Our Work

AI software, built for the public good

Most of our work is delivered for departments and offices of the Government of Maharashtra: Marathi-first, multilingual platforms that put modern AI to work on real public-service problems, alongside commercial products built on the same foundations.

e-Governance

District Collectorate AI Platform

District Collector's office, Government of Maharashtra

An AI workflow platform for a District Collector's office, built around a retrieval-augmented knowledge base over roughly 46,000 Marathi Government Resolutions, with a copilot that drafts official documents grounded in those resolutions, a meeting-intelligence pipeline, and a voice-first WhatsApp citizen chatbot in Marathi. PII is masked before any model call.

  • RAG over ~46,000 Marathi GRs with a four-stage anti-hallucination ladder
  • Document copilot for Action-Taken Reports and notices
  • Speech-to-text meeting minutes, decisions and action items
  • Marathi voice WhatsApp citizen chatbot with intent routing
  • Collector dashboard and morning brief

~46,000 Marathi GRs ingested

Node.js/ExpressPostgreSQL + pgvectorGemma 2 27B (vLLM)Sarvam STT/TTSBhashiniGoogle Vision OCR
e-Governance

Divyang Kalyan Grievance Portal

Department for the Welfare of Persons with Disabilities, Government of Maharashtra

A statewide grievance platform where a citizen describes a problem by voice in Marathi over WhatsApp; the system transcribes, summarizes, classifies it against the official taxonomy, and routes it to the correct officer with a full audit trail. Classification runs on a self-hosted zero-shot model doing two-pass hierarchical matching against a live, editable taxonomy.

  • Marathi voice intake over WhatsApp (Bhashini AI4Bharat Conformer ASR)
  • Self-hosted zero-shot, two-pass hierarchical classification
  • Structured extraction: summary, urgency, sentiment, intent, entities
  • Jurisdiction-based routing with full audit logging
  • Role-scoped React dashboards for every officer tier
Node.js/ExpressPostgreSQLFastAPIPyTorch + HuggingFaceBhashiniReact
e-Governance

Divyang NGO Portal

Department for the Welfare of Persons with Disabilities, Government of Maharashtra

A portal for the disability-welfare department that registers the NGOs and welfare institutions serving persons with disabilities and manages the full lifecycle of welfare schemes: applications, verification, approvals, beneficiaries and disbursements. It runs across a multi-tier officer hierarchy (Commissioner, District Collector, DDEO) with analytics dashboards and a multilingual, accessibility-minded UI.

  • NGO and welfare-institution registration and verification
  • Scheme catalog across financial, equipment, employment, education and healthcare
  • Application processing with verification, approval and beneficiary tracking
  • Disbursement tracking with QR-coded PDF documents and Excel reports
  • Multi-tier officer dashboards with analytics and reporting
React 19Node.js/ExpressPostgreSQLGoogle GeminiAWS S3/SESi18next
e-Governance

Smart Office

Offices of elected representatives (MLAs)

A multi-tenant platform for the offices of elected representatives that manages citizen complaints, visitors, meetings, document registers, development works, and government-scheme beneficiaries, with one database per tenant. Google Gemini triages complaints from text, image and audio, and a SHA256 ledger verifies the integrity of complaint-document PDFs. Localized in Marathi, Hindi and English.

  • AI complaint triage from text, image and audio
  • Per-tenant PostgreSQL databases (database-per-tenant)
  • Inward/outward document register with PDF dispatch
  • SHA256 document-verification ledger
  • Trilingual UI (Marathi, Hindi, English)
ReactNode.js/ExpressPostgreSQLGoogle GeminiAWS S3/SESPuppeteer
Healthcare

ENMED: Clinic Management SaaS

ENMED (private healthcare platform)

A multi-tenant SaaS platform for Indian medical clinics with separate portals for doctors, clinic admins, patients and a super-admin console. It covers voice-to-prescription, a live patient queue, appointment booking, prescription safety checks, revenue tracking, dose reminders, and an All-India drug index, with strict multi-tenancy throughout.

  • Voice-to-prescription pipeline (Sarvam STT + Vertex AI Gemini)
  • Prescription safety checks with allergy cross-reactivity flags
  • Live patient queue, token display and appointment booking
  • Strict multi-tenancy with KYC and PHI access logging
  • Revenue ledger, expense OCR and inventory management

~248K-medicine All-India drug index

Node.js/ExpressPostgreSQL (raw pg)ReactViteReact QueryAWS
Public Safety

Nyaay Sahayak: Police AI

BHASHINI LEAP Hackathon (modeled on Maharashtra Police)

A dual-persona platform that lets citizens file voice complaints in Indian languages and helps police officers draft FIRs, map BNS/BNSS legal sections, and generate investigation checklists. A FastAPI backend integrates Bhashini speech services and a pgvector RAG store over Indian law, with NCRB-format FIR PDF generation.

  • Voice complaint intake with language detection (Bhashini)
  • RAG legal-section mapping (IPC to BNS/BNSS) over pgvector
  • NCRB-format Devanagari FIR PDF generation
  • BNSS-grounded investigation checklists with deadlines
  • Pluggable LLM backend for air-gapped deployment
PythonFastAPIPostgreSQL + pgvectorBhashiniVertex AI / GeminiOllama