ANVE: the private AI office, on the record. See what that means

ANVE

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

Can offline AI handle Manipuri?
Manipuri, also called Meitei, in speech, text and translation: two scripts, little else.

Short answer. Thinly, and script is the first decision. Manipuri, also called Meitei, is written in Meitei Mayek and in Bengali script. AI4Bharat’s IndicTrans2 supports both, while NLLB-200 and FLORES-200 list Bengali script only. Whisper and Qwen3 do not list Meitei, and Meta’s MMS lists it for language identification only. AI4Bharat’s IndicConformer lists Manipuri, and IndicASR scored 26.1% word error rate on natural speech in the IndicVoices paper after only 15 hours of training. IndicTrans2 scored 40.2 chrF++ from English to Meitei Mayek on conversational sentences, against 31.2 for Google Translate in that 2023 paper. ANVE has not tested Manipuri yet. Coverage and figures are as of October 2026.

01

What open models cover in Manipuri

TaskModelsWhat the source says
Speech to text: Whisper, MMSWhisper, Meta MMSMeitei is not among Whisper’s 100 languages, and the paper reports no Meitei result. Meta’s MMS table lists Meitei for language identification only.
Speech to text: Indian-language modelsAI4Bharat IndicConformerIndicConformer lists Manipuri (mni; MIT licence). IndicVoices, natural speech: IndicASR 26.1%, trained on 15 hours of Manipuri and tested on 4; the paper gives no Whisper or MMS figure. IndicWhisper leaves Manipuri out of its 12 languages.
Chat, summaries, draftingSarvam, IndicBERT-v3, Qwen3, LlamaQwen3’s list has no Meitei, and the Llama 3.3 and 4 cards, the gpt-oss card and MILU cover none. Sarvam 30B and 105B list Manipuri (mni) in their card metadata, and Sarvam’s post says its tokenizer is significantly more efficient for Manipuri (Meitei) than other tokenizers. AI4Bharat’s IndicBERT-v3 adds it in a low-resource phase; it is an encoder, not a chat model.
TranslationIndicTrans2, NLLB-200, Sarvam-TranslateIndicTrans2 paper (2023), Meitei Mayek, chrF++: conversational set (IN22-Conv) English to Manipuri 40.2, Manipuri to English 52.5, against Google Translate at 31.2 and 46.3; web and Wikipedia sentences (IN22-Gen) 44.6 and 57.9, against 35.0 and 50.7. Bengali script, FLORES-200: IndicTrans2 38.2 and 52.9, NLLB 1.2B distilled 37.1 and 50.5. NLLB-200 lists Meitei in Bengali script (mni_Beng) only and is CC-BY-NC.
02

Meitei Mayek, Bengali script and Manipur

The 2011 Census counted 17,61,079 people with Manipuri as their mother tongue, 0.15% of India and the twentieth largest group. It counts Meithai under Manipuri. Manipur had 15,22,132, Assam 1,68,133 and Tripura 23,779. Manipuri and Bodo are the only two scheduled languages in the Tibeto-Burmese family, in the Census grouping. The Home Ministry says Manipuri joined the Eighth Schedule in 1992.

Which script does your office use? IndicTrans2 supports Meitei Mayek (mni_Mtei) and Bengali script (mni_Beng); NLLB-200 supports only the Bengali script. Do not confuse Manipuri with Bishnupriya Manipuri, which the Census counts as a separate language with 79,646 speakers.

The Svarah paper’s 19 mother-tongue groups do not include Manipuri, so there is no accent result for Manipuri speakers’ English.

03

What to test before you rely on it

  • Decide the script first. Meitei Mayek and Bengali-script Meitei are different outputs, and the tools support them differently.
  • For speech, try IndicConformer on ten minutes of your own recordings. IndicASR was trained on 15 hours, so expect large variation between speakers.
  • Check names, which models rarely know, and numbers and dates said aloud.
  • Translate a notice in both directions in your script and ask a Manipuri reader to mark errors.
  • Check that fonts and keyboards in your office handle Meitei Mayek if you choose it; the sources do not test document tools.
04

Where ANVE stands

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

Where a language has little local support, an office may consider a cloud model. On ANVE that needs an administrator to add a provider, the answers are labelled, and every call is logged; the policy that blocks confidential data from cloud models is not on ANVE yet. See the security page.

A demo call is free. If Manipuri decides your purchase, say which script you need and ask for your own recordings to be tried before you commit.

05

Questions people ask

Does Whisper support Manipuri or Meitei?
No. Meitei is not in Whisper’s list of 100 languages, and the paper reports no Meitei result. AI4Bharat’s IndicConformer lists Manipuri.
Which script do Manipuri AI models use?
IndicTrans2 supports both Meitei Mayek and Bengali script. FLORES-200 and NLLB-200 list Bengali script only. The speech model card does not state a script, so test it.
Is there an offline Manipuri speech model?
AI4Bharat’s IndicConformer lists Manipuri (MIT licence). In the IndicVoices paper IndicASR scored 26.1% on natural Manipuri speech, trained on 15 hours.
Can offline AI translate Manipuri?
Yes. IndicTrans2 scored 40.2 chrF++ from English to Meitei Mayek and 52.5 from Meitei Mayek to English on conversational sentences, ahead of Google Translate at 31.2 and 46.3 in that 2023 paper. Have a Manipuri reader check anything official.
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.

07

Sources