Our work

Case studies

Engagements across the public sector, financial services, education and enterprise systems: sovereign AI, agentic systems, custom models and full-stack platforms. Client names are withheld to protect confidentiality.

All case studies

Public Sector / Legal AI

Legal Reasoning AI for Tax Adjudication

A domain-adapted legal reasoning system that turns taxpayer data into structured adjudication drafts, cutting drafting time from up to 72 hours to about 30 minutes per notice.

Legal AIDomain-Adapted ModelAgentic WorkflowGovTech
Education / Sovereign AI

Sovereign Student Assistant: On-Premise RAG for Higher Education

A self-hosted AI assistant that answers students' questions from a college's own web pages, running entirely on the client's GPU server, with 98.5% retrieval accuracy and 95.3% answer accuracy on our test sets.

On-Premise AIRAGAI in EducationModel Evaluation
AI Governance / Trust Infrastructure

Sovereign Agent Audit Fabric: A Tamper-Evident Ledger for AI Agents

A tamper-evident audit ledger that records every action an AI agent takes, with full context and signatures, inside the institution's own perimeter, so decisions can be proven to auditors and regulators.

AI GovernanceAI AgentsAudit TrailAI Compliance
Conversational AI / AI Agents

Voice and Chat AI Agents Across Every Channel

An agent-builder platform that runs voice and chat AI agents across SMS, WhatsApp, Telegram and phone, grounded in a private knowledge base, with sub-second voice responses and far fewer hand-offs to people.

Voice AIAI AgentsOmni-ChannelPrivate Knowledge Base
Agentic Systems / Enterprise Software

Agentic Implementation Assistant: Guided Setup for Enterprise Software

A chat-based AI agent that guides teams through product catalog and pricing setup in a major CRM platform and writes the configuration documents, in production about six weeks after contract.

Agentic AIEnterprise SaaSMulti-TenantKnowledge Grounding
Education / Applied AI

Adaptive Learning Engine: Bayesian Modelling of Learner Proficiency

An adaptive learning engine that uses Bayesian networks and Markov decision processes to estimate each learner's proficiency in real time, find missing prerequisites and choose the best next step.

AI in EducationAdaptive LearningBayesian AIDecision Optimisation
Public Sector / Financial Inclusion

National Digital Disbursement Infrastructure: Paperless Interest-Subsidy Claims

A secure national platform that replaced banks' paper-based quarterly interest-subsidy claims with digital claims, automatic verification and live oversight, for millions of rural self-help groups.

GovTechFinancial InclusionDigital TransformationSecurity Audited
Education / Full-Stack Engineering

Online Assessments for 100,000 Rural Students on 2G and 3G Networks

An assessment platform that moved 100,000 students in rural schools to online tests, designed for 100,000 requests a minute and built to keep working on weak 2G and 3G signals without losing answers.

EdTechOnline AssessmentLow-BandwidthScalability
Education / Enterprise Systems

Multi-Tenant Content Platform for a Large EdTech Ecosystem

A multi-tenant content platform that unified videos, interactive modules and assessments across a large learning ecosystem, with strict tenant isolation, role-based publishing and 50,000 requests a minute at peak.

Multi-Tenant CMSEdTechScalable ArchitectureAccess Control
Enterprise Systems / Payments

Commerce and Entitlements Engine for an EdTech Platform

An API-first commerce engine for digital courses: flexible bundles and pricing, payment reconciliation across UPI, bank transfer and instalments, and instant access once a payment clears, with about 80% less order-handling effort.

E-commerceAPI-FirstEdTech PlatformPayments
Enterprise Systems / Analytics

Self-Service Report Builder for a US Education SaaS Platform

A self-service report builder that lets staff at US educational institutions build complex cross-table reports without writing SQL or waiting for IT, with joins worked out automatically and reports saved for reuse.

Self-Service AnalyticsData AnalyticsSaaS PlatformMulti-Tenant
Education / CRM

Admissions Platform for a National Network of Schools

A national admissions platform for hundreds of partner schools, with verified leads, built-in readiness assessments and two-way CRM sync, which cut follow-up time by 70%.

CRMLead ManagementEdTechAdmissions
Legacy Systems / Data Migration

Legacy Data Migration for US Educational Institutions

A migration pipeline that moves US educational institutions off old DBF-based systems, converting student records and linked files, checking every record before it loads and logging every step.

Data MigrationETLPlatform OnboardingLegacy Systems

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Jungroo AI Labs

Partnerships, projects and products

Leadership

Sethuraman T A

Chief Executive Officer

Engineering

Cibe Hariharan

Chief Technology Officer