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Azure Speech vs GPT-4o Transcribe

2 models compared on the same benchmark — accuracy, latency, price, language coverage and capabilities. GPT-4o Transcribe leads on raw accuracy; Azure Speech is fastest; GPT-4o Transcribe covers the most languages.

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Verdict · who wins what

Most accurate

GPT-4o Transcribe

14.8% WER

OpenAI

Fastest

Azure Speech

0.3× realtime

Microsoft Azure

Most languages

GPT-4o Transcribe

98 languages

OpenAI

Cheapest

—

—

Comparing

2 models · same benchmark

1

Batch & Realtime

Azure Speech

Microsoft Azure

$0.0060/min
#18 · 74.4

Azure default STT model — 140+ languages, diarization, word timestamps

Use This ModelDetails →

2

Batch

GPT-4o Transcribe

OpenAI

$0.0060/min
#15 · 74.0

GPT-4o optimized for transcription with improved WER

Use This ModelDetails →

Overview

30-day benchmark average

Overall score

0–100

74.4

74.0

Accuracy rank

of 36

#18

#15

Word error rate

WER

15.3%

14.8%

Character error rate

CER

10.7%

11.6%

Match error rate

MER

14.9%

14.3%

Word info lost

WIL

18.8%

18.9%

Languages

19

98

Cost vs. accuracy

overall WER vs price

GPT-4o Transcribe

Azure Speech

field · 34 models

lower-left is better

Accuracy by category

WER · lower is better

code_switching

60.1%
44.8%

conversational

9.6%
25.8%

finance

7.1%
6.4%

general

10.5%
8.3%

legal

1.7%
3.6%

medical

2.8%
11.6%

noisy

40.0%
34.6%

technical

7.0%
18.2%

Accuracy by accent

WER · English

african

23.1%
26.2%

australian

23.1%
12.3%

indian

41.3%
27.0%

uk

14.9%
4.5%

us

11.3%
18.9%

Speed & latency

p50 → p99

Processing speed

× realtime

0.3×

0.2×

Latency p50

2.0s

2.5s

Latency p90

2.0s

2.8s

Latency p99

2.0s

2.8s

Realtime / streaming

Streaming benchmark averages

Realtime rank

of 15

#12

—

Realtime score

0–100

72.4

—

Time to first word

2.1s

—

Final drain

0ms

—

Real-time factor

1.01×

—

Flicker

13.2%

—

Cadence

1.7/s

—

Reliability

Rolling 30 days

Uptime

100.00%

0.00%

Error rate

0.00%

100.00%

Pricing

billed per second

Rate

per minute

$0.0060

$0.0060

Billing granularity

per 60s

per 1s

1 hour of audio

$0.36

$0.36

100 hours

$36.00

$36.00

1,000 hours

$360.00

$360.00

Capabilities

Feature support

Speaker diarization

Yes

No

Word-level timestamps

Yes

No

Code-switching

No

No

Auto-detect language

No

Yes

Live / streaming

Yes

No

Custom vocabulary

No

No

Coverage & deployment

Languages · formats · regions

Languages

19

98

Mode

Batch & Realtime

Batch

Region

United States

United States

Audio formats

mp3
wav
flac
ogg
wma
aac
webm
mp3
wav
flac
m4a
ogg
webm

Max file size

1 GB

25 MB

Max duration

4 h

No limit

Compliance

HIPAA
SOC2
GDPR
SOC2
GDPR

Frequently asked questions

Is Azure Speech or GPT-4o Transcribe more accurate?

GPT-4o Transcribe is more accurate, with a 14.8% word error rate versus 15.3% for Azure Speech, on our standardized benchmark.

Which is cheaper, Azure Speech or GPT-4o Transcribe?

Azure Speech and GPT-4o Transcribe cost the same at $0.0060/min.

Should you choose Azure Speech or GPT-4o Transcribe?

Choose Azure Speech for speed; choose GPT-4o Transcribe for accuracy and language coverage.