koedesk STT Bench — Track A sonuçları

Önceden kayıt altına alınmış bir metodolojiye göre ölçülen çok dilli konuşmadan metne dönüştürme doğruluğu — Track A (FLEURS), 13 barındırılan motor varyantı × 12 dil × 200 ifade.

Baştan belirtilen çıkar çatışması: bu karşılaştırma, ElevenLabs Scribe v2 kullanan bir dikte ürünü olan koedesk tarafından oluşturulmuş ve finanse edilmektedir. Tarafsız olduğumuzu iddia etmiyoruz — bunun yerine bize güvenmemeniz ve karşılaştırmayı kendiniz yeniden çalıştırmanız için gereken her şeyi yayımlıyoruz: metodoloji (asıl koşulardan önce kayıt altına alınmıştır — bkz. commit geçmişi), her bir ham API yanıtı (results/raw), tüm puanlama kodu ve hangi motorların dahil edilebileceğine karar veren kullanım koşulları denetimi. Scribe'ın kaybettiği yerlerde bile sonuç değiştirilmeden yayımlanır.

v1 yalnızca Track A'yı içerir. Track A, motorların üzerinde eğitilmiş olabileceği herkese açık test setlerini kullanır — bu sayfadaki her rakamın bilinen bir sınırlılığıdır, çözülmek yerine açıkça belirtilmiştir. Track B (yeni kaydedilmiş ses) herhangi bir ölçüm yapılmadan önce iptal edildi: insan tarafından üretilen referansları, bu karşılaştırmanın tamamen deterministik, yeniden hesaplanabilir tasarımıyla uyumsuzdur (Amendment 7).

Tablolar nasıl okunur

Motorlar her dil için eşdeğerlik grupları (tier) hâlinde sıralanır (T1, T2, …): eşleştirilmiş bootstrap (n=10.000, seed ön kayıt sırasında sabitlenmiştir) bir motoru tier lideriyle istatistiksel olarak ayırt edemiyorsa (eşleştirilmiş farkın %95 GA'sı sıfırı içeriyorsa), o motor aynı tier'i paylaşır. Bir tier içindeki farklar — Scribe v2 için bile — istatistiksel olarak anlamlı değildir. Ana metrik Japonca, Çince ve Tayca için CER, diğer dokuz dil için WER'dir; her ikisi de her zaman gösterilir. Düşük değer daha iyidir.

Genel bakış — dile göre tier

Motor	ja	en	zh	ko	vi	id	th	de	fr	es	pt	ru	#T1
Gemini 3.1 Pro (preview)	T1	T1	T2	T2	T1	T1	T1	T1	T1	T1	T1	T1	10
Microsoft MAI Transcribe (Azure Speech)	T1	T2	T1	T1	T2	T2	T1	T1	T1	T1	T1	T1	9
ElevenLabs Scribe v2 koedesk tarafından kullanılıyor	T1	T2	T3	T1	T2	T1	T2	T2	T1	T1	T1	T1	7
Google STT v2 (Chirp 3)	T2	T2	T3	T2	T2	T1	T1	T1	T2	T1	T1	T1	6
OpenAI gpt-4o-transcribe	T2	T1	T2	T2	T3	T2	T2	T1	T1	T1	T1	T1	6
Gemini 3.5 Flash	T2	T2	T3	T2	T2	T1	T1	T2	T2	T1	T2	T2	3
Gemini 2.5 Pro	T2	T3	T6	T2	T2	T1	T2	T3	T2	T2	T2	T1	2
Gemini 2.5 Flash	T4	T4	T6	T3	T4	T3	T2	T3	T4	T2	T3	T1	1
AmiVoice (会話_汎用)	T5	n/a	n/a	n/a	n/a	n/a	n/a	n/a	n/a	n/a	n/a	n/a	0
Deepgram Nova-3	T4	T4	T5	T6	T5	T5	T3	T4	T4	T3	T4	T4	0
Gemini 3.1 Flash-Lite	T3	T3	T5	T2	T4	T2	T2	T3	T3	T2	T2	T2	0
Mistral Voxtral Mini Transcribe V2	T3	T3	T4	T4	n/a	n/a	n/a	T2	T2	T2	T2	T3	0
OpenAI whisper-1	T4	T3	T5	T5	T5	T4	T4	T3	T3	T2	T3	T3	0

“n/a” = motor bu dili desteklemiyor (AmiVoice: yalnızca Japonca; Voxtral: vi/id/th yok). #T1, motorun üst tier'de yer aldığı dillerin sayısını gösterir.

