation handling decide the product, such as phone agents, assistants and interactive characters. Choose Fish Audio when cost per hour, cloning many voices and long-form generation matter more, such as narration, audiobooks, video voiceovers and character libraries.

Prices and specifications come from Cartesia's and Fish Audio's official pricing pages and documentation, checked on October 1, 2026. Cartesia pricing, Cartesia TTS models, Fish Audio plans, Fish Audio API pricing.

Product Focus

Cartesia's text-to-speech model is Sonic 3.6, which it describes as its fastest and most natural model, speaking 44 languages. Ink-2 handles speech-to-text. Managed Agents run voice calls at $0.06 per minute, with telephony at $0.014 per minute on Cartesia-provided numbers, and LLM usage during calls is currently free for agents created in Cartesia's interface for a limited time. Every plan includes unlimited workspace seats, commercial use from Pro and instant voice cloning, with professional voice cloning from Startup.

Fish Audio's current models are S2.1 Pro, S2 Pro and S1, all priced the same in the API, with a free s2.1-pro-free model. The company also publishes open research models such as Fish Speech and OpenAudio. Its web app covers text-to-speech, cloning, a voice changer, Story Studio, audio translation, sound effects and Voice Design on paid plans, and its API supports streaming, speech-to-text and an MCP server.

Cartesia sells a complete real-time stack. Fish Audio sells low-cost, high-quality speech generation with a strong creator app.

Plans and Pricing

Plan level

Cartesia (monthly)

Cartesia allowance

Fish Audio (monthly / annual per month)

Fish Audio allowance

Free

$0

20,000 credits, $1 of agent usage

$0

8,000 credits (about 7 minutes), non-commercial

Entry

Pro: $5

100,000 credits (about 133 TTS minutes), $5 agent credit, commercial license, instant cloning

Plus: $15 / $5.50

250,000 credits (about 200 minutes), commercial use, 1 professional voice slot

Growth

Startup: $49

1.25M credits, $49 agent credit, professional cloning

Pro: $100 / $37.50

2,000,000 credits (about 1,620 minutes), 3 seats, 5 professional voice slots

Scale

Scale: $299

8M credits, $299 agent credit, priority support, high concurrency

Max: $999 / $749

25,000,000 credits, 10 seats, 15 professional voice slots

Enterprise

Custom

Volume pricing, DPAs and BAAs, SSO

Custom

Zero data retention, on-premise deployment, SOC 2

Fish Audio's annual prices include a limited-time 50% discount on yearly billing. Fish Audio estimates a minute of generation at roughly 600 to 625 credits. Cartesia's $5 Pro plan converts to about 133 minutes of text-to-speech and about 9 hours of speech-to-text, while its paid plans also include prepaid agent usage equal to the plan price.

API Costs Side by Side

Item

Cartesia

Fish Audio

Text-to-speech billing

Credits within plans; Pro's 100,000 credits cover about 133 minutes

$15 per million UTF-8 bytes, about 12 hours of speech

Approximate cost of one hour of speech

About $2.26 on the $5 Pro plan's allowance

About $1.25

Speech-to-text

Ink-2, about 9 hours included on Pro

$0.36 per audio hour

Voice agents

$0.06 per minute plus $0.014 telephony on Cartesia numbers

Build your own with the streaming API

Concurrency

3 TTS requests on Pro, higher on Scale and Enterprise

5 requests under $100 spent, 15 from $100, 50 from $1,000

Seats

Unlimited on every plan

3 on Pro, 10 on Max

Free model

Free plan with 20,000 credits

s2.1-pro-free at $0

The Cartesia hourly figure divides the $5 Pro plan by its roughly 133 minutes of speech; larger plans lower the effective rate. For pure narration volume, Fish Audio is cheaper per hour. For a live agent, Cartesia's bundled agent minutes and telephony usually make total cost easier to manage than assembling the pieces yourself.

Where Cartesia Wins

A complete real-time stack. Speech-to-text, text-to-speech and managed agents from one vendor, with telephony, reduce integration work for phone and app agents.

Developer-friendly entry. The $5 Pro plan includes a commercial license, instant cloning, about 133 minutes of speech, about 9 hours of transcription and $5 of agent usage.

Unlimited seats. Whole engineering and product teams can share one workspace at no extra cost.

Enterprise compliance. DPAs and BAAs, SSO and security questionnaires are available for regulated industries.

Where Fish Audio Wins

Cost per hour. At about $1.25 per hour through the API, Fish Audio is one of the cheapest ways to generate natural speech at volume.

Generous creator plans. About 200 minutes for $15 a month on Plus and about 1,620 minutes on Pro make Fish Audio attractive for YouTubers, audiobook producers and podcasters.

Many cloned voices. Professional voice slots on every paid plan, plus unlimited public and 10 private voice slots on Plus, suit projects with large casts of characters.

Open research and deployment options. Open models such as Fish Speech and OpenAudio, plus enterprise zero data retention and on-premise deployment, appeal to teams with strict data requirements.

Voice Cloning and Voice Libraries

Both platforms clone voices from samples, with different packaging. Cartesia includes instant voice cloning from the $5 Pro plan and professional voice cloning from the $49 Startup plan, and localizing a cloned voice into another accent costs 225 credits per added accent. Fish Audio sells cloning through voice slots: Plus includes unlimited public and 10 private voice slots plus one professional voice slot, Pro five professional slots and Max 15. Fish Audio's FAQ says premium subscribers can use verified voices they own commercially, while free-plan output is for personal, non-commercial use. On either platform, clone only voices you have permission to use and keep consent records.

