{"id":5977,"date":"2026-03-13T15:15:59","date_gmt":"2026-03-13T09:45:59","guid":{"rendered":"https:\/\/convozen.ai\/blog\/?post_type=newsroom&#038;p=5977"},"modified":"2026-03-13T15:52:01","modified_gmt":"2026-03-13T10:22:01","slug":"indigenous-ai-for-india","status":"publish","type":"newsroom","link":"https:\/\/convozen.ai\/blog\/newsroom\/press-coverage\/indigenous-ai-for-india\/","title":{"rendered":"ConvoZen Announces Indigenous Frontier Models Redefining Enterprise Speech AI in India"},"content":{"rendered":"\n<p>When a customer calls your contact center from a small town in Maharashtra, they&#8217;re not speaking scripted English. They code-switch between Marathi, Hindi and English and use regional accents. They mention terms like &#8220;UPI,&#8221; &#8220;Aadhaar,&#8221; and local place names that most AI models have never encountered.<\/p>\n\n\n\n<p>Most speech-to-text systems? Built in Silicon Valley. Trained on clean studio recordings. They fail catastrophically on real Indian phone calls.<\/p>\n\n\n\n<p>That&#8217;s the problem ConvoZen just solved.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The Challenge: Speech AI Built for a Different World<\/strong><\/h2>\n\n\n\n<p>India is fundamentally a voice-first market. Every month, millions of customer conversations happen across contact centers in banking, e-commerce, healthcare, and telecom.<\/p>\n\n\n\n<p>Yet until recently, enterprise speech models trained on <strong>authentic Indian conversational data<\/strong> were extremely limited.<\/p>\n\n\n\n<p>Most widely used global solutions were trained on clean, controlled recordings that do not reflect the complexity of real Indian conversations.<\/p>\n\n\n\n<p>As a result, they often struggle with several realities of customer calls in India:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Code-switched conversations<\/strong> where Hindi and English appear within the same sentence<\/li>\n\n\n\n<li><strong>Regional accents and dialects<\/strong> across languages such as Tamil, Telugu, Kannada, and Marathi<\/li>\n\n\n\n<li><strong>Local terminology<\/strong> including UPI payments, Aadhaar verification, and EMI discussions<\/li>\n\n\n\n<li><strong>Telephony audio quality<\/strong>, where calls run on compressed 8 kHz networks rather than studio recordings<\/li>\n\n\n\n<li><strong>Real-time responsiveness<\/strong>, where even small delays can disrupt live conversations<\/li>\n<\/ul>\n\n\n\n<p>For enterprises, this created a costly trade-off. Many contact centers ended up paying for global speech models that struggled with accuracy, while also investing heavily in manual quality checks to correct errors.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>ConvoZen\u2019s Approach: Build for India First<\/strong><\/h2>\n\n\n\n<p>To address these challenges, ConvoZen introduced two indigenous speech models designed specifically for Indian conversational environments: <strong>Akshara<\/strong> and <strong>Ragini<\/strong>. Together, they form the foundation of a voice AI stack built for real phone conversations in India.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/convozen.ai\/blog\/wp-content\/uploads\/2026\/03\/Akshara-Ragini.png\" alt=\"\" class=\"wp-image-5816\" style=\"aspect-ratio:1.5000167173760406;width:647px;height:auto\" srcset=\"https:\/\/convozen.ai\/blog\/wp-content\/uploads\/2026\/03\/Akshara-Ragini.png 1536w, https:\/\/convozen.ai\/blog\/wp-content\/uploads\/2026\/03\/Akshara-Ragini-300x200.png 300w, https:\/\/convozen.ai\/blog\/wp-content\/uploads\/2026\/03\/Akshara-Ragini-1024x683.png 1024w, https:\/\/convozen.ai\/blog\/wp-content\/uploads\/2026\/03\/Akshara-Ragini-768x512.png 768w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Akshara: Speech-to-Text for Real Indian Conversations<\/strong><\/h3>\n\n\n\n<p>Akshara is ConvoZen\u2019s speech-to-text model trained on millions of real B2C phone conversations.<\/p>\n\n\n\n<p>Unlike traditional models trained on clean recordings, Akshara is optimized for the complexity of contact center audio.<\/p>\n\n\n\n<p>Key capabilities include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>32% fewer transcription errors<\/strong> compared to the next-best Indian speech model<\/li>\n\n\n\n<li><strong>55% lower error rates<\/strong> than leading global alternatives<\/li>\n\n\n\n<li>Support for <strong>nine Indian languages<\/strong>, including Hindi, Tamil, Telugu, Kannada, Marathi, Bengali, Gujarati, Punjabi, and Urdu<\/li>\n\n\n\n<li>Optimization for <strong>8 kHz telephony audio<\/strong>, the standard for phone calls<\/li>\n\n\n\n<li>Strong understanding of <strong>code-switched conversations<\/strong>, where multiple languages appear in a single interaction<\/li>\n<\/ul>\n\n\n\n<p>Performance was evaluated on ConvoZen\u2019s <strong>Indic Conversational AI Voice Benchmark<\/strong>, a dataset built from authentic B2C phone interactions across industries. In these tests, Akshara delivered the strongest accuracy across multiple languages and real-world audio conditions.