Dile göre sonuçlar — Track A (FLEURS)

Japonca ana metrik: CER · 200 ifade

Tier	Motor	CER% (%95 GA)	WER% (%95 GA)	RTF p50/p90	$ / ses-saati	Çalıştırma tarihi
T1	Microsoft MAI Transcribe (Azure Speech) mai-transcribe-1.5	1.91 (1.33–2.60)	2.32 (1.83–2.84)	0.22 / 0.30	$0.360	2026-07-05
	ElevenLabs Scribe v2 koedesk tarafından kullanılıyor scribe_v2	2.26 (1.75–2.85)	2.69 (2.20–3.20)	0.16 / 0.20	$0.220	2026-07-05
	Gemini 3.1 Pro (preview) google-ai-studio/gemini-3.1-pro-preview	2.49 (1.96–3.06)	2.88 (2.36–3.44)	0.75 / 1.42	—	2026-07-05
T2	Google STT v2 (Chirp 3) chirp_3	2.92 (2.35–3.52)	3.55 (2.92–4.21)	0.37 / 0.43	$0.960	2026-07-05
	OpenAI gpt-4o-transcribe gpt-4o-transcribe	2.96 (2.34–3.64)	3.50 (2.88–4.18)	0.09 / 0.15	$0.360	2026-07-05
	Gemini 3.5 Flash google-ai-studio/gemini-flash-latest	3.43 (2.72–4.19)	3.80 (3.13–4.50)	0.40 / 0.59	—	2026-07-05
	Gemini 2.5 Pro google-ai-studio/gemini-2.5-pro	3.75 (2.77–5.04)	4.32 (3.41–5.54)	0.44 / 0.67	—	2026-07-05
T3	Mistral Voxtral Mini Transcribe V2 voxtral-mini-2602	4.18 (3.41–5.02)	4.90 (4.20–5.63)	0.17 / 0.22	$0.180	2026-07-05
T3	Gemini 3.1 Flash-Lite google-ai-studio/gemini-3.1-flash-lite	4.53 (3.72–5.39)	5.41 (4.59–6.29)	0.24 / 0.35	—	2026-07-05
T4	Gemini 2.5 Flash google-ai-studio/gemini-2.5-flash	5.19 (4.06–6.57)	6.43 (5.31–7.81)	0.33 / 0.49	—	2026-07-05
	OpenAI whisper-1 whisper-1	5.49 (4.67–6.36)	6.71 (5.84–7.63)	0.15 / 0.25	$0.360	2026-07-05
	Deepgram Nova-3 nova-3	5.87 (4.91–6.93)	6.70 (5.81–7.63)	0.18 / 0.25	$0.258	2026-07-05
T5	AmiVoice (会話_汎用) -a-general	7.60 (6.46–8.84)	7.96 (6.85–9.15)	0.18 / 0.23	—	2026-07-04, 2026-07-05

İngilizce ana metrik: WER · 200 ifade

Tier	Motor	WER% (%95 GA)	CER% (%95 GA)	RTF p50/p90	$ / ses-saati	Çalıştırma tarihi
T1	OpenAI gpt-4o-transcribe gpt-4o-transcribe	2.18 (1.63–2.83)	1.13 (0.74–1.63)	0.10 / 0.15	$0.360	2026-07-05
T1	Gemini 3.1 Pro (preview) google-ai-studio/gemini-3.1-pro-preview	2.47 (1.91–3.09)	1.40 (1.03–1.82)	0.82 / 1.84	—	2026-07-05
T2	Google STT v2 (Chirp 3) chirp_3	2.68 (2.09–3.31)	1.30 (0.96–1.68)	0.41 / 0.55	$0.960	2026-07-05
	Microsoft MAI Transcribe (Azure Speech) mai-transcribe-1.5	2.75 (2.09–3.47)	1.31 (0.94–1.72)	0.28 / 0.43	$0.360	2026-07-05
	ElevenLabs Scribe v2 koedesk tarafından kullanılıyor scribe_v2	2.91 (2.30–3.60)	1.55 (1.17–1.99)	0.19 / 0.27	$0.220	2026-07-05
	Gemini 3.5 Flash google-ai-studio/gemini-flash-latest	2.91 (2.29–3.60)	1.45 (1.07–1.87)	0.43 / 0.72	—	2026-07-05
T3	Mistral Voxtral Mini Transcribe V2 voxtral-mini-2602	3.33 (2.68–4.05)	1.45 (1.09–1.84)	0.20 / 0.31	$0.180	2026-07-05
	OpenAI whisper-1 whisper-1	3.64 (2.98–4.36)	1.64 (1.27–2.05)	0.18 / 0.33	$0.360	2026-07-05
	Gemini 2.5 Pro google-ai-studio/gemini-2.5-pro	3.66 (2.54–5.31)	2.18 (1.24–3.76)	0.51 / 0.89	—	2026-07-05
	Gemini 3.1 Flash-Lite google-ai-studio/gemini-3.1-flash-lite	3.69 (2.94–4.50)	1.75 (1.33–2.22)	0.30 / 0.54	—	2026-07-05
T4	Deepgram Nova-3 nova-3	4.74 (3.99–5.55)	2.29 (1.86–2.75)	0.20 / 0.33	$0.258	2026-07-05
T4	Gemini 2.5 Flash google-ai-studio/gemini-2.5-flash	4.84 (3.46–6.67)	3.01 (1.72–4.81)	0.38 / 0.62	—	2026-07-05

