Kannada NLP API in India

Kannada is the primary language of Karnataka, home to Bengaluru's technology industry alongside a large base of regional retail, media, and public-sector users. Teams building Kannada-language support tools or content pipelines can test large multilingual models through unoblox's single rupee-billed API instead of setting up separate accounts for each provider.

No Kannada-specific model exists — test what's available

unoblox's catalog has no model trained exclusively for Kannada. Instead, you choose from general-purpose multilingual models and treat model selection as something you verify with your own prompts, not something you assume from a spec sheet. A model's fluency in Hindi or Tamil doesn't guarantee the same quality in Kannada.

Multilingual models to compare on Kannada text

Model	₹ input / ₹ output (per 1M tokens)	Notes
qwen/qwen3-235b-a22b-instruct-2507	₹9.07 / ₹55.44	A large MoE model at a moderate rate — a sensible first test.
deepseek-ai/deepseek-v3.2	₹26.21 / ₹38.30	Worth comparing for tone and factual grounding.
meta-llama/llama-4-maverick-17b-128e-instruct-fp8	₹20.16 / ₹80.64	Meta's higher-end Llama 4 variant.
openai/gpt-5-mini	₹25.2 / ₹201.6	A cheaper GPT-5 tier for higher-volume Kannada workloads.
qwen/qwen3-1.7b	FREE (₹0)	Free for prototyping before you commit to a paid model.

Models not listed here are priced live on their model page — see /models before you plan a budget.

Typical Kannada NLP workloads

• Support-ticket triage and first-draft replies for regional D2C brands
• Review and feedback summarisation in Kannada
• Script transliteration between Kannada and Roman characters
• Drafting Kannada marketing or product copy for local campaigns
• Content moderation on Kannada user-generated text

Sample request

curl https://api.unoblox.ai/v1/chat/completions \
  -H "Authorization: Bearer ub-gw-xxxxxxxxxxxxxxxx" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "openai/gpt-5-mini",
    "messages": [{"role": "user", "content": "Draft a short Kannada reply to this customer complaint."}]
  }'

Because the API mirrors the OpenAI chat-completions shape, most teams only need to change the base URL and key.

Billing in rupees, honestly scoped

unoblox's India advantage here is billing, not hosting: rupee pricing, one monthly GST invoice, one key, and no foreign card. The models in the table above run on infrastructure controlled by their original providers, outside India — that hasn't changed. Only unoblox's own small hosted models run on Indian infrastructure; /models shows which ones.

Frequently asked questions

Is there a Kannada-only model on unoblox? No, and there isn't a trustworthy one in any general catalog today — use a multilingual model and test it on your own Kannada prompts.

Which model should I default to? There's no single right answer; the table above is a starting shortlist, not a ranking. Compare outputs on your actual use case first.

Does formal vs spoken Kannada affect quality? It can. Models trained mostly on formal or written text may handle conversational Kannada less consistently — test the style you need.

Is the pricing really rupees-only? Yes — every price on unoblox is quoted and billed in rupees per million tokens, with GST on a monthly invoice.

Is there a no-cost option to experiment? Yes, qwen/qwen3-1.7b is free, which is enough for early prompt testing.

Do I need special code to call unoblox? No — it's OpenAI-compatible, so existing SDKs work by pointing the base URL to https://api.unoblox.ai/v1.

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