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Offline AI in your language · updated 2026-10-16

Can offline AI handle Gujarati?
ગુજરાતી in speech, text and translation, with the figures each source reports.

Short answer. Text and translation, yes; speech only with an Indian-language model. Whisper lists Gujarati, but its paper counts 0.3 hours of Gujarati training audio and reports 102.7% word error rate on FLEURS (large-v2). On natural speech in the IndicVoices paper, a Whisper model scored 60.5%, Meta’s MMS 42.1% and AI4Bharat’s IndicASR 21.4%, which had only 15 hours of Gujarati to learn from. Qwen3 lists Gujarati; Meta’s Llama cards do not. IndicTrans2 scored 53.1 chrF++ from English to Gujarati on conversational sentences. ANVE has not tested Gujarati yet. Coverage and figures are as of October 2026.

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What open models cover in Gujarati

TaskModelsWhat the source says
Speech to text: WhisperWhisper large-v2, large-v3The Whisper paper counts 0.3 hours of Gujarati speech with Gujarati transcripts and 208 hours paired with English text. Large-v2 scored 102.7% word error rate on FLEURS, which means more errors than reference words. The large-v3 card gives no Gujarati figure.
Speech to text: Indian-language modelsIndicConformer, IndicWhisper, Meta MMSIndicConformer lists Gujarati (MIT licence). IndicWhisper averages 22.8% on Gujarati test sets, 23.5% on FLEURS. IndicVoices, natural speech: IndicASR 21.4% (trained on 15 hours), MMS 42.1%, Whisper 60.5%.
Chat, summaries, draftingQwen3, Gemma, Sarvam, LlamaQwen3’s launch post lists Gujarati. The Llama 3.3 and 4 cards and the gpt-oss card list or test no Gujarati. MILU (2024 test, Indian exam questions; open base models, 5-shot): Llama 3.1 70B 62.42%, Gemma 2 27B 59.29%, and the closed GPT-4o 74.64%. Sarvam-1 and Sarvam-M name Gujarati among their 10 Indian languages.
TranslationIndicTrans2, NLLB-200IndicTrans2 paper (2023), conversational set (IN22-Conv), chrF++: English to Gujarati 53.1, Gujarati to English 62.0; NLLB 1.2B distilled 48.7 and 60.8. On web and Wikipedia sentences (IN22-Gen): 53.5 and 66.5.
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Gujarati script and where it is spoken

Gujarati (ગુજરાતી) has its own script. The 2011 Census counted 5,54,92,554 people with Gujarati as their mother tongue, 4.58% of India and the sixth largest group. Gujarat had 5,19,58,730. Maharashtra had 23,71,743, Tamil Nadu 2,75,023 and Madhya Pradesh 1,87,211.

The Census groups the Saurashtra language, 2,47,702 speakers, under Gujarati, and it groups Kachchhi, 10,30,602 speakers, under Sindhi. If your clients speak Kachchhi, read the Sindhi page as well; none of the sources here tests Kachchhi on its own.

If your staff mix Hindi and English into Gujarati sentences, test the mix. None of the sources reports mixed-language Gujarati results.

For English meetings, the Svarah paper measured Whisper large at 6.0% word error rate on speakers whose mother tongue is Gujarati, against 5.3% for native Hindi speakers.

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What to test before you rely on it

  • Record spontaneous speech from at least three speakers, not read sentences. Whisper’s 102.7% and 60.5% above are for read and natural speech respectively, and both are poor.
  • Check Gujarati digits (૧ ૨ ૩ against 1 2 3), rupee amounts, dates and trade terms that your documents use.
  • Check that the transcript comes back in Gujarati script and not in Hindi.
  • Compare an Indian-language model with Whisper on the same ten minutes.
  • Translate a notice in both directions and ask a Gujarati reader to mark errors.
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Where ANVE stands

ANVE’s meeting-minutes maker handles Hindi, English and Hinglish today. Gujarati has not been tested on ANVE yet, so there is no ANVE result to report and nothing here promises support.

Models change, and so will the evidence on this page. ANVEAI installs updates on site today, signed update packages applied offline by USB are not on ANVE yet, and ANVE does not update itself over the internet, so a newer Gujarati model would be a deliberate update that someone installs. The security page has the details.

A demo call is free. If Gujarati decides your purchase, ask for your own recordings to be tried before you commit.

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Questions people ask

Can Whisper transcribe Gujarati?
It accepts Gujarati, but with 0.3 hours of Gujarati training audio the paper reports 102.7% word error rate on FLEURS for large-v2. Use an Indian-language model, or test your own audio first.
Is there an offline Gujarati speech model?
AI4Bharat’s IndicConformer lists Gujarati (MIT licence), and the Vistaar IndicWhisper models include Gujarati under an MIT licence. In the IndicVoices paper IndicASR scored 21.4% on natural Gujarati speech.
Do Llama models support Gujarati?
Not officially: Meta’s Llama 3.3 and Llama 4 cards list Hindi but not Gujarati. Qwen3 lists Gujarati, and Sarvam’s smaller models name it. Gemma’s cards say over 140 languages without a list.
How good is offline Gujarati translation?
IndicTrans2 scored 53.1 chrF++ from English to Gujarati and 62.0 from Gujarati to English on conversational sentences, against 48.7 and 60.8 for NLLB 1.2B distilled. Have a Gujarati reader check anything official.
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What is not real yet

No sealed ANVE unit exists; every image of the appliance on this site is a labelled render. The software runs today on a development machine. No customers yet, no certifications, no delivery date, and the final price is not announced.

Reservations are ₹999 in India or US$12 elsewhere, refundable in full until you confirm an order in writing (terms). Offices that cannot use cloud AI can apply to be one of ten design partners.

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Sources