Çince (Mandarin, basitleştirilmiş) ana metrik: CER · 200 ifade

Tier	Motor	CER% (%95 GA)	WER% (%95 GA)	RTF p50/p90	$ / ses-saati	Çalıştırma tarihi
T1	Microsoft MAI Transcribe (Azure Speech) mai-transcribe-1.5	5.25 (3.59–7.16)	4.69 (3.67–5.77)	0.23 / 0.36	$0.360	2026-07-05
T2	Gemini 3.1 Pro (preview) google-ai-studio/gemini-3.1-pro-preview	5.74 (4.06–7.64)	5.20 (4.14–6.38)	0.95 / 1.96	—	2026-07-05
T2	OpenAI gpt-4o-transcribe gpt-4o-transcribe	5.86 (4.17–7.76)	5.35 (4.25–6.54)	0.09 / 0.16	$0.360	2026-07-05
T3	ElevenLabs Scribe v2 koedesk tarafından kullanılıyor scribe_v2	6.12 (4.38–8.06)	5.75 (4.59–7.01)	0.17 / 0.23	$0.220	2026-07-05
	Gemini 3.5 Flash google-ai-studio/gemini-flash-latest	6.37 (4.69–8.27)	6.29 (5.20–7.46)	0.46 / 0.73	—	2026-07-05
	Google STT v2 (Chirp 3) chirp_3	6.65 (4.88–8.59)	6.71 (5.50–8.00)	0.40 / 0.49	$0.960	2026-07-05
T4	Mistral Voxtral Mini Transcribe V2 voxtral-mini-2602	6.77 (5.01–8.72)	7.47 (6.13–8.92)	0.17 / 0.26	$0.180	2026-07-05
T5	OpenAI whisper-1 whisper-1	7.21 (5.45–9.17)	7.84 (6.55–9.20)	0.17 / 0.29	$0.360	2026-07-05
	Deepgram Nova-3 nova-3	7.47 (5.66–9.49)	8.95 (7.47–10.49)	0.18 / 0.28	$0.258	2026-07-05
	Gemini 3.1 Flash-Lite google-ai-studio/gemini-3.1-flash-lite	7.67 (5.87–9.66)	12.90 (9.89–16.33)	0.26 / 0.39	—	2026-07-05
T6	Gemini 2.5 Flash google-ai-studio/gemini-2.5-flash	8.68 (6.71–10.94)	10.36 (8.61–12.41)	0.41 / 0.66	—	2026-07-05
T6	Gemini 2.5 Pro google-ai-studio/gemini-2.5-pro	48.34 (5.18–137.31)	28.64 (5.74–75.51)	0.46 / 0.77	—	2026-07-05

