Medharvix Systems Private Limited
Applied AI systems
for India’s
real-world needs.
Medharvix Systems builds in-house AI models, platforms, and intelligent systems across language technology, speech, document intelligence, automation, and applied AI — helping institutions and enterprises deploy AI with confidence.
Building practical AI for India.
Medharvix Systems Private Limited is an applied AI company building practical, high-impact AI systems for India. We combine research, engineering, and deployment to create technologies that are locally relevant, scalable, and built for real-world use.
What we build.
Language AI
Machine translation systems for low-resource and underserved Indian languages, built on fine-tuned multilingual foundations with rigorous evaluation.
Speech AI
Text-to-speech and automatic speech recognition pipelines designed for the acoustic and phonological patterns of Indian languages.
Document Intelligence
OCR and document understanding for printed and handwritten material in Indian scripts, enabling digitisation and preservation of records.
OCR & Data Pipelines
Structured annotation workflows, data cleaning, and corpus preparation for training and evaluating language and document models at scale.
AI Platforms
Integrated platforms that combine multiple AI capabilities into deployable, maintainable systems for institutional and enterprise use.
Automation & Intelligent Systems
Workflow automation and intelligent decision-support systems that help organisations operate more effectively using AI where it matters.
Bhasaflow, a Medharvix Systems platform.
Bhasaflow is the flagship language AI platform of Medharvix Systems, focused on underserved Indian languages through machine translation, speech, and document intelligence. It is the primary public proof of our research and engineering capability.
- Task
- Khasi ↔ English
- Base
- NLLB · Fine-tuned
- BLEU
- 48.0
- Status
- Production
Verified progress, not roadmap intent.
Khasi machine translation, live and improving in public.
Evaluated on a held-out Khasi–English benchmark.
Khasi speech recognition in active development.
Document intelligence for Khasi printed and handwritten text.
Research, Academic & Community Network
Medharvix works with a broader network of student contributors, academic connections, language communities, and domain collaborators across applied AI research, language technology, speech systems, and evaluation workflows.
Logos and names shown here may represent student-linked participation, community involvement, research interaction, or ecosystem-level support, and do not by themselves imply formal institutional partnership or endorsement.
Bhashini
NIT Meghalaya
Chandigarh University
Shimla University
Radio Punjab
A company built to deliver AI, not just demonstrate it.
In-house AI capability
We build and fine-tune our own models. Our AI is not borrowed — it is trained, evaluated, and deployed by us.
Real model-building experience
Production models shipping today, with measurable benchmarks and active improvement cycles.
India-relevant execution
Designed for Indian languages, Indian institutions, and Indian deployment realities from day one.
Sovereign AI ambition
Long-term commitment to building AI infrastructure that India controls and benefits from directly.
Platform + Product + Research
Research that leads to products, products that run on platforms, platforms that serve real users.
Collaborator-backed development
Built with native speakers, academic institutions, and community partners — not in isolation.