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Comparison LabCompare 27 voice AI platforms and components across seven buying contexts, with sourced capabilities, current price captures and visible unknowns.Voice AI Price Index: prices, evidence and historyUnderstand the complete voice-agent cost stack: models, voice, transcription, telephony, subscriptions, capacity and add-ons.Know the cost before the first callEstimate monthly voice-agent costs, AI minutes, setup expenses and volume scenarios using your own transparent assumptions.AI voice agents for dentalAppointments, rescheduling and after-hours calls—with a person ready for clinical questions. Explore call flows, safe automation, integrations, tests and cost considerations.

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Fish Audio vs Murf AI

Fish Audio is positioned as a developer speech API and creative voice workspace; paid TTS usage is metered in UTF-8 bytes. Murf AI is positioned as a speech-generation API alongside creative production tools; Falcon targets live c

The decision in context

Fish Audio is positioned as a developer speech API and creative voice workspace; paid TTS usage is metered in UTF-8 bytes. Murf AI is positioned as a speech-generation API alongside creative production tools; Falcon targets live conversational output. Start by deciding who owns the missing layers, then inspect the documented differences below.

8 jointly documented catalog fields. This measures evidence coverage, not equivalent quality or an overall winner.

Compare for the job

Test opening hours, booking conflicts and an unanswered transfer.

2 of 4 slots
Fish AudioMurf AI
Decision signals / differences first

Start where the records differ.

6 of 8 priority fields differ

Values and evidence states are compared together. Shared facts follow the differences; Unknown never means No.

Selected platforms: buyer-critical differences before detailed dimensions
Decision pointFish AudioMurf AI
Billing modelDifferent records
component-stackVerified Yes · 2026-09-28
character-creditVerified Yes · 2026-09-28
Billing unitDifferent records
TTS: million UTF-8 bytes; ASR: audio hours; Agents: conversation minutesVerified Yes · 2026-09-28
1,000 charactersVerified Yes · 2026-09-28
Bring your telephonyDifferent records
YesVerified Yes · 2026-09-28
Not applicableNot applicable · 2026-09-28Murf API TTS component
Bring your modelDifferent records
YesVerified Yes · 2026-09-28
Not applicableNot applicable · 2026-09-28Murf API TTS component
Warm transferDifferent records
YesConditional · 2026-09-28Phone transport and carrier-dependent transfer
Not applicableNot applicable · 2026-09-28Murf API TTS component
WebhooksDifferent records
YesVerified Yes · 2026-09-28API / webhook
YesConditional · 2026-09-28API / webhookDub Automation API
Your requirements & next steps
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Ready-made / AI receptionist · Strict evidence mode

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Unknown ≠ No
Evidence, side by sideNo benchmark scores
Fish AudioVoice Engines
Murf AIVoice Engines
Pricing model
Fish Audio
component-stackVerified Yes · 2026-09-28

TTS uses UTF-8 bytes, ASR audio hours, Agents minutes plus carrier/model/add-ons. Multiple products must not share a fabricated normalized unit.

Murf AI
character-creditVerified Yes · 2026-09-28

PAYG character-metered API; enterprise license/contract options remain separate.

Headline / base price
Fish Audio
TTS $15/M UTF-8 bytes; ASR $0.36/audio hour; Agents $0.06/min + applicable surchargesVerified Yes · 2026-09-28

Free TTS model and Agents promotional basic LLM scope are separate.

Murf AI
Gen2 $0.03 / 1,000 characters; Falcon $0.01 / 1,000 charactersVerified Yes · 2026-09-28

Help-page model label is Falcon. Falcon 2 exact contracted rate should be confirmed; not silently assumed identical.

Billing unit
Fish Audio
TTS: million UTF-8 bytes; ASR: audio hours; Agents: conversation minutesVerified Yes · 2026-09-28

Each product keeps its own billing unit.

Murf AI
1,000 charactersVerified Yes · 2026-09-28

Characters are not converted to fabricated minutes.

Platform fee
Fish Audio
No API subscription fees or monthly minimumsVerified Yes · 2026-09-28

API access; managed numbers have separate rental and enterprise agreement may differ.

Murf AI
UnknownUnknown after research · 2026-09-28

Reviewed targeted documentation, API schemas and pricing/enterprise/partner passages. AWS CLI/IAM references do not establish a Murf CLI or product RBAC; workspace-scoped clones do not establish agency subaccounts; sample code licenses do not license model weights. Exact current product/plan detail remains unresolved.