Korece ana metrik: WER · 200 ifade

Tier	Motor	WER% (%95 GA)	CER% (%95 GA)	RTF p50/p90	$ / ses-saati	Çalıştırma tarihi
T1	ElevenLabs Scribe v2 koedesk tarafından kullanılıyor scribe_v2	10.08 (8.09–12.29)	4.93 (3.45–6.65)	0.16 / 0.21	$0.220	2026-07-05
T1	Microsoft MAI Transcribe (Azure Speech) mai-transcribe-1.5	10.60 (8.53–12.81)	5.15 (3.67–6.83)	0.21 / 0.31	$0.360	2026-07-05
T2	Gemini 3.1 Pro (preview) google-ai-studio/gemini-3.1-pro-preview	11.46 (9.36–13.74)	5.30 (3.82–7.00)	0.67 / 1.32	—	2026-07-05
	Google STT v2 (Chirp 3) chirp_3	11.49 (9.47–13.64)	5.30 (3.84–6.97)	0.37 / 0.43	$0.960	2026-07-05
	Gemini 2.5 Pro google-ai-studio/gemini-2.5-pro	11.59 (9.45–13.87)	5.27 (3.80–6.96)	0.43 / 0.79	—	2026-07-05
	Gemini 3.1 Flash-Lite google-ai-studio/gemini-3.1-flash-lite	11.76 (9.69–13.94)	5.45 (3.98–7.14)	0.25 / 0.35	—	2026-07-05
	OpenAI gpt-4o-transcribe gpt-4o-transcribe	12.31 (10.07–14.75)	5.41 (3.89–7.16)	0.09 / 0.14	$0.360	2026-07-05
	Gemini 3.5 Flash google-ai-studio/gemini-flash-latest	12.48 (10.24–14.83)	5.72 (4.20–7.46)	0.37 / 0.64	—	2026-07-05
T3	Gemini 2.5 Flash google-ai-studio/gemini-2.5-flash	13.07 (10.96–15.30)	5.82 (4.34–7.50)	0.34 / 0.56	—	2026-07-05
T4	Mistral Voxtral Mini Transcribe V2 voxtral-mini-2602	15.11 (12.90–17.42)	6.09 (4.60–7.80)	0.15 / 0.21	$0.180	2026-07-05
T5	OpenAI whisper-1 whisper-1	16.92 (14.56–19.36)	6.62 (5.12–8.34)	0.15 / 0.24	$0.360	2026-07-05
T6	Deepgram Nova-3 nova-3	22.09 (18.80–25.49)	9.27 (7.45–11.27)	0.17 / 0.25	$0.258	2026-07-05

Vietnamca ana metrik: WER · 200 ifade

Tier	Motor	WER% (%95 GA)	CER% (%95 GA)	RTF p50/p90	$ / ses-saati	Çalıştırma tarihi
T1	Gemini 3.1 Pro (preview) google-ai-studio/gemini-3.1-pro-preview	2.11 (1.58–2.70)	1.13 (0.81–1.47)	0.86 / 1.75	—	2026-07-05
T2	Google STT v2 (Chirp 3) chirp_3	2.72 (2.14–3.37)	1.51 (1.17–1.89)	0.38 / 0.44	$0.960	2026-07-05
	Microsoft MAI Transcribe (Azure Speech) mai-transcribe-1.5	2.95 (2.34–3.61)	1.58 (1.17–2.05)	0.21 / 0.31	$0.360	2026-07-05
	Gemini 3.5 Flash google-ai-studio/gemini-flash-latest	3.08 (2.38–3.88)	1.71 (1.28–2.18)	0.40 / 0.60	—	2026-07-05
	ElevenLabs Scribe v2 koedesk tarafından kullanılıyor scribe_v2	3.11 (2.48–3.79)	1.74 (1.36–2.15)	0.17 / 0.21	$0.220	2026-07-05
	Gemini 2.5 Pro google-ai-studio/gemini-2.5-pro	3.49 (2.21–5.19)	2.18 (1.03–3.81)	0.46 / 0.82	—	2026-07-05
T3	OpenAI gpt-4o-transcribe gpt-4o-transcribe	3.55 (2.86–4.30)	1.99 (1.56–2.45)	0.09 / 0.12	$0.360	2026-07-05
T4	Gemini 3.1 Flash-Lite google-ai-studio/gemini-3.1-flash-lite	4.28 (3.44–5.19)	2.32 (1.82–2.89)	0.24 / 0.34	—	2026-07-05
T4	Gemini 2.5 Flash google-ai-studio/gemini-2.5-flash	4.90 (3.93–6.00)	2.86 (2.05–3.96)	0.33 / 0.52	—	2026-07-05
T5	Deepgram Nova-3 nova-3	9.10 (7.64–10.71)	5.10 (4.04–6.39)	0.17 / 0.26	$0.258	2026-07-05
T5	OpenAI whisper-1 whisper-1	9.60 (8.40–10.85)	4.54 (3.91–5.21)	0.17 / 0.27	$0.360	2026-07-05

