Does your AI say what you mean — in every language your customers speak?
Evaluate AI across Indian languages and cultural contexts.
Why this breaks in India
Machine translation and multilingual models often produce text that is grammatical but wrong: the meaning shifts, the tone is off, regional terms are mistranslated, or the AI switches language mid-conversation.

What we evaluate
These categories feed your Bharat AI Quality Score. Weights are documented in every report.
Who it's for
- Multilingual chatbots and assistants
- Translation and localisation teams
- EdTech and government-service apps
- Brands expanding beyond Hindi-speaking states
What you get
- Per-language quality scores
- Translation fidelity and meaning-preservation findings
- Wrong-language / wrong-script detection
- Glossary and phrasing recommendations
What's covered in Bharat Language Test
Ten target languages
Hindi, Hinglish, Bengali, Tamil, Telugu, Marathi, Gujarati, Kannada, Malayalam and Punjabi — each activated only when qualified testers are available.
Translation accuracy & meaning preservation
Native reviewers score fidelity, not just fluency.
Language consistency & switching
Automatic script checks catch replies in the wrong language or script.
Local expressions & regional terminology
Idioms, honorifics and domain words that matter locally.
Grammar & cultural context
Respectful, natural and culturally appropriate output.
How we run Language Test
Requirements
We agree scope, languages, success criteria and get your written authorisation to access the test environment.
Scenario design
AI drafts realistic Indian scenarios from your brief; our reviewers edit and approve each one.
Execution
Matched, verified testers run the tests; authorised API endpoints can also be run automatically. Every result keeps its evidence.
Review & report
QA reviewers verify results, log issues by severity and approve the score and report before delivery.
Launch packages
Prices exclude GST. Custom scopes available.
Advanced
- Up to 5 languages
- Up to 250 evaluated responses
- Script & consistency checks
- Glossary recommendations
Enterprise
- All active languages
- Custom domain glossaries
- Continuous re-evaluation
See what you'll receive
Overall and category scores, every failed case with its evidence, severity-ranked issues and recommendations — reviewed by a human before delivery.
Frequently asked questions
Which languages are available now?
Languages are activated for paid testing only when we have qualified, assessed testers. The current list is shown on the enquiry form.
Book your Bharat Language Test
Share a few details and we'll confirm scope, timeline and access requirements within one working day.
Other Bharat products
- Bharat Bot Test — Evaluate AI chatbots using realistic Indian conversations.
- Bharat Voice Test — Test voice AI systems in real Indian speech conditions.
- Bharat Agent Test — Evaluate AI agents that execute tasks and workflows.
- Bharat User Test — Evaluate websites, mobile apps and digital products using real Indian users.
- Bharat AI Monitor — Recurring AI quality assurance for teams that ship every sprint.