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

Can offline AI handle Bodo?
Bodo, also called Boro, in speech, text and translation: AI4Bharat’s models and little else.

Short answer. Narrowly, and mostly through AI4Bharat. Bodo, also called Boro, is not in Whisper, NLLB-200 or Qwen3’s list, and Meta’s MMS lists it for language identification only. AI4Bharat’s IndicConformer lists Bodo, and IndicASR scored 25.9% word error rate on natural Bodo speech in the IndicVoices paper. IndicTrans2 is the only system in its own paper’s tables that supports Bodo, scoring 45.3 chrF++ from English to Bodo on conversational sentences. English spoken by native Bodo speakers was also the hardest case for Whisper large in the Svarah paper, at 11.6%. ANVE has not tested Bodo yet. Coverage and figures are as of October 2026.

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What open models cover in Bodo

TaskModelsWhat the source says
Speech to text: Whisper, MMSWhisper, Meta MMSBodo is not among Whisper’s 100 languages, and the paper reports no Bodo result. Meta’s MMS table lists Bodo, under the name Boro, for language identification only.
Speech to text: Indian-language modelsAI4Bharat IndicConformerIndicConformer lists Bodo (brx; MIT licence). IndicVoices, natural speech: IndicASR 25.9%, trained on 100 hours; the paper gives no Whisper or MMS figure. IndicWhisper leaves Bodo out of its 12 languages.
Chat, summaries, draftingSarvam, IndicBERT-v3, Qwen3, LlamaQwen3’s list has no Bodo, and the Llama 3.3 and 4 cards, the gpt-oss card and MILU cover none. The card metadata of Sarvam 30B and 105B lists 22 Indian language codes but not brx, the code AI4Bharat uses for Bodo; it includes “bo”, which Whisper’s list uses for Tibetan. Their Bodo coverage is therefore unclear. AI4Bharat’s IndicBERT-v3 adds Bodo in a low-resource phase (an encoder, not a chat model).
TranslationIndicTrans2, Sarvam-Translate, IndicTrans3-betaIndicTrans2 paper (2023), chrF++: conversational set (IN22-Conv) English to Bodo 45.3, Bodo to English 56.3; web and Wikipedia sentences (IN22-Gen) 47.8 and 62.1. No other system in the paper’s tables supports Bodo, and FLORES-200, which defines NLLB-200’s coverage, has no Bodo. Sarvam-Translate lists Bodo, and IndicTrans3-beta gives it preliminary support.
02

Devanagari, Assam and the Bodo name

Bodo is written in Devanagari in the sources above (brx_Deva). The 2011 Census counted 14,82,929 people with Bodo as their mother tongue, 0.12% of India and the twenty-first largest group, up 9.81% from 2001. Assam had 14,16,125 of them, about 95%. West Bengal had 42,739, Nagaland 7,372 and Arunachal Pradesh 7,095. The Census groups Kachari (15,984) and Mech (11,546) under Bodo and puts Bodo, with Manipuri, in the Tibeto-Burmese family; 15 of the 22 scheduled languages are Indo-Aryan. The Home Ministry says Bodo joined the Eighth Schedule in 2004.

Search model cards under both spellings. Meta’s table says Boro, AI4Bharat says Bodo, and a search under one name can miss results listed under the other.

English spoken by native Bodo speakers is a test in itself. In the Svarah paper Whisper large scored 11.6% on it, the highest of the 19 mother-tongue groups it reports, against 5.3% for native Hindi speakers. The authors name Bodo, Assamese and Nepali as the groups models handle worst.

03

What to test before you rely on it

  • For Bodo speech, start with IndicConformer and record natural speech. IndicASR’s 25.9% is a research result on its own test set, not a promise for your meeting room.
  • If Bodo-speaking staff join English meetings, test that separately; the Svarah result suggests more corrections.
  • Check the transcript for Hindi or Assamese words that replaced Bodo ones. Hindi shares Devanagari with Bodo, so a reader must mark any substitutions.
  • Translate a notice in both directions and ask a Bodo reader to mark errors; with no second system to compare, human review is the only check.
  • Treat chat in Bodo as unverified. No benchmark figure for it appears in the cards checked.
04

Where ANVE stands

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

If no local model serves Bodo well enough, a cloud model is possible only when an administrator adds a provider. Its answers are labelled, and every model call is logged with the user, app, model and whether it ran locally or in the cloud. A policy that blocks confidential data from cloud models is not on ANVE yet. The security page has the details.

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

05

Questions people ask

Does Whisper support Bodo?
No. Bodo is not in Whisper’s list of 100 languages, and the paper reports no Bodo result. AI4Bharat’s IndicConformer lists Bodo instead.
Is there an offline Bodo speech model?
AI4Bharat’s IndicConformer lists Bodo (MIT licence). In the IndicVoices paper IndicASR scored 25.9% on natural Bodo speech, trained on 100 hours.
Can offline AI translate Bodo?
Yes. IndicTrans2 scored 45.3 chrF++ from English to Bodo and 56.3 from Bodo to English on conversational sentences, and no other system in its paper’s tables supports Bodo. Have a Bodo reader check anything official.
Do Sarvam’s models support Bodo?
Sarvam-Translate lists Bodo for translation between English and Indian languages. The 30B and 105B chat models’ card metadata lists 22 language codes but not brx, the code AI4Bharat uses for Bodo, and includes “bo”, which Whisper’s list uses for Tibetan, so check before relying on it.
06

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