Intelligence Engineered
Into Every Workflow.
20+ AI/ML systems deployed in production — from BERT-powered NLP pipelines and LLM-native SaaS products to Agentforce agents that make real business decisions, autonomously.
AI that Scales to Production
From NLP pipelines handling millions of queries to LLM-powered SaaS products — real AI implementations delivered across enterprise workflows.
AI-Powered JEE Admissions Counsellor with RAG-Grounded LLMs
admissionmantrana.ai (CareerMantrana)
Challenge
Over 1 million JEE aspirants every year face a paralysing decision funnel: 100+ NITs, IIITs, and GFTIs, six rounds of JoSAA counselling, float-vs-freeze calls, and category-state-rank permutations that existing rank-predictor sites flatten into static forms. Anxious students and risk-averse parents were left with generic college lists, no contextual guidance, and no clear next step — while high-intent leads evaporated before ever reaching a human counsellor.
Solution
Built admissionmantrana.ai for CareerMantrana: a conversational AI admissions counsellor that replaces form-based rank predictors with natural-language Q&A grounded on JoSAA cutoff data via a retrieval-augmented LLM pipeline. Built with a conversion-optimised growth funnel — JoSAA round countdown urgency, risk-surfacing suggested prompts, in-answer CTAs on borderline results, and a credit-wall that routes anxious queries into paid counselling bookings.
Implemented for
CareerMantrana
Enterprise-Grade 2FA App — Built with AI Agents
nauth.app (Nanostuffs)
Challenge
Building a production mobile authenticator for iOS and Android with enterprise security expectations — XOR encryption, zero-knowledge architecture, cross-device cloud sync, offline-first behaviour, and real-time TOTP — traditionally demands a specialised team, long sprint cycles, and deep security review before you ever reach the stores.
Solution
Built nAuth end-to-end with AI coding agents under human-led architecture and review: security-sensitive flows, native UX polish, and store release — iterating the full codebase for a production 2FA app with encrypted cloud backup, multi-account management, smart search, and animated countdown timers in a fraction of the usual calendar time.
Product
nAuth — 2FA authenticator, cloud sync, offline-first
4.9+ rating · Free download · Cloud sync included
OTT Customer Support Intelligence with BERT NLP
Hotstar, Sony LIV, MX Player
Challenge
Millions of customer queries flooding support channels during live events — manual triaging caused severe delays, inconsistent classification, and agents spending 70%+ of their time on spam and repetitive tickets rather than real issues.
Solution
Deployed a Google BERT-powered NLP pipeline integrated with Salesforce and Freshdesk: automated spam filtering, multi-level query classification, semantic intent mapping, and intelligent routing — with supervised + semi-supervised models that continuously improve from live data.
Implemented for
LLM-Powered Salesforce Org Documentation Engine
TechnicalDebts.com
Challenge
Salesforce orgs accumulating years of undocumented Apex classes, LWC components, and custom flows — leaving teams with high developer dependency, painful onboarding, and runaway technical debt that compounded with every new release.
Solution
Built TechnicalDebts.com: an AI-native SaaS product using Meta Llama 3.1 that auto-scans Salesforce org metadata, generates structured contextual documentation for every component, and continuously monitors changes — with a human + AI validation layer for accuracy.
Agentforce & Conversational AI Agents
Agentforce, GPT-4, Claude, Azure ML
Challenge
Enterprises sitting on valuable CRM data but lacking the AI layer to act on it — repetitive decisions made manually, support queues handled by humans, and AI tools deployed in silos without integration into real business workflows.
Solution
Custom-built Agentforce agents, AI copilots, and decision engines embedded directly into Salesforce workflows — autonomously handling support routing, lead qualification, case summarization, and operational decisions, with fallback escalation and full audit trails.
Implemented for
