Robotics and AI Infrastructure Layer for the Global South
An Indian deep technology company is building domain-specific robotics and edge AI platforms for healthcare, elder care, and public service delivery across India, Latin America, Africa, and Southeast Asia.

The global artificial intelligence market is projected to exceed four hundred billion dollars by 2027, yet the overwhelming majority of that investment is concentrated in clouddependent, English-first products built for urban consumers in North America, Europe, and

East Asia. Across the Global South—home to more than four billion people spanning subSaharan Africa, Latin America, South Asia, and Southeast Asia—the infrastructure assumptions underpinning mainstream AI simply do not hold. Broadband penetration is low, smartphone access is uneven, hundreds of languages remain unrepresented in existing models, and institutional trust in cloud-based data collection is fragile. This is not a niche gap. It is one of the largest underserved technology markets on the planet.

Kalinga Sovereign AI Pvt. Ltd. (CIN: U62013OD2026PTC052646), headquartered in Bhubaneswar, India, was founded to build the infrastructure layer for this market. The company operates under a single defining statement—AI Infrastructure Built for the Global South—designing and deploying domain-specific, edge-native AI systems purposebuilt for populations and geographies that the mainstream technology industry has deemed unservable. The company’s product portfolio spans deep technology robotics, multilingual AI platforms, defence systems, and professional education, with target deployment geographies including India, Latin America, Africa, and Southeast Asia.

The company’s flagship product in development, SEVA-SAHAYAK (SevaBot), is an autonomous wheeled medical humanoid robot designed for deployment in government district hospitals across India, built on a Privacy by Physics architecture—meaning one hundred per cent of patient data is processed on the device itself, with zero transmission to any external cloud or server. The system’s design employs the company’s proprietary Triveni architecture across three processing units: an Eyes module for computer vision and contactless vitals monitoring including remote photoplethysmography and thermal imaging; a Brain module running custom healthcare and language models on a Neural Processing Unit for real-time patient interaction in local languages; and a Muscle module controlling mecanum-wheeled locomotion and servo-driven gestures. The robot is designed to operate on an air-gapped internal network and bridge to hospital electronic medical records via HL7 FHIR protocols. The complete technical design document for SEVASAHAYAK has undergone evaluation by a state government IT agency, and the company will commence physical development upon receipt of its first government work order and R&D funding tranche.

The company’s second robotics platform in development, SEVA MITRA, adapts the core Triveni architecture for elder care deployment in Latin America and the Caribbean. The platform is being developed in response to the Silver Agenda—the region’s rapidly accelerating demographic challenge of ageing populations who lack daily access to family caregivers. Kalinga Sovereign AI is currently in conversation with IDB Lab, the innovation laboratory of the Inter-American Development Bank, and Chile’s Start-Up Chile programme to bring SEVA MITRA to the LAC market. The ability to repurpose the same core robotics architecture across healthcare in India and elder care in Latin America demonstrates the company’s approach to building replicable deep technology platforms rather than singlemarket products.

The company’s third product line, Janjati Gyan Kendra (JGK), is an offline AI-powered public service delivery kiosk designed for deployment at the Gram Panchayat level across India’s tribal districts. Each unit operates through a ruggedised AI backpack kit—a portable system containing a laptop running an offline large language model, a portable projector, a public address speaker, and a wireless microphone—operated by a locally recruited field assistant. The system delivers government welfare information and education content in Odia, Hindi, Gondi, and Sambalpuri, directly addressing the language barrier that renders most digital government services inaccessible to Scheduled Tribe populations. A Detailed Project Report for a ten-Gram Panchayat pilot in a tribal district of eastern India has been submitted to the state government, and the company is pursuing additional government contracts across multiple districts.

Underpinning the company’s entire product suite is a domain-specific multilingual AI system currently in development, built by fine-tuning open-source foundation models with targeted coverage of all twenty-two officially scheduled languages of India. The internetconnected version serves as the development and training platform, drawing on structured domain knowledge across healthcare, welfare, education, and public administration. The version deployed on the company’s devices—robots, kiosks, and edge terminals—is designed to run entirely offline, with all domain knowledge pre-loaded on the device itself, requiring zero internet connectivity to respond to citizen queries in their own language. For specific deployment regions, tribal and regional language modules—including Gondi, Sambalpuri, Ho, and Kui—are layered on top of the base system as localised add-ons. This architecture allows the same core AI to power every product the company builds, from hospital robots in India to elder care systems in Latin America, with language and domain configuration adapted per deployment.

Beyond civilian applications, the company has submitted applications to India’s Innovations for Defence Excellence (iDEX) programme. On the education front, the company has built NEXUS Academy, a multi-market edtech platform offering professional programmes in artificial intelligence and machine learning, cybersecurity, data science, full-stack development, and bug bounty hunting, with pricing structured across six international markets using purchasing power parity adjustments.

Kalinga Sovereign AI is led by its Founder and CEO, Biswas Mishra. Mishra’s approach to company-building is defined by a deliberate sequencing: secure government contracts and international development partnerships first, build revenue and prove hardware scalability in the field, and retain maximum founder equity before approaching global deep technology venture capital firms for growth-stage funding. The company’s amended Memorandum of Association covers five broad domains—AI and software products, robotics and healthcare technology, defence technology and strategic systems, education and skill development, and enterprise technology consulting—reflecting a platform-level ambition rather than a singleproduct bet.

As India’s national AI ambitions accelerate under the IndiaAI Mission and as international development institutions seek deployable technology for the Global South’s most underserved populations, Kalinga Sovereign AI is positioning itself in a space that the mainstream AI industry has left entirely unoccupied: deep technology robotics and edge AI infrastructure for markets where connectivity, language coverage, and data sovereignty are structural requirements, not optional features. The company’s immediate priority is the development and deployment of its robotics platforms—SEVA-SAHAYAK for government hospitals in India and SEVA MITRA for elder care in Latin America and the Caribbean— which it views as the products that will define its position as a serious deep technology infrastructure company built from India for the Global South.

Company Details

Kalinga Sovereign AI Pvt. Ltd.

CIN: U62013OD2026PTC052646

Bhubaneswar, India

kalingasovereignai.com | kalingasovereignai@gmail.com