koedesk STT Bench — Rezultate Track A

Acuratețea recunoașterii vorbirii multilingve, măsurată conform unei metodologii preînregistrate — Track A (FLEURS), 13 variante de motoare găzduite × 12 limbi × 200 de enunțuri.

Conflict de interese, declarat de la bun început: acest benchmark este construit și finanțat de koedesk, un produs de dictare care folosește ElevenLabs Scribe v2. Nu pretindem că suntem neutri — în schimb, publicăm tot ce ai nevoie ca să nu ai încredere în noi și să rulezi tu însuți benchmarkul: metodologia (comisă înainte de rulările principale — vezi istoricul commit-urilor), fiecare răspuns brut de API (results/raw), tot codul de scorare și auditul termenilor de utilizare care a stabilit ce motoare au putut fi incluse. Acolo unde Scribe pierde, acel rezultat este publicat neschimbat.

v1 include doar Track A. Track A folosește seturi de testare publice pe care motoarele ar fi putut fi antrenate — o limitare cunoscută a fiecărei cifre de pe această pagină, dezvăluită, nu rezolvată. Track B (audio proaspăt înregistrat) a fost anulat înainte de a se efectua vreo măsurătoare: referințele sale produse de oameni sunt incompatibile cu designul complet determinist și recalculabil al acestui benchmark (Amendment 7).

Cum se citesc tabelele

Motoarele sunt clasate pe fiecare limbă în grupuri de nivel (T1, T2, …): un motor împarte un nivel atunci când un bootstrap pereche (n=10.000, sămânța fixată la preînregistrare) nu poate să-l distingă statistic de liderul nivelului (intervalul de încredere de 95% al diferenței pereche include zero). Diferențele în interiorul unui nivel nu sunt semnificative statistic — nici pentru Scribe v2. Indicatorul principal este CER pentru japoneză, chineză și thailandeză, WER pentru celelalte nouă limbi; ambele sunt afișate întotdeauna. Valorile mai mici sunt mai bune.

Prezentare generală — nivel pe limbă

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 folosit de koedesk	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” = motorul nu suportă acea limbă (AmiVoice: doar japoneză; Voxtral: fără vi/id/th). #T1 numără limbile în care motorul se află în nivelul de top.

Rezultate pe limbă — Track A (FLEURS)

Japoneză indicator principal: CER · 200 enunțuri

Nivel	Motor	CER% (IÎ 95%)	WER% (IÎ 95%)	RTF p50/p90	$ / oră audio	Data rulării
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 folosit de koedesk 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

Engleză indicator principal: WER · 200 enunțuri

Nivel	Motor	WER% (IÎ 95%)	CER% (IÎ 95%)	RTF p50/p90	$ / oră audio	Data rulării
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 folosit de koedesk 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

Chineză (mandarină, simplificată) indicator principal: CER · 200 enunțuri

Nivel	Motor	CER% (IÎ 95%)	WER% (IÎ 95%)	RTF p50/p90	$ / oră audio	Data rulării
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 folosit de koedesk 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

Coreeană indicator principal: WER · 200 enunțuri

Nivel	Motor	WER% (IÎ 95%)	CER% (IÎ 95%)	RTF p50/p90	$ / oră audio	Data rulării
T1	ElevenLabs Scribe v2 folosit de koedesk 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

Vietnameză indicator principal: WER · 200 enunțuri

Nivel	Motor	WER% (IÎ 95%)	CER% (IÎ 95%)	RTF p50/p90	$ / oră audio	Data rulării
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 folosit de koedesk 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

Indoneziană indicator principal: WER · 200 enunțuri

Nivel	Motor	WER% (IÎ 95%)	CER% (IÎ 95%)	Goale	RTF p50/p90	$ / oră audio	Data rulării
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 folosit de koedesk 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

Thailandeză indicator principal: CER · 200 enunțuri

Nivel	Motor	CER% (IÎ 95%)	WER% (IÎ 95%)	RTF p50/p90	$ / oră audio	Data rulării
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 folosit de koedesk 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

Germană indicator principal: WER · 200 enunțuri

Nivel	Motor	WER% (IÎ 95%)	CER% (IÎ 95%)	RTF p50/p90	$ / oră audio	Data rulării
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 folosit de koedesk 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

Franceză indicator principal: WER · 200 enunțuri

Nivel	Motor	WER% (IÎ 95%)	CER% (IÎ 95%)	RTF p50/p90	$ / oră audio	Data rulării
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 folosit de koedesk 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

Spaniolă indicator principal: WER · 200 enunțuri

Nivel	Motor	WER% (IÎ 95%)	CER% (IÎ 95%)	RTF p50/p90	$ / oră audio	Data rulării
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 folosit de koedesk 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

Portugheză (Brazilia) indicator principal: WER · 200 enunțuri

Nivel	Motor	WER% (IÎ 95%)	CER% (IÎ 95%)	RTF p50/p90	$ / oră audio	Data rulării
T1	ElevenLabs Scribe v2 folosit de koedesk 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

Rusă indicator principal: WER · 200 enunțuri

Nivel	Motor	WER% (IÎ 95%)	CER% (IÎ 95%)	Goale	RTF p50/p90	$ / oră audio	Data rulării
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 folosit de koedesk 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

Note și artefacte cunoscute

Reproducere / audit

Totul se află în repository: răspunsuri brute de API pentru toate cele 28.400 de enunțuri, normalizatoare fixate și cod de scorare cu teste, jurnalul de modificări doar-adăugare, precum și make_scores.py / make_site.py, care regenerează determinist results/scores.json și această pagină — fără cifre editate manual. Rerularea oricărei celule necesită doar propriile chei API.