Endonezyaca ana metrik: WER · 200 ifade

Tier	Motor	WER% (%95 GA)	CER% (%95 GA)	Boş	RTF p50/p90	$ / ses-saati	Çalıştırma tarihi
T1	Google STT v2 (Chirp 3) chirp_3	1.79 (1.29–2.37)	0.58 (0.38–0.83)	0	0.38 / 0.46	$0.960	2026-07-05
	ElevenLabs Scribe v2 koedesk tarafından kullanılıyor scribe_v2	2.03 (1.45–2.66)	0.76 (0.48–1.09)	0	0.16 / 0.22	$0.220	2026-07-05
	Gemini 3.1 Pro (preview) google-ai-studio/gemini-3.1-pro-preview	2.05 (1.46–2.68)	0.78 (0.50–1.12)	0	0.64 / 1.09	—	2026-07-05
	Gemini 2.5 Pro google-ai-studio/gemini-2.5-pro	2.08 (1.49–2.71)	0.68 (0.45–0.93)	0	0.50 / 0.83	—	2026-07-05
	Gemini 3.5 Flash google-ai-studio/gemini-flash-latest	2.31 (1.69–2.98)	0.91 (0.57–1.31)	0	0.40 / 0.59	—	2026-07-05
T2	Gemini 3.1 Flash-Lite google-ai-studio/gemini-3.1-flash-lite	2.44 (1.80–3.10)	0.83 (0.56–1.13)	0	0.26 / 0.42	—	2026-07-05
	Microsoft MAI Transcribe (Azure Speech) mai-transcribe-1.5	2.87 (1.75–4.53)	1.33 (0.51–2.81)	0	0.23 / 0.34	$0.360	2026-07-05
	OpenAI gpt-4o-transcribe gpt-4o-transcribe	2.92 (2.24–3.65)	1.12 (0.77–1.53)	0	0.09 / 0.14	$0.360	2026-07-05
T3	Gemini 2.5 Flash google-ai-studio/gemini-2.5-flash	3.44 (2.66–4.28)	1.03 (0.72–1.38)	0	0.34 / 0.52	—	2026-07-05
T4	OpenAI whisper-1 whisper-1	6.72 (5.63–7.85)	2.04 (1.60–2.50)	0	0.15 / 0.26	$0.360	2026-07-05
T5	Deepgram Nova-3 nova-3	8.31 (7.01–9.68)	2.52 (1.86–3.30)	1	0.17 / 0.26	$0.258	2026-07-05

Tayca ana metrik: CER · 200 ifade

Tier	Motor	CER% (%95 GA)	WER% (%95 GA)	RTF p50/p90	$ / ses-saati	Çalıştırma tarihi
T1	Microsoft MAI Transcribe (Azure Speech) mai-transcribe-1.5	3.91 (3.10–4.80)	—	0.23 / 0.37	$0.360	2026-07-05
	Gemini 3.1 Pro (preview) google-ai-studio/gemini-3.1-pro-preview	5.14 (3.73–6.97)	—	1.05 / 1.99	—	2026-07-05
	Google STT v2 (Chirp 3) chirp_3	5.17 (3.73–7.00)	—	0.40 / 0.52	$0.960	2026-07-05
	Gemini 3.5 Flash google-ai-studio/gemini-flash-latest	5.26 (3.74–7.22)	—	0.48 / 0.88	—	2026-07-05
T2	ElevenLabs Scribe v2 koedesk tarafından kullanılıyor scribe_v2	5.48 (4.04–7.33)	—	0.18 / 0.27	$0.220	2026-07-05
	OpenAI gpt-4o-transcribe gpt-4o-transcribe	5.55 (4.29–7.07)	—	0.11 / 0.17	$0.360	2026-07-05
	Gemini 2.5 Flash google-ai-studio/gemini-2.5-flash	5.67 (4.20–7.53)	—	0.37 / 0.67	—	2026-07-05
	Gemini 3.1 Flash-Lite google-ai-studio/gemini-3.1-flash-lite	5.70 (4.19–7.60)	—	0.26 / 0.44	—	2026-07-05
	Gemini 2.5 Pro google-ai-studio/gemini-2.5-pro	5.94 (4.22–8.11)	—	0.49 / 0.91	—	2026-07-05
T3	Deepgram Nova-3 nova-3	8.39 (6.82–10.34)	—	0.18 / 0.31	$0.258	2026-07-05
T4	OpenAI whisper-1 whisper-1	12.08 (10.64–13.69)	—	0.21 / 0.36	$0.360	2026-07-05

