Hindi
Voice AI Testing for Hindi & Hinglish Applications
Test Hindi voice agents and Hinglish code-switching. Validate natural, culturally aware conversations for users across India and the diaspora.
Hamming works with
Test Hindi Speech Variation and Hinglish Usage
Evaluate how agents handle natural Hindi speech patterns, informal Hinglish usage, everyday vocabulary shifts, and pronunciation differences across speakers.
Accent & Speech Variation
- General Hindi accents from major metros
- Variation in pronunciation and pacing among everyday speakers
- Diaspora speech patterns influenced by English exposure
Code-Switching Support
- Mixed Hindi-English utterances within the same sentence
- Switching between Latin and Devanagari inputs
- Handling borrowed English terms for payments, logistics, and support
Pronunciation Challenges
- Consonant clusters and aspirated sounds (ph/kh/gh)
- Name pronunciations across regions
- Numbers, dates, and addresses in Hindi and English
Dialects & Registers
Test Hindi Speech Variation and Hinglish Usage
Evaluate how agents handle natural Hindi speech patterns, informal Hinglish usage, everyday vocabulary shifts, and pronunciation differences across speakers.
Accent & Speech Variation
- General Hindi accents from major metros
- Variation in pronunciation and pacing among everyday speakers
- Diaspora speech patterns influenced by English exposure
Code-Switching Support
- Mixed Hindi-English utterances within the same sentence
- Switching between Latin and Devanagari inputs
- Handling borrowed English terms for payments, logistics, and support
Pronunciation Challenges
- Consonant clusters and aspirated sounds (ph/kh/gh)
- Name pronunciations across regions
- Numbers, dates, and addresses in Hindi and English
Conversation Testing
Natural Hindi Conversation Flow Testing
Validate multi-turn conversations that mirror real user behavior, from informal Hinglish chat to formal Hindi service interactions.
Conversational Patterns
- Interruptions, barge-ins, and overlap handling
- Clarifications and confirmations in Hindi and Hinglish
- Context carryover across long, mixed-language turns
Cultural Nuance
- Politeness levels (aap vs tum) and honorifics
- Common expressions and everyday phrasing
- Tone adaptation for customer support vs sales vs collections
Error Recovery
- Handling misheard Hindi-English blends
- Rephrasing with simpler Hindi when understanding fails
- Offering English fallback when requested
Compliance & Localization
India-Ready Compliance and Localization
Ensure your Hindi voice agent meets regulatory, accessibility, and localization requirements for India and global Hindi-speaking users.
Regulatory Readiness
- Data handling aligned with Indian data protection guidelines
- Consent capture and disclosure in Hindi
- Call recording notices in Hindi and Hinglish
Localization Quality
- Devanagari and Latin script inputs for names and addresses
- Currency, time, and date localization for India
- Localized IVR flows for metro and tier-2/3 users
Industry Vocabulary
- Banking, lending, and collections terminology
- E-commerce and logistics scenarios
- Healthcare and insurance conversation coverage
Trusted by Industry Leaders
“For us, unit tests are Hamming tests. Every time we talk about a new agent, everyone already knows: step two is Hamming.”
Simran Khara
Co-founder at NextDimensionAI
Frequently Asked Questions
Answers to common questions teams ask when testing voice agents.
We support testing for general Hindi accents spoken across major Indian metros and everyday pronunciation variation. If you need targeted speech patterns, you can upload custom audio or text datasets.
Yes. We test mixed Hindi-English turns, English loanwords, and script mixing between Devanagari and Latin text. Scenarios include payments, logistics, and customer support flows that naturally switch languages.
Absolutely. Add domain-specific Hindi terms, brand names, and English loanwords to validate recognition and response quality across your workflows.
We provide test cases for consent capture, recording disclosures, and data handling patterns in Hindi. You can enforce region-specific scripts and audit logs for compliance reviews.