Included usage
Fish Audio
One-time $5 Agents trial balance; preview calls freeVerified Yes · 2026-09-28

Real sessions consume balance including relevant carrier/model charges; no monthly included minutes.

Murf AI
100000characters one-time free API allowanceVerified Yes · 2026-09-28

Paid plan character balances differ from free allowance; no calling minutes inferred.

Overage
Fish Audio
Metered charges debit prepaid API credit after trial balanceVerified Yes · 2026-09-28

Destination, transfer and selected model affect cost; no complete ceiling.

Murf AI
PAYG Gen2 reference $0.03/1000characters;minimum$2Verified Yes · 2026-09-28

Model/endpoint-specific pricing; current Falcon2 and Enterprise contracts must be checked separately.

Pass-through costs
Fish Audio
Phone destination surcharge, $1.20/month managed number, cold $0.015/min or warm $0.025/min post-transfer, non-basic LLM tokens; BYO carrier separateVerified Yes · 2026-09-28

Rates have explicit event/destination scope, not a single maximum.

Murf AI
Separate STT, LLM, application hosting and transport/carrier billsVerified Yes · 2026-09-28

Buyer pays external stack providers; not all costs are invoiced by Murf.

Free offer
Fish Audio
UnknownNot researched

Not yet researched against this buyer-critical field standard.

Murf AI
UnknownNot researched

Not yet researched against this buyer-critical field standard.

Complete cost ceiling
Fish Audio
UnknownUnknown after research · 2026-09-28

Call mix, destination, transfer time, selected model/token usage and separate speech products prevent a universal complete monthly/minute ceiling.

Murf AI
UnknownUnknown after research · 2026-09-28

Character-metered TTS does not determine a complete phone-agent bill; external STT/LLM/carrier/runtime choices and text volume are unspecified.

What remains unresolved
Fish Audio
UnknownUnknown after research · 2026-09-28

Call mix, destination, transfer time, selected model/token usage and separate speech products prevent a universal complete monthly/minute ceiling.

Murf AI
UnknownUnknown after research · 2026-09-28

Character-metered TTS does not determine a complete phone-agent bill; external STT/LLM/carrier/runtime choices and text volume are unspecified.

Anyone with this link can view the encoded decision criteria.

Vendor documentation establishes a claim. Public model benchmarks are separate context, not measurements of these platforms.

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What to verify together.

Fish Audio

UTF-8 bytes and characters are not interchangeable for multilingual scripts.

TTS $15/M UTF-8 bytes; ASR $0.36/audio hour; Agents $0.06/min + applicable surcharges · V3.3 evidence review · TTS API reference; Voice Agents beta has separate minute-based billing

Excluded / confirm: Complete cost cannot be established from this reference. Call mix, destination, transfer time, selected model/token usage and separate speech products prevent a universal complete monthly/minute ceiling. · Phone destination surcharge, $1.20/month managed number, cold $0.015/min or warm $0.025/min post-transfer, non-basic LLM tokens; BYO carrier separate

component-stackVerified Yes · 2026-09-28

TTS uses UTF-8 bytes, ASR audio hours, Agents minutes plus carrier/model/add-ons. Multiple products must not share a fabricated normalized unit.

Read the complete profile →

Murf AI

Falcon and Gen 2 use different rates.

Gen2 $0.03 / 1,000 characters; Falcon $0.01 / 1,000 characters · V3.3 evidence review · Murf Gen2 PAYG TTS; Falcon family separately priced

Excluded / confirm: Complete cost cannot be established from this reference. Character-metered TTS does not determine a complete phone-agent bill; external STT/LLM/carrier/runtime choices and text volume are unspecified. · Separate STT, LLM, application hosting and transport/carrier bills

character-creditVerified Yes · 2026-09-28

PAYG character-metered API; enterprise license/contract options remain separate.

Read the complete profile →

The evidence overlap.

Both records have documented values for Product type, Technical setup, Pricing model, Published numeric pricing, Free tier, Published included concurrency at least, Checked within 30 days, Retained price snapshot. Matching availability does not measure behavior under your call conditions.

Run the same booking, tool failure and unsuccessful human-transfer cases. Record both outcomes and billable units before signing a deployment agreement.

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Editorial index gate: noindex-low-intent. Browseable utility pair. Independent demand evidence and unique editorial review have not passed the index gate.