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

Can offline AI handle Konkani?
कोंकणी in speech, text and translation: one script covered, several in use.

Short answer. Thinly, and the script matters. Konkani is written in Devanagari, Roman, Kannada, Malayalam and Perso-Arabic scripts depending on community and state, and AI4Bharat’s IndicTrans2 lists it in Devanagari only. Whisper and NLLB-200 do not include Konkani, and Meta’s MMS lists it for language identification but not speech recognition. AI4Bharat’s IndicConformer lists it, and IndicASR scored 31.4% word error rate on natural Konkani speech in the IndicVoices paper. IndicTrans2 scored 42.5 chrF++ from English to Konkani on conversational sentences. Qwen3 does not list Konkani. ANVE has not tested Konkani yet. Coverage and figures are as of October 2026.

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What open models cover in Konkani

TaskModelsWhat the source says
Speech to text: Whisper, MMSWhisper, Meta MMSKonkani is not among the 100 languages in Whisper’s tokenizer, and the paper reports no Konkani result. Meta’s MMS table marks Goan Konkani for language identification only, with no speech recognition.
Speech to text: Indian-language modelsAI4Bharat IndicConformerIndicConformer lists Konkani (kok; MIT licence). In the IndicVoices paper IndicASR scored 31.4% on natural Konkani speech after training on 55 hours; the paper gives no Whisper or MMS figure for Konkani. IndicWhisper leaves Konkani out of its 12 languages.
Chat, summaries, draftingSarvam, IndicBERT-v3, Qwen3, LlamaQwen3’s list has no Konkani, and the Llama 3.3 and 4 cards, the gpt-oss card and MILU cover none. Sarvam 30B and 105B list Konkani (kok) in their card metadata, and AI4Bharat’s IndicBERT-v3 adds it in a low-resource training phase; that model is an encoder for classification and search, not a chat model.
TranslationIndicTrans2, Sarvam-Translate, IndicTrans3-betaIndicTrans2 paper (2023), conversational set (IN22-Conv), chrF++: English to Konkani 42.5, Konkani to English 51.7, only slightly ahead of Google Translate at 40.3 and 51.6. On web and Wikipedia sentences (IN22-Gen): 45.2 and 59.2. NLLB-200 does not list Konkani. Sarvam-Translate lists it, and IndicTrans3-beta gives it “preliminary” support and warns that quality may vary.
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Five scripts, three states and a shrinking Census count

Konkani (कोंकणी) is written in Devanagari, which is the official script in Goa, in Roman letters among Christian communities, in Kannada script in Karnataka, in Malayalam script in Kerala and in Perso-Arabic script among some Muslim communities. The models above list Devanagari only, so an office writing Konkani in Roman letters, or a Karnataka office using Kannada script, has no listed model for its own text.

The 2011 Census counted 22,56,502 people with Konkani as their mother tongue, 0.19% of India and the nineteenth largest group. Goa had 9,64,305, Karnataka 7,88,294, Maharashtra 3,99,255 and Kerala 69,449. The count fell 9.34% between 2001 and 2011, the steepest fall of any scheduled language. The Home Ministry says Konkani joined the Eighth Schedule in 1992.

For English meetings, the Svarah paper found Whisper large at 6.4% word error rate on speakers whose mother tongue is Konkani, against 5.3% for native Hindi speakers.

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What to test before you rely on it

  • Decide which script your office writes Konkani in, then check that any tool you try can produce it. The listed models target Devanagari.
  • Test speakers from Goa, coastal Karnataka and Maharashtra separately. None of the sources reports results by region.
  • Check Konkani against Marathi: both use Devanagari, so a reader must mark any substitutions.
  • Check names of villages, families and festivals, which models are least likely to know, and rupee amounts and dates said aloud.
  • Translate a notice in both directions and compare IndicTrans2 with Sarvam-Translate on the same text.
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Where ANVE stands

ANVE’s meeting-minutes maker handles Hindi, English and Hinglish today. Konkani 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 Konkani decides your purchase, say which script you need and ask for your own recordings to be tried before you commit.

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Questions people ask

Does Whisper support Konkani?
No. Konkani is not in Whisper’s list of 100 languages, and the paper reports no Konkani result. AI4Bharat’s IndicConformer lists Konkani instead.
Which script does Konkani AI use?
Devanagari. AI4Bharat’s IndicTrans2 lists Konkani as gom_Deva only, although the language is also written in Roman, Kannada and Malayalam scripts. Check that a tool supports your script before you test accuracy.
Is there an offline Konkani speech model?
AI4Bharat’s IndicConformer lists Konkani (MIT licence). In the IndicVoices paper IndicASR scored 31.4% on natural Konkani speech, trained on 55 hours.
Can offline AI translate Konkani?
Yes, in Devanagari. IndicTrans2 scored 42.5 chrF++ from English to Konkani and 51.7 from Konkani to English on conversational sentences. Have a Konkani 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