Almanca ana metrik: WER · 200 ifade

Tier	Motor	WER% (%95 GA)	CER% (%95 GA)	RTF p50/p90	$ / ses-saati	Çalıştırma tarihi
T1	OpenAI gpt-4o-transcribe gpt-4o-transcribe	2.21 (1.63–2.85)	0.67 (0.45–0.91)	0.09 / 0.16	$0.360	2026-07-05
	Gemini 3.1 Pro (preview) google-ai-studio/gemini-3.1-pro-preview	2.26 (1.72–2.85)	0.75 (0.52–1.02)	0.59 / 1.13	—	2026-07-05
	Microsoft MAI Transcribe (Azure Speech) mai-transcribe-1.5	2.26 (1.67–2.87)	0.70 (0.47–0.96)	0.21 / 0.34	$0.360	2026-07-05
	Google STT v2 (Chirp 3) chirp_3	2.64 (2.07–3.25)	0.72 (0.53–0.93)	0.37 / 0.48	$0.960	2026-07-05
T2	ElevenLabs Scribe v2 koedesk tarafından kullanılıyor scribe_v2	2.80 (2.20–3.41)	0.98 (0.67–1.35)	0.17 / 0.27	$0.220	2026-07-05
	Gemini 3.5 Flash google-ai-studio/gemini-flash-latest	2.93 (2.30–3.60)	0.99 (0.70–1.34)	0.34 / 0.63	—	2026-07-05
	Mistral Voxtral Mini Transcribe V2 voxtral-mini-2602	3.20 (2.48–3.98)	0.81 (0.61–1.04)	0.15 / 0.25	$0.180	2026-07-05
T3	Gemini 3.1 Flash-Lite google-ai-studio/gemini-3.1-flash-lite	3.58 (2.80–4.43)	0.95 (0.72–1.21)	0.24 / 0.43	—	2026-07-05
	OpenAI whisper-1 whisper-1	3.87 (3.05–4.73)	1.20 (0.88–1.57)	0.15 / 0.26	$0.360	2026-07-05
	Gemini 2.5 Pro google-ai-studio/gemini-2.5-pro	3.98 (2.75–5.58)	1.71 (0.71–3.27)	0.41 / 0.72	—	2026-07-05
	Gemini 2.5 Flash google-ai-studio/gemini-2.5-flash	4.18 (3.29–5.16)	1.06 (0.81–1.34)	0.32 / 0.53	—	2026-07-05
T4	Deepgram Nova-3 nova-3	5.86 (4.75–7.07)	2.57 (1.80–3.51)	0.17 / 0.26	$0.258	2026-07-05

Fransızca ana metrik: WER · 200 ifade

Tier	Motor	WER% (%95 GA)	CER% (%95 GA)	RTF p50/p90	$ / ses-saati	Çalıştırma tarihi
T1	Microsoft MAI Transcribe (Azure Speech) mai-transcribe-1.5	3.43 (2.81–4.09)	1.04 (0.83–1.28)	0.25 / 0.37	$0.360	2026-07-05
	Gemini 3.1 Pro (preview) google-ai-studio/gemini-3.1-pro-preview	3.45 (2.74–4.20)	1.19 (0.92–1.47)	0.81 / 1.54	—	2026-07-05
	OpenAI gpt-4o-transcribe gpt-4o-transcribe	3.55 (2.83–4.28)	1.13 (0.88–1.41)	0.10 / 0.15	$0.360	2026-07-05
	ElevenLabs Scribe v2 koedesk tarafından kullanılıyor scribe_v2	3.90 (3.20–4.60)	1.40 (1.09–1.72)	0.18 / 0.27	$0.220	2026-07-05
T2	Gemini 3.5 Flash google-ai-studio/gemini-flash-latest	4.21 (3.48–4.99)	1.64 (1.32–1.98)	0.45 / 0.80	—	2026-07-05
	Gemini 2.5 Pro google-ai-studio/gemini-2.5-pro	4.40 (3.56–5.27)	1.42 (1.11–1.75)	0.55 / 1.03	—	2026-07-05
	Google STT v2 (Chirp 3) chirp_3	4.60 (3.72–5.52)	1.45 (1.14–1.77)	0.40 / 0.52	$0.960	2026-07-05
	Mistral Voxtral Mini Transcribe V2 voxtral-mini-2602	4.91 (4.08–5.79)	1.55 (1.26–1.85)	0.17 / 0.27	$0.180	2026-07-05
T3	Gemini 3.1 Flash-Lite google-ai-studio/gemini-3.1-flash-lite	5.24 (4.30–6.23)	1.79 (1.43–2.17)	0.28 / 0.50	—	2026-07-05
T3	OpenAI whisper-1 whisper-1	6.03 (5.13–6.97)	1.97 (1.63–2.33)	0.19 / 0.33	$0.360	2026-07-05
T4	Gemini 2.5 Flash google-ai-studio/gemini-2.5-flash	6.77 (5.48–8.36)	2.50 (1.81–3.53)	0.39 / 0.65	—	2026-07-05
T4	Deepgram Nova-3 nova-3	7.57 (6.39–8.81)	2.75 (2.26–3.26)	0.19 / 0.30	$0.258	2026-07-05

