Marathi NLP API in India

Marathi is the primary language across Maharashtra — from Mumbai's fintech and media firms to Pune's IT sector and the state's agricultural belt. If you're building Marathi-language support bots, farm-advisory tools, or citizen-facing chat, unoblox gives you one rupee-billed API to test how large multilingual models handle Marathi, instead of juggling multiple vendor accounts and separate bills.

Test multilingual models — there's no "Marathi model"

unoblox doesn't have a model trained specifically for Marathi, and neither does any general LLM catalog today. What's available are large multilingual models that include Indian languages in their training data, with quality that varies by model and by task. Treat model choice as an experiment: run the same handful of Marathi prompts through two or three models and compare before you standardise.

Candidates for a Marathi benchmark

Model	₹ input / ₹ output (per 1M tokens)	Notes
deepseek-ai/deepseek-v4.1-flash	₹20.16 / ₹60.48	A fast, mid-cost option for high-volume Marathi chat or triage.
meta-llama/llama-4-scout-17b-16e-instruct	₹10.08 / ₹30.24	The cheapest Llama 4 option — a good budget baseline.
qwen/qwen3-max	₹120.95 / ₹604.77	Qwen's largest model; a premium option if quality matters more than cost.
anthropic/claude-sonnet-4-5	₹201.6 / ₹1008	Strong at nuanced writing and longer Marathi drafts.
qwen/qwen3-1.7b	FREE (₹0)	Free tier for prototyping your prompt design before you pick a paid model.

Any model outside this table is priced live — check /models rather than assuming a number.

Where Marathi LLM support gets used

1. Drafting and summarising citizen-facing helpdesk responses
2. Turning farm-advisory notes into plain-language Marathi summaries
3. Retail and D2C customer support in Marathi
4. Transliterating Marathi between Devanagari and Roman script
5. Content moderation and review analysis on Marathi text

Try it

curl https://api.unoblox.ai/v1/chat/completions \
  -H "Authorization: Bearer ub-gw-xxxxxxxxxxxxxxxx" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "deepseek-ai/deepseek-v4.1-flash",
    "messages": [{"role": "user", "content": "Translate this note into Marathi and keep it under three sentences."}]
  }'

The request format matches the OpenAI SDK, so switching your existing integration is usually a base-URL and key change.

Pricing, and what's actually hosted in India

unoblox bills every model in rupees with a monthly GST invoice, one key, and no international card required — that part is unconditionally India-native. Data residency is a separate question: the models above run on infrastructure owned by their respective providers, not in India. Only unoblox's own small, unoblox-hosted models run on Indian infrastructure; check /models for the current list.

Frequently asked questions

Does unoblox have a dedicated Marathi model? No — you work with general multilingual models and test which one fits your task.

How do I know which model is "best" for Marathi? There's no published per-language leaderboard here; run your own representative prompts through two or three models and compare the outputs yourself.

Will quality be consistent across formal and colloquial Marathi? Not necessarily — formal writing, colloquial chat, and dialect variation can all get different results, so test the register you actually need.

Is billing genuinely in rupees? Yes, every model is priced per million tokens in rupees and invoiced monthly with GST.

Can I start for free? Yes — qwen/qwen3-1.7b costs ₹0, which is enough to validate a prompt design before you move to a paid model.

Do I need a new SDK to integrate? No — point your existing OpenAI-compatible client at https://api.unoblox.ai/v1 with a ub-gw-... key.

Get started in rupees → https://unoblox.ai/sign-in