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Research
Our research hub publishes directions and explorations - not finished claims dressed as conclusions. Status labels are intentional. If something is an exploration, we say so.
An exploration of how product interaction patterns change when Indian languages, dialects, and oral preference are treated as primary design constraints rather than localisation afterthoughts.
A field-oriented exploration of administrative and operational friction in MSMEs - and where AI could remove work without removing judgment.
A research direction on provenance, verification UX, and organisational responsibility when synthetic media becomes ordinary.
Questions about personalisation, teacher load, vernacular explanation, and evidence standards for learning tools in Indian contexts.
An exploration of retrieval, drafting, and auditability needs for lawyers, accountants, and operators working across bilingual documents and portals.
An exploration of how citizens encounter scheme information, forms, and eligibility rules - and what responsible assistants would need.
Design research questions for voice-first, low-literacy, low-bandwidth, and disability-inclusive interfaces in India-scale products.
Notes on discovery tools, evaluation datasets, and collaboration systems that would strengthen Indian applied research.