İspanyolca ana metrik: WER · 200 ifade

Tier	Motor	WER% (%95 GA)	CER% (%95 GA)	RTF p50/p90	$ / ses-saati	Çalıştırma tarihi
T1	OpenAI gpt-4o-transcribe gpt-4o-transcribe	1.53 (1.07–2.05)	0.56 (0.38–0.78)	0.09 / 0.12	$0.360	2026-07-05
	Gemini 3.1 Pro (preview) google-ai-studio/gemini-3.1-pro-preview	1.61 (1.13–2.16)	0.60 (0.41–0.81)	0.64 / 1.02	—	2026-07-05
	ElevenLabs Scribe v2 koedesk tarafından kullanılıyor scribe_v2	1.63 (1.12–2.24)	0.61 (0.40–0.85)	0.17 / 0.22	$0.220	2026-07-05
	Google STT v2 (Chirp 3) chirp_3	1.63 (1.21–2.08)	0.52 (0.38–0.69)	0.38 / 0.44	$0.960	2026-07-05
	Microsoft MAI Transcribe (Azure Speech) mai-transcribe-1.5	1.67 (1.24–2.12)	0.59 (0.43–0.78)	0.22 / 0.31	$0.360	2026-07-05
	Gemini 3.5 Flash google-ai-studio/gemini-flash-latest	1.76 (1.29–2.28)	0.62 (0.44–0.83)	0.36 / 0.50	—	2026-07-05
T2	Gemini 2.5 Pro google-ai-studio/gemini-2.5-pro	2.11 (1.42–3.02)	0.97 (0.49–1.83)	0.45 / 0.66	—	2026-07-05
	Mistral Voxtral Mini Transcribe V2 voxtral-mini-2602	2.17 (1.58–2.80)	0.72 (0.50–0.96)	0.16 / 0.22	$0.180	2026-07-05
	Gemini 3.1 Flash-Lite google-ai-studio/gemini-3.1-flash-lite	2.30 (1.76–2.89)	0.74 (0.55–0.95)	0.24 / 0.34	—	2026-07-05
	Gemini 2.5 Flash google-ai-studio/gemini-2.5-flash	2.34 (1.84–2.87)	0.72 (0.55–0.89)	0.33 / 0.51	—	2026-07-05
	OpenAI whisper-1 whisper-1	2.70 (2.08–3.40)	0.78 (0.59–1.00)	0.15 / 0.26	$0.360	2026-07-05
T3	Deepgram Nova-3 nova-3	3.99 (3.09–5.05)	1.39 (1.04–1.78)	0.17 / 0.25	$0.258	2026-07-05

Portekizce (Brezilya) ana metrik: WER · 200 ifade

Tier	Motor	WER% (%95 GA)	CER% (%95 GA)	RTF p50/p90	$ / ses-saati	Çalıştırma tarihi
T1	ElevenLabs Scribe v2 koedesk tarafından kullanılıyor scribe_v2	2.34 (1.79–2.93)	1.10 (0.78–1.43)	0.15 / 0.20	$0.220	2026-07-05
	OpenAI gpt-4o-transcribe gpt-4o-transcribe	2.40 (1.81–3.06)	0.83 (0.59–1.10)	0.09 / 0.13	$0.360	2026-07-05
	Microsoft MAI Transcribe (Azure Speech) mai-transcribe-1.5	2.53 (1.95–3.14)	0.91 (0.68–1.16)	0.20 / 0.29	$0.360	2026-07-05
	Gemini 3.1 Pro (preview) google-ai-studio/gemini-3.1-pro-preview	2.61 (2.01–3.24)	1.06 (0.76–1.39)	0.68 / 1.13	—	2026-07-05
	Google STT v2 (Chirp 3) chirp_3	2.63 (2.05–3.22)	0.90 (0.68–1.15)	0.37 / 0.44	$0.960	2026-07-05
T2	Gemini 2.5 Pro google-ai-studio/gemini-2.5-pro	3.02 (2.34–3.73)	0.99 (0.75–1.26)	0.44 / 0.67	—	2026-07-05
	Mistral Voxtral Mini Transcribe V2 voxtral-mini-2602	3.31 (2.69–3.99)	1.08 (0.85–1.33)	0.15 / 0.22	$0.180	2026-07-05
	Gemini 3.1 Flash-Lite google-ai-studio/gemini-3.1-flash-lite	3.41 (2.66–4.20)	1.14 (0.87–1.44)	0.23 / 0.34	—	2026-07-05
	Gemini 3.5 Flash google-ai-studio/gemini-flash-latest	3.80 (2.80–5.08)	1.86 (1.08–3.12)	0.34 / 0.53	—	2026-07-05
T3	Gemini 2.5 Flash google-ai-studio/gemini-2.5-flash	3.92 (3.20–4.70)	1.35 (1.06–1.68)	0.32 / 0.47	—	2026-07-05
T3	OpenAI whisper-1 whisper-1	3.94 (3.19–4.75)	1.26 (1.00–1.54)	0.15 / 0.25	$0.360	2026-07-05
T4	Deepgram Nova-3 nova-3	5.47 (4.52–6.49)	2.12 (1.66–2.61)	0.16 / 0.22	$0.258	2026-07-05