Latency and Streaming

Real-time products need the first audio to arrive quickly and to keep streaming smoothly. Cartesia's product line is designed around streaming text-to-speech and turn-aware speech-to-text for agents, and Sonic 3.6 is the model it recommends for speed. Fish Audio supports streaming through its API as well, and its concurrency rises from 5 to 15 and then 50 requests as your cumulative spending grows past $100 and $1,000. Published latency figures are measured in each vendor's conditions, so test from the region where your servers run.

Common Mistakes When Comparing

The first mistake is comparing the two vendors' credits. Cartesia credits and Fish Audio credits buy different amounts of speech, so convert both to minutes for your scripts. The second is ignoring speech-to-text: for agents, transcription accuracy and turn detection matter as much as the voice. The third is underestimating concurrency. A product with many simultaneous users needs enough parallel requests, so check plan limits early and plan for the tier you will need at launch, not the one you need for testing.

Budget Examples

An audiobook startup generating 200 hours of narration a month. Through Fish Audio's API, 200 hours costs about 200 × $1.25 = $250 a month. On Cartesia, 200 hours is 12,000 minutes of speech; at the Pro plan's ratio of about 133 minutes per $5 that would be roughly $450, and Cartesia's larger plans and volume pricing would lower it. Fish Audio is the cheaper route for this workload.

A scheduling assistant handling 3,000 calls a month of three minutes each. That is 9,000 agent minutes. On Cartesia's managed agents, 9,000 × $0.06 = $540, plus $126 of telephony on Cartesia numbers. The Startup plan's $49 includes $49 of agent usage, and Scale's $299 includes $299. Building the same agent on Fish Audio means combining its streaming text-to-speech and $0.36-per-hour speech-to-text with your own agent framework and telephony provider, which can cost less but takes more engineering.

Decision Framework

If your main requirement is…

Start with

Why

A phone or app voice agent

Cartesia

Managed agents, telephony and real-time models

The lowest cost per hour of narration

Fish Audio

About $1.25 per hour through the API

Speech-to-text and text-to-speech from one vendor

Cartesia

Ink-2 and Sonic 3.6 in the same plans

Many cloned character voices

Fish Audio

Professional voice slots and large voice allowances

A large team on one account

Cartesia

Unlimited seats

On-premise or zero data retention

Fish Audio Enterprise or Cartesia Enterprise

Fish Audio lists on-premise and zero retention; Cartesia lists DPAs and BAAs

A free model for experiments

Fish Audio

Free s2.1-pro-free API model

How to Evaluate

For a real-time product, build the same short conversational flow with both: a greeting, a question, an interruption and a confirmation. Measure time to first audio from your own servers, transcription accuracy on names and numbers, and how naturally each voice handles short replies. For a narration product, generate the same 10-minute script with both and compare naturalness, pronunciation and cost.

Many teams end up using both: Cartesia for live agents where latency rules, and Fish Audio for batch narration and character libraries where cost per hour rules. Recheck pricing before committing, as Fish Audio's 50% annual discount is a limited-time offer.

Before committing, confirm three terms with whichever vendor you choose: how overages are billed when you exceed your plan, how concurrency limits rise as you grow, and what happens to cloned voices and stored audio if you cancel. Run a two-week pilot with real traffic, record cost per minute and failure rates, and use those numbers rather than headline prices to make the final call. Both vendors ship new models often, so repeat the test when a major version is released.

If your product needs both live conversation and bulk narration, there is no need to force one vendor to do both. Route each workload to the tool that is cheaper or faster for it, and keep the integration behind a simple internal interface so you can switch later.

Both companies publish their pricing and model documentation openly, which makes this kind of side-by-side test straightforward to repeat.

Evidence boundary

Official sources

Editorial guidance grounded in official product sources.

FAQ

Cartesia vs Fish Audio FAQ

Is Cartesia or Fish Audio better for real-time voice agents?

Cartesia is the better default for real-time voice agents because its official product story centers low-latency Sonic TTS, Ink streaming transcription, WebSocket workflows, agent minutes, and concurrency. Fish Audio supports realtime streaming, but it is less explicitly agent-first.

When should a creator choose Fish Audio over Cartesia?

Choose Fish Audio first when the main job is cloning authorized voices, managing private or public voice slots, generating narration in a browser workflow, or testing creator plans before developers commit to an API integration.

Which product has the simpler API pricing boundary?

Fish Audio is easier to separate into TTS bytes, ASR audio hours, and Voice Design requests. Cartesia gives more real-time agent structure, but buyers must model credits, included minutes, Line agent usage, telephony, concurrency, and overages together.

Can a team use both Cartesia and Fish Audio?

Yes. A team can use Cartesia for production agent responsiveness and Fish Audio for creator-led cloning, character voices, or lower-friction narration experiments. The key is keeping usage units, voice rights, and owners separate.

What should buyers test before choosing either platform?

Cartesia buyers should test a live agent-style session with streamed TTS and transcription. Fish Audio buyers should test authorized cloned voices, long scripts, private slot needs, and API usage units before moving beyond evaluation.

Continue the decision

Next steps

Use the product pages if you want to confirm current pricing, positioning, and product details before you commit.

cartesia

Cartesia

Low-latency Sonic TTS, Ink transcription, voice cloning, and Line agents for real-time voice AI.

Self-serve developer plansPrimaryFrom $5/mo

Last verified August 24, 2026

fish-audio

Fish Audio

Creator voice cloning and pay-as-you-go voice AI API for TTS, voice design, and speech-to-text.

Creator subscriptionPrimaryFrom $11/mo

Last verified August 24, 2026

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