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Macedonian to French speech translation API

Stream Macedonian (Македонски) speech and get French (Français) back in real time. One WebSocket, ISO codes mk to fr, and ultra-low latency for voice agents and live apps.

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Production-ready Macedonian to French translation API

Real Macedonian speech includes accents, regional dialects, code switching, and domain-specific vocabulary. Soniox recognizes it in a single model and streams French while the speaker is still talking.

Macedonian (Indo-European > Slavic > South Slavic) and French (Indo-European > Romance > Western Romance) come from different language families, so word order and morphology differ. Soniox reorders meaning in-stream instead of word by word.

Macedonian is written in Cyrillic and French in Latin, so Soniox emits correctly scripted French text.

A breakthrough in real-time Macedonian to French translation

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Translate before the sentence ends

French meaning lands as Macedonian is spoken, not after the caption catches up.

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Directional mk to fr streaming

Set the source and target codes once. Both arrive in a single labeled token stream.

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High quality French output

Same model across every language, including historically underserved ones.

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Native-speaker Macedonian STT accuracy

Accurate French translation starts with accurate Macedonian recognition across accents and language switching.

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Names, numbers, and domain terms

Preserved across the pair, including phone numbers, emails, and IDs.

config.json
{
  "model": "stt-rt-v4",
  "translation": {
    "type": "one_way",
    "source_language": "mk",
    "target_language": "fr"
  }
}

Macedonian and French through a single stream

Macedonian to French translation is built on top of Soniox Speech-to-Text API. Every spoken word is transcribed, and French translation streams mid-sentence in the same labeled token stream.

Turn it on by adding a translation block with source_language: "mk" and target_language: "fr". It runs on the same WebSocket and the same model, with no extra round trip.

Live Macedonian to French: written and spoken

Macedonian to French speech-to-text

micLive Macedonian speecharrow_right_altsubjectFrench text

Translate live Macedonian into written French with the Soniox STT API. Soniox streams the Macedonian transcript and the French translation as speech happens.

Use it for French captions, subtitles, meeting translation, agent assist, and multilingual transcription.

Macedonian to French speech-to-speech

micLive Macedonian speecharrow_right_altvolume_upSpoken French

Build full spoken Macedonian to French translation by combining Soniox STT and Soniox TTS. Soniox recognizes Macedonian, translates it, and speaks French with low latency.

Use it for live interpreters, bilingual voice agents, travel assistants, and customer support.

Live Macedonian to French translation in action

Stream Macedonian to French one-way to push all speech into French, or two-way to keep a bilingual conversation flowing between the two languages.

voice_selection
Macedonian speaker says: “Добро утро, дај ми едно бурек со сирење, to-go, и јогурт.”
translate
Translated into French in real time.

One-way translation

Translate live Macedonian into French. Everyone in the conversation sees the same translated stream.

Ideal for live captions, multilingual meetings, broadcasts, lectures, and customer calls.

voice_selection
Macedonian speaker talks in Macedonian.
hearing
French speaker hears French.
voice_selection
French speaker replies in French.
hearing
Macedonian speaker hears Macedonian.

Two-way translation

Translate between Macedonian and French for live bilingual conversation. Each side speaks naturally and hears the other in their own language.

Soniox supports real-time two-way translation between any two of 60+ supported languages.

Accurate on both ends of the pair

Soniox transcribes Macedonian at 12.4% word error rate and French at 5.7% word error rate. Accurate recognition on both sides is what makes the translation reliable.

speech_to_text

Speech-to-Text

Native-speaker accuracy across 60+ languages, with support for multilingual speech, alphanumerics, speaker diarization, context.

translate

Translation

Real-time streaming translation across 3,600 language pairs, built for high quality and low delay across all supported languages.

text_to_speech

Text-to-speech

High-fidelity speech generation in 60+ languages, built for names, alphanumerics, language switching, and ultra-low-latency streaming.

Together, they create a complete real-time low-latency speech AI platform.

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About Macedonian and French

Macedonian has roughly 2,100,000 speakers across North Macedonia. French has roughly 280,000,000 speakers across France, Democratic Republic of Congo, Canada, and Madagascar.

Macedonian was codified as a standard language in 1945.

French was the international language of diplomacy and high culture from the 17th to the mid-20th century.

Soniox makes Macedonian to French usable in real-time translation across every supported pair.

Translate Macedonian to any language

From Macedonian to French, or Macedonian to any of 60+ supported languages. All real-time.

AfrikaansAlbanianArabicAzerbaijaniBasqueBelarusianBengaliBosnianBulgarianCatalanChineseCroatianCzechDanishDutchEnglishEstonianFinnishFrenchGalicianGermanGreekGujaratiHebrewHindiHungarianIndonesianItalianJapaneseKannadaKazakhKoreanLatvianLithuanianMalayMalayalamMarathiNorwegianPersianPolishPortuguesePunjabiRomanianRussianSerbianSlovakSlovenianSpanishSwahiliSwedishTagalogTamilTeluguThaiTurkishUkrainianUrduVietnameseWelsh

Related translation pages

swap_horizTranslate French to Macedonianarrow_right_alttranslateMacedonian speech translationarrow_right_alttranslateFrench speech translationarrow_right_altarrow_right_altMacedonian to Bulgarianarrow_right_altarrow_right_altMacedonian to Serbianarrow_right_alt

Frequently asked questions

How do I translate Macedonian to French with the API?arrow_downward
Add a translation block to your real-time request with source_language "mk" and target_language "fr". Soniox transcribes Macedonian and streams the French translation over the same WebSocket.
Is Macedonian to French translation real-time?arrow_downward
Yes. Soniox streams French while Macedonian is still being spoken, so meaning arrives mid-sentence instead of after the sentence ends.
What about translating French to Macedonian?arrow_downward
That direction is supported too. See the French to Macedonian page, or use two-way translation to run both directions in one session.
Does Soniox handle Cyrillic to Latin output?arrow_downward
Yes. Soniox outputs correctly scripted French text in Latin directly in the token stream.
Does Soniox handle Macedonian dialects and accents?arrow_downward
Yes. Soniox handles Macedonian dialects like Western Macedonian, Eastern Macedonian, and Northern Macedonian in a single model, so French translation stays accurate across regions.
Which other providers support Macedonian to French?arrow_downward
Based on their public docs, OpenAI and Azure list both Macedonian and French for real-time translation. Soniox is the only one that also supports two-way live translation across 60+ languages.
How fast is Macedonian to French translation?arrow_downward
Soniox streams French as Macedonian is being spoken, with ultra-low latency. Translation arrives before the sentence ends.

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