Marathi in the Age of AI

Reflections from the 4th Global Marathi Conference

I recently had the privilege of serving as a panel expert at the 4th World Marathi Conference (Vishwa Marathi Sammelan) in Nashik. The session on “Artificial Intelligence and Its Use in Marathi” was not just informative. It was deeply engaging, thought-provoking, and emotionally charged.

As I looked at the audience, I could sense two strong emotions: excitement and fear. Excitement about possibilities. Fear about uncertainty. What made the session truly enriching were the thoughtful and sharp questions asked during the open discussion. It was clear that Marathi society is not passive but it is thinking, questioning, and preparing.

The session was widely covered in the media, including by Loksatta, which highlighted the growing conversation around AI and Marathi.

Loksatta: https://www.loksatta.com/nashik/vishwa-marathi-sammelan-artificial-intelligence-discussion-santosh-salvi-sunil-khandbahale-ai-use-in-marathi-amy-95-5744126/

Deshdoot: https://deshdoot.com/fourth-world-marathi-conference-knowledge-services-and-opportunities-in-various-fields-will-be-available-in-the-marathi-language-through-artificial-intelligence-santosh-salvi/

Sakal: https://www.esakal.com/uttar-maharashtra/nashik/world-marathi-conference-ai-in-marathi-language-artificial-intelligence-discussion-raosaheb-thorat-hall-nmk01

The Esteemed Panel

It was an honour to share the stage with distinguished personalities:

Santosh Salvi – State Representative (USA) and MLA, who emphasized AI as an opportunity for knowledge expansion and public service.
Dr. B. G. Shekhar – Retired Special Inspector General of Police, who reflected on AI’s role in cybersecurity and language preservation.
Sachin Joshi – Technology expert who demonstrated practical AI applications with live examples.
Vaibhav Shelke – Advocate of Marathi knowledge systems modernization and AI integration.
The session was thoughtfully conducted by Mr. Yogesh Shukla, whose insightful and layered questions elevated the discussion.

I extend my heartfelt gratitude to the Marathi Bhasha Department, Government of Maharashtra, and NDMVP Institute, Nashik, for organizing such a timely and meaningful dialogue.

My Core Message: From Taking Marathi to People… to Feeding Marathi to Machines

For decades, we worked to take Marathi to people.
Now, in the age of AI, we must feed Marathi to machines, so that machines understand Marathi and carry it forward into the future.

Artificial Intelligence is not merely a tool of convenience; it is a new stage in the expansion of language.

1️⃣ Use Cases of AI for Marathi

Translation – Bridging global knowledge with Marathi and vice versa
Grammar & Spell Check – Maintaining linguistic standards
Speech-to-Text (ASR) – Documenting dialects
Text-to-Speech (TTS) – Accessibility and digital media
AI-assisted Journalism & Writing
Semantic Search in Marathi

But all of this depends on one foundational requirement:
👉 High-quality digital corpora with proper metadata.

2️⃣ Challenges Before Marathi

Severe data scarcity (Marathi forms a minuscule fraction of internet content)
Dialect diversity
Grammatical complexity
Lack of standardized metadata
Limited open datasets

The first step forward is structured data creation at scale.

3️⃣ AI for Literary Preservation

AI is not a replacement for literature. It is a preservation instrument.

Digitization of rare manuscripts
OCR correction
Global translation
Stylistic analysis
Simplified summaries for students
Archiving oral traditions

Let Marathi literature live in the digital ecosystem, not only in museums.

4️⃣ Is Technology–Language Integration Possible?

Not only possible, but inevitable.

Technology is neutral. It depends entirely on how we use it.

We must:

Align technology with linguistic structure
Structure language for technological processing

This requires collaboration between linguists, technologists, researchers, and policymakers.

5️⃣ AI: Threat or Opportunity?

AI is not the threat.
Irresponsible usage is.

In education:

Personalized learning
Equal knowledge access for rural students
Quality digital tools for Marathi-medium education

But we must guard against:

Blind dependency
Decline in critical thinking

In the age of AI, the most crucial responsibility is this:
👉 Keep our consciousness awake. Keep our morality alive. Keep asking questions.

6️⃣ Employment & Future Opportunities

AI opens new career paths:

Data labeling & annotation
Marathi AI model training
Metadata creation
Content curation
Language-tech startups
Digital corpus management

A Marathi-speaking youth need not fear AI. They can build it.

Institutional & Individual Action Path

At Institutional Level:

Create open Marathi corpora
Develop standardized metadata frameworks
Encourage interdisciplinary research
Support startups in language AI

At Individual Level:

Contribute clean digital Marathi content
Record dialects
Participate in open knowledge initiatives
Learn AI tools instead of fearing them

A Deeper Reflection

Marathi is a compassionate language. It has always absorbed, adapted, and embraced.

If our language is compassionate, then as Marathi people, we too must embody that compassion.

Let us not approach AI with fear, but with awareness.
Let us not lose our humanity, but strengthen it.

In the AI age, we must rise to become Vasudhaiva Kutumbakam — One Global Family.

AI is here to assist humans.
The question is — “are we ready to guide it with wisdom?”

—
Sunil Khandbahale
Entrepreneur | Researcher | Language Technology Experimenter