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GoogleDeepgramAudio matchupSpeech to text

Gemini 3.5 Transcribe Livevs.Nova-3

Which model is better?

Nova-3 is slightly ahead in independent tests, but the lead is not certain.

Independent tests
Gemini 3.5 Transcribe Live0 of 1
Nova-30 of 1
Coval
Popularity
Gemini 3.5 Transcribe Live35
Nova-3ahead51
out of 100
Weights and access
Gemini 3.5 Transcribe Liveproprietary
Nova-3proprietary
Price
Gemini 3.5 Transcribe Live$3.50 per 1M audio tokens ($0.005 per audio minute)
Nova-3n/a
verbatim from the provider

Pick Gemini 3.5 Transcribe Live for

No clear edge

Pick Nova-3 for

leaning Covalmore popular

Shared tests

Independent evaluators and leaderboards only, the newest shared snapshot per evaluator. With 95 % ranges a lead counts when they do not overlap; for hit rates, when it holds in a 95 % test. Without any uncertainty figure at most “slightly ahead”.

Coval

Nova-3 slightly ahead

Nova-3 is clearly ahead in 0 of 16 subtests and slightly in 10, Gemini 3.5 Transcribe Live in 0 clearly and slightly in 5. 1 is level.

Coval Word Error Rate (WER) per-sample p50

Gemini 3.5 Transcribe Live0.0 %
Nova-33.1 %

lower is better, as of November 5, 2026

Coval Time to Final Segment (TTFS) mean

Gemini 3.5 Transcribe Live381 ms
Nova-386 ms

lower is better, as of November 5, 2026

Coval Time to Final Segment (TTFS) maximum

Gemini 3.5 Transcribe Live5,018 ms
Nova-319,227 ms

lower is better, as of November 5, 2026

Show all 16 subtests
SubtestGemini 3.5 Transcribe LiveNova-3Verdict
Coval Word Error Rate (WER) per-sample p50 (lower is better)0.0 %3.1 %Gemini 3.5 Transcribe Live slightly ahead
Coval Time to Final Segment (TTFS) mean (lower is better)381 ms86 msNova-3 slightly ahead
Coval Time to Final Segment (TTFS) maximum (lower is better)5,018 ms19,227 msGemini 3.5 Transcribe Live slightly ahead
Coval Time to Final Segment (TTFS) p50 (lower is better)325 ms91 msNova-3 slightly ahead
Coval Time to First Token (TTFT) maximum (lower is better)12,993 ms5,457 msNova-3 slightly ahead
Coval pooled corpus Word Error Rate (WER) (lower is better)2.9 %5.2 %Gemini 3.5 Transcribe Live slightly ahead
Coval Word Error Rate (WER) per-sample mean (lower is better)3.4 %5.6 %Gemini 3.5 Transcribe Live slightly ahead
Coval AudioToFinal maximum (lower is better)18.79 s29.38 sGemini 3.5 Transcribe Live slightly ahead
Coval Time to First Token (TTFT) p50 (lower is better)1,475 ms1,000 msNova-3 slightly ahead
Coval RTF maximum (lower is better)3.122.89Nova-3 slightly ahead
Coval Time to First Token (TTFT) mean (lower is better)1,533 ms1,440 msNova-3 slightly ahead
Coval RTF mean (lower is better)1.061.01Nova-3 slightly ahead
Coval AudioToFinal mean (lower is better)8.32 s8.02 sNova-3 slightly ahead
Coval AudioToFinal p50 (lower is better)8.67 s8.39 sNova-3 slightly ahead
Coval RTF p50 (lower is better)1.041.01Nova-3 slightly ahead
Coval Word Error Rate (WER) per-sample maximum (lower is better)100.0 %100.0 %level

Source · latest November 5, 2026

All data side by side

Prices are verbatim from the provider, because audio models bill per minute, character or token.

Gemini 3.5 Transcribe LiveNova-3
TaskSpeech to textSpeech to text
DeveloperGoogleDeepgram
StatusActiveActive
Weightsproprietaryproprietary
Runs locallynono
Price$3.50 per 1M audio tokens ($0.005 per audio minute)n/a
Popularity (out of 100)3551