Prøve GULL - Gratis

The rise of first-generation vernacular AI

Voice and Data

|

March 2024

Despite hurdles in data management and funding, the rise of vernacular AI in India promises to revolutionise business communication and responsiveness

- VERNIKA AWAL

The rise of first-generation vernacular AI

With 2023 firmly being the year that solely belonged to generative artificial intelligence (AI), it is no surprise that a host of Indian startups, some now fuelled by early-stage venture capital money, are going after creating 'Indian' AI models. Beyond the nationalist noise, each of these startups is looking to capture a piece of a potentially significant pie-that of businesses looking for India-specific AI tools and models.

The central government, too, is in on this game. Last year, Union Minister of State for Information Technology, Rajeev Chandrasekhar, underlined the Centre's work on the India AI Programme, which aims to establish Indic language datasets and indigenous AI compute infrastructure to meet the country-specific AI needs. The Centre, through the Ministry of Electronics and Information Technology (MeitY), also runs Bhashini, a central repository of organised Indic language data.

All of this points to the rise of the first generation of vernacular AI models, one that could either just serve the hype cycle and die out, or power the future of India's local language Internet.

WHY DO WE NEED VERNACULAR AI?

First and foremost, vernacular Al, or India-specific generative Al, refers to the creation of AI models that will cater to Indian languages, and take into account the country's range of biases in terms of culture and sociopolitical factors. This is imperative because the most prominent AI models globally, which include OpenAl's Generative Pre-trained Transformer (GPT), Meta's Llama and Google's Gemini, were trained primarily on a global dataset, which enterprises and the government believe may not adequately represent biases specific to Indian culture, which is important for local usage.

FLERE HISTORIER FRA Voice and Data

Voice and Data

Voice and Data

DPDP Act sets new guardrails for India's Al ecosystem

India's data law reshapes the foundations of Al by enforcing trust, clarity, and responsible innovation across every layer of its evolving digital ecosystem.

time to read

3 mins

December 2025

Voice and Data

Voice and Data

Securing the nation in an age of silent cyber conflict

India's expanding digital ecosystem now sits at the centre of global cyber conflict, demanding resilience, sovereign control, and Al-driven defence at scale.

time to read

3 mins

December 2025

Voice and Data

Voice and Data

"We are building a Rapido, not a bus, for space"

Immanuel Louis, Co-founder and COO of Astrophel Aerospace, is attempting to rewire how India thinks about satellite launches-from large-ride dependency to faster, indigenous access to orbit. Alongside his co-founder, Louis is building a vertically integrated space-tech startup focused on Made-in-India rocket components, reusable engines, and sub-systems optimised for small and CubeSat missions.

time to read

6 mins

December 2025

Voice and Data

Voice and Data

Driving speed, stability, and next-gen wireless efficiency

Built on multi-link architecture, expanded spectrum, and higher-order modulation, Wi-Fi 7 lays the foundation for the next phase of immersive and connected living.

time to read

4 mins

December 2025

Voice and Data

Voice and Data

UNSHACKLING SATCOM: THE POLICY RESET INDIA NEEDS FOR VIKSIT BHARAT

India's connectivity gap demands a regulatory shift that can enable satellite networks to reach regions where terrestrial infrastructure cannot viably operate.

time to read

6 mins

December 2025

Voice and Data

Voice and Data

Telcos to Techcos: The long climb to a new success story

As operators climb out of the commodity-connectivity trap, they are rebuilding networks, services, and platforms to script a sustainable growth story.

time to read

3 mins

December 2025

Voice and Data

Voice and Data

When automation turned against the world wide web

A routine Cloudflare update triggered a global outage, exposing the security and stability risks of centralised cloud and why resilience must be re-engineered.

time to read

7 mins

December 2025

Voice and Data

Voice and Data

6G to need 2-3 GHz more mid-band spectrum by 2040

GSMA forecasts 2-3 GHz more mid-band spectrum needed by 2040 to avoid urban congestion and enable global 6G readiness.

time to read

1 min

December 2025

Voice and Data

Voice and Data

"Neutral networks will anchor 5G, satcom and 6G growth"

Salil Ahuja, Chief Strategy Officer at Shaurrya Teleservices, oversees strategy at one of India's emerging neutral digital infrastructure providers and among the early TRAI-empanelled Digital Connectivity Rating Agencies (DCRAs). With connectivity quality, fragmented in-building networks, private 5G readiness, satcom convergence, and AI-driven infrastructure becoming central to India's digital ecosystem, he is shaping how buildings, enterprises, and operators prepare for the next wave of digital services.

time to read

4 mins

December 2025

Voice and Data

Voice and Data

Shaping India's near-future digital playbook

As India enters 2026, these ten technologies will advance network design, strengthen digital infrastructure, and unlock new layers of enterprise value.

time to read

11 mins

December 2025

Listen

Translate

Share

-
+

Change font size