Use cases

Sovereign AI for everything you build.

Seven ways teams use open models hosted in India, with the models we recommend for each.

01 · Public sector

AI for government, on models hosted in India.

Citizen services and back-office work in every Indian language, with each request handled in India.

  • Citizen servicesAnswer questions about schemes and services in local languages.
  • Grievance triageRoute and summarise complaints so they reach the right desk.
  • Document processingRead applications and records and pull out what matters.
  • Policy researchSummarise reports, circulars and consultations.

Your data stays on models hosted in India, with a record of every request.

02 · Developers

Build on open models hosted in India.

Open-source and open-weight models behind one API key, working with the SDKs and coding tools you already use.

  • Coding agentsPlan, write and fix code across large codebases.
  • Code reviewReview changes and write tests before they merge.
  • Internal copilotsBuild assistants into the tools your teams use every day.
  • Agents and automationCall tools and APIs to finish multi-step tasks.
03 · Financial services

AI for brokers, asset managers, banks and insurers.

Put open models to work on your own data, with every request handled in a data centre in India and a record of each one.

  • Research and filingsSummarise annual reports, filings and broker notes in minutes.
  • Client serviceAnswer client questions in English and Indian languages.
  • Surveillance triageSort and explain alerts so analysts start with the ones that matter.
  • Documents and KYCRead forms, statements and IDs, and pull out the fields you need.

Controls that support your SEBI, RBI and IRDAI obligations on keeping data in India.

04 · Voice AI agents

Voice agents that speak India’s languages.

Speech to text, language models and text to speech, all served from India, for agents that sound local.

  • Support callsAnswer customer calls in Hindi, Tamil, Marathi and more.
  • Reminders and follow-upsCall customers about appointments, renewals and payments.
  • Smarter IVRLet callers say what they need instead of pressing buttons.
  • Call summariesTurn every call into notes and next steps.
05 · Enterprise use cases

AI across your organisation.

Assistants, search and automation for every team, on models that run in India.

  • Internal assistantsAnswer questions about policies, products and processes.
  • Search and knowledgeFind the right document across drives, wikis and tickets.
  • Document processingExtract, classify and summarise contracts and reports.
  • Workflow automationDraft, route and check the routine work between teams.
06 · Indian languages

Built for every Indian language.

Chat, translation and speech in English and 22 Indian languages, on models made for them.

  • Multilingual chatTalk to users in the language they think in.
  • TranslationTranslate between English and Indian languages, and between Indian languages.
  • Content localisationAdapt product, support and marketing content for every region.
  • SpeechTranscribe and speak Indian languages naturally.
07 · Healthcare

AI on health data, in India.

Help clinicians and patients with models that keep health data in Indian data centres.

  • Clinical notesSummarise consultations and discharge notes for review.
  • Patient communicationExplain instructions and reminders in the patient’s language.
  • Claims and documentsRead claims, reports and prescriptions faster.
  • Medical knowledge searchSearch guidelines and internal protocols in seconds.

Controls that support your ABDM and DPDP obligations for health data.

Every model is open weight and hosted in India, priced 40% below list. Hover or tap a model for details. See all models

08Why dwaar

One gateway for all of it.

  • Your data, in IndiaEvery request is processed by models hosted in Indian data centres.
  • A record of every requestA signed record of where each request ran, ready for your audit file.
  • Open models, your choicePick the model for each job, from Indian-language models to frontier reasoning.
  • 40% below list, in rupeesBilled monthly in rupees with a GST invoice, and no platform fee.
09Questions

Questions teams ask.

Can we use dwaar with regulated data?

Yes. That is what it is for: your data goes only to models hosted in data centres in India, and every request leaves a record you can keep.

Does dwaar make us compliant?

No tool can do that on its own. dwaar gives you controls and records that support your obligations, and we can walk your compliance team through how they map to the rules you follow. Not legal advice. Controls that support your obligations; your own assessment still applies.

Can we mix models across use cases?

Yes. One API key works for every model, so each team can pick the model that suits its job.

How do we start?

Tell us the workload you have in mind. We set up your account and key, and you are billed monthly in rupees.

Start building with sovereign AI.

Open models, hosted in India, behind one API key.