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Ragini: Making AI Voices Sound Natural<\/strong><\/h3>\n\n\n\n<p>Understanding speech is only half the equation. For AI agents to interact effectively with customers, their responses must sound natural and conversational. That\u2019s where Ragini comes in.<\/p>\n\n\n\n<p>Ragini is ConvoZen\u2019s multilingual text-to-speech model designed to produce natural, expressive voice responses across Indian languages.<\/p>\n\n\n\n<p>Its capabilities include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Multilingual and code-switched responses<\/strong>, allowing AI agents to move seamlessly between languages<\/li>\n\n\n\n<li><strong>Conversational tone and rhythm<\/strong>, avoiding the robotic cadence typical of traditional systems<\/li>\n\n\n\n<li><strong>Accurate pronunciation<\/strong> of Indian names, locations, numbers, and business terms<\/li>\n\n\n\n<li><strong>Six enterprise-ready voice options<\/strong>, including both male and female tonalities<\/li>\n\n\n\n<li><strong>Optimization for industries<\/strong> such as BFSI, automotive, healthcare, D2C, and edtech<\/li>\n<\/ul>\n\n\n\n<p>In blind comparative evaluations across six languages, Ragini scored higher than both Indian and global providers in perceived naturalness and pronunciation accuracy.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Why This Matters: Real Business Impact<\/strong><\/h2>\n\n\n\n<p>This isn&#8217;t just a technical achievement, it&#8217;s translating into measurable business outcomes:<\/p>\n\n\n\n<p><strong>Pilgrim<\/strong> (D2C brand) deployed ConvoZen&#8217;s conversational AI agents:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>65% of conversations handled fully by AI<\/li>\n\n\n\n<li>40% reduction in human agent dependency<\/li>\n\n\n\n<li>CSAT improved to 4.25\/5<\/li>\n<\/ul>\n\n\n\n<p><strong>Jana Bank<\/strong> (fintech) used voice AI agents:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>7% overall sales growth<\/li>\n\n\n\n<li>Improved conversion at scale<\/li>\n<\/ul>\n\n\n\n<p><strong>CARS24<\/strong> (auto e-commerce) automated quality audits:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>100% of QA now handled by AI<\/li>\n\n\n\n<li>Faster compliance checks, stronger oversight<\/li>\n<\/ul>\n\n\n\n<p><strong>NoBroker<\/strong> experienced:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>25% improvement in call quality (NoBroker Interiors)<\/li>\n\n\n\n<li>8% uplift in site visits (NoBroker Builder)<\/li>\n\n\n\n<li>5% incremental growth in revenue<\/li>\n<\/ul>\n\n\n\n<p>These aren&#8217;t marginal gains. These are the numbers that matter to CFOs and COOs.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>Want the full story?<\/strong> Read the complete coverage on <a href=\"https:\/\/www.ptinews.com\/press-release\/convozen-announces-end-to-end-conversational-ai-stack-and-indigenous-frontier-models-for-india-at-flagship-summit\/3459480\">Press Trust of India<\/a>.<\/p>\n\n\n\n<p><strong>Ready to see it in action?<\/strong><a href=\"https:\/\/convozen.ai\/book-demo\"> Book a demo with ConvoZen<\/a> and see how Akshara and Ragini can transform your customer conversations.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>When a customer calls your contact center from a small town in Maharashtra, they&#8217;re not speaking scripted English. They code-switch [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":5978,"template":"","meta":{"_acf_changed":true,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}}},"news-category":[55],"class_list":["post-5977","newsroom","type-newsroom","status-publish","has-post-thumbnail","hentry","news-category-press-coverage"],"acf":{"category":{"term_id":55,"name":"Press Coverage","slug":"press-coverage","term_group":0,"term_taxonomy_id":55,"taxonomy":"news-category","description":"External media coverage, interviews,\u00a0 features, etc.","parent":0,"count":9,"filter":"raw"},"publisher_logo":false},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>ConvoZen Announces Indigenous Frontier Models Redefining Enterprise Speech AI in India - ConvoZen<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/convozen.ai\/blog\/newsroom\/press-coverage\/indigenous-ai-for-india\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"ConvoZen Announces Indigenous Frontier Models Redefining Enterprise Speech AI in India - ConvoZen\" \/>\n<meta property=\"og:description\" content=\"When a customer calls your contact center from a small town in Maharashtra, they&#8217;re not speaking scripted English. 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