Rusça ana metrik: WER · 200 ifade

Tier	Motor	WER% (%95 GA)	CER% (%95 GA)	Boş	RTF p50/p90	$ / ses-saati	Çalıştırma tarihi
T1	Microsoft MAI Transcribe (Azure Speech) mai-transcribe-1.5	2.22 (1.66–2.84)	0.66 (0.44–0.91)	0	0.23 / 0.35	$0.360	2026-07-05
	Google STT v2 (Chirp 3) chirp_3	2.37 (1.56–3.35)	0.90 (0.41–1.67)	1	0.40 / 0.48	$0.960	2026-07-05
	Gemini 3.1 Pro (preview) google-ai-studio/gemini-3.1-pro-preview	2.45 (1.75–3.29)	1.12 (0.61–1.80)	0	0.83 / 1.44	—	2026-07-05
	Gemini 2.5 Pro google-ai-studio/gemini-2.5-pro	2.74 (1.95–3.66)	1.12 (0.59–1.83)	0	0.49 / 0.76	—	2026-07-05
	ElevenLabs Scribe v2 koedesk tarafından kullanılıyor scribe_v2	2.77 (2.02–3.63)	1.22 (0.75–1.79)	0	0.18 / 0.24	$0.220	2026-07-05
	Gemini 2.5 Flash google-ai-studio/gemini-2.5-flash	2.82 (2.14–3.59)	0.91 (0.60–1.28)	0	0.37 / 0.59	—	2026-07-05
	OpenAI gpt-4o-transcribe gpt-4o-transcribe	2.85 (1.88–4.04)	0.93 (0.51–1.47)	0	0.10 / 0.14	$0.360	2026-07-05
T2	Gemini 3.5 Flash google-ai-studio/gemini-flash-latest	2.93 (2.24–3.69)	1.17 (0.80–1.60)	0	0.41 / 0.67	—	2026-07-05
T2	Gemini 3.1 Flash-Lite google-ai-studio/gemini-3.1-flash-lite	3.01 (2.22–3.87)	0.90 (0.58–1.29)	0	0.27 / 0.39	—	2026-07-05
T3	Mistral Voxtral Mini Transcribe V2 voxtral-mini-2602	3.72 (2.94–4.55)	1.18 (0.82–1.60)	0	0.17 / 0.24	$0.180	2026-07-05
T3	OpenAI whisper-1 whisper-1	3.80 (3.00–4.66)	1.08 (0.78–1.43)	0	0.17 / 0.28	$0.360	2026-07-05
T4	Deepgram Nova-3 nova-3	4.51 (3.57–5.58)	1.67 (1.17–2.24)	0	0.19 / 0.29	$0.258	2026-07-05

Notlar ve bilinen sorunlar

Yeniden üretim / denetim

Her şey depoda yer alır: 28.400 ifadenin tamamı için ham API yanıtları, testleriyle birlikte sabitlenmiş normalize ediciler ve puanlama kodu, yalnızca ekleme yapılabilen değişiklik günlüğü ve results/scores.json ile bu sayfayı deterministik olarak yeniden oluşturan make_scores.py / make_site.py — elle düzenlenmiş hiçbir sayı yoktur. Herhangi bir hücreyi yeniden çalıştırmak için yalnızca kendi API anahtarlarınız gerekir.