Architecting Production-Ready GenAI Systems

  • AI SaaS Architecture & Multi-Tenant Systems
  • LLM Orchestration & Structured JSON Pipelines
  • Scalable Node.js Backends & Event-Driven Systems
  • Azure Cloud-Native Deployments with CI/CD Pipelines

Built high-availability systems serving thousands of users in production.

August AI Hackathon
Ribbon cutting at Incresco Bengaluru office
DIDAC India event
Startup Thiruvizha event
Bangalore Tech Summit
Microsoft event
Dinodial Hackathon
August AI Hackathon
Ribbon cutting at Incresco Bengaluru office
DIDAC India event
Startup Thiruvizha event
Bangalore Tech Summit
Microsoft event
Dinodial Hackathon

Shipped Ingenious Memoir — an AI voice journaling app — in 24 hrs at August AI Hackathon.

Launched Incresco's Bengaluru engineering hub — building AI-first products from day one.

Showcased CampEd's AI-powered EdTech platform at DIDAC India.

Pitched CampEd's AI-driven platform to investors and founders at StartupTN Thiruvizha.

Explored enterprise AI adoption and cloud-native trends at Bangalore Tech Summit.

Explored Azure AI services and enterprise cloud architecture at Microsoft.

Shipped a multi-lingual Voice AI Agent for healthcare booking at Dinodial Hackathon.

About Me

Engineering AI Systems That Scale

I build production-grade AI SaaS platforms with scalable backends, LLM workflows, and Azure cloud-native deployments — designed for reliability and real-world scale.

Explore My Work
About us illustration
4+

Years
Experience

10+

Projects
Delivered

1M+

Records
Processed

50K+

Users
Supported

Career

Professional Experience

My journey building scalable platforms, AI systems, and full-stack applications.

Software Development Engineer II

Incresco January 2024 - Present 1+ years

Architecture & Platform Engineering

  • Architected and standardized a micro-frontend architecture using Next.js, enabling independent deployment of CRM, Support, and Admin modules; reduced build times from 12 minutes to 3 minutes per module.
  • Engineered a zero-downtime ETL migration pipeline migrating 1M+ customer records and 120GB of data from vTigerCRM and Zoho with 100% data integrity across 10+ B2B client tenants through automated validation, checkpoint/resume capability, and batch processing.
  • Led system design and implementation of a custom quote-to-booking workflow with Hotel Reservation System integration, reducing sales cycle time by 40% and eliminating manual handoffs between sales and operations.

Platform & Strategic Initiatives

  • Email SaaS Platform: Led backend architecture for AWS SES based system processing 60K+ emails/month, with real-time analytics via SNS → Lambda pipeline.
  • ABDM-Compliant Healthcare System: Technical lead for compliance and integration; achieved all three ABDM milestone certifications (M1–M3) using FHIR R4 standards and blockchain-backed consent management.
  • AI Booking Agent: Designed and led production rollout of a RAG-based conversational AI using LangChain and Pinecone, handling 800+ conversations per week with measurable reduction in manual booking effort.
  • Real-Time Voice AI Platform: Built a LiveKit-based voice interaction system integrated with Google Vertex AI Gemini Live API for low-latency, AI-driven hiring and interview workflows.
  • Internal HRMS: Architected and delivered Frappe + Next.js HRMS with WhatsApp Business API integration, serving 40+ employees.

Software Engineer – Full Stack

Incresco July 2023 - December 2023 6 months

Aceprep (Q3 2023) - AI-Powered Mock Interview Platform

  • Built Aceprep from ground up, an AI-driven interview preparation platform with personalized coaching, mock interviews, and adaptive question banks across 12 industries
  • Developed end-to-end AI feedback pipeline: implemented video capture with WebRTC, audio extraction, OpenAI Whisper integration for speech-to-text conversion, and structured feedback generation achieving 85% user satisfaction scores
  • Created role-specific interview modules with 1,000+ tailored practice questions across SDE, Product, Marketing, and Finance roles, plus live coding environment with 50+ algorithm challenges supporting real-time execution

Outreach (Q4 2023) - Omnichannel Social Media Management Platform

  • Engineered scalable architecture for Outreach, a unified platform for publishing and managing content across LinkedIn, X, Instagram, Facebook, and Google Business
  • Integrated multiple third-party APIs (Meta Graph API, LinkedIn API, Google Business API) enabling one-click cross-platform publishing with approval workflows and AI-powered content ideation
  • Developed performance intelligence dashboard for data-driven optimization, tracking 50+ engagement metrics across all connected platforms with systematized Google Reviews reply feature processing 200+ reviews/month

Software Engineer

Incresco January 2022 - June 2023 1.5 years
  • Led React Native upgrade (v0.63 → v0.71) for Edvanza mobile app, resolving 30+ breaking changes and ensuring backward compatibility across 15 production modules serving 50K+ monthly active users
  • Delivered production critical features including Jobs marketplace, Career portal, and Learning Management System (LMS) across web and mobile platforms, driving 25% increase in user engagement
  • Rebuilt marketing website with Astro framework, achieving 60% improvement in page load times (3.2s → 1.3s) and 40% increase in organic traffic through SEO optimization and performance tuning
  • Introduced React Query for global state management, reducing redundant API calls by 45% and improving cache hit rates from 30% to 75% across the application
  • Implemented global search functionality and contributed to Cypress browser based testing framework, achieving 70% test coverage across critical user journeys

Software Engineer Trainee

Incresco November 2021 - January 2022 3 months
  • Engineered the Social Module for Edvanza mobile app using React Native: Social Feeds, Discussion forum, and Network features enabling 10K+ monthly peer interactions
  • Spearheaded the development of a component architecture with 20+ reusable components for the Edvanza mobile application, ensuring code consistency and reusability while integrating REST APIs for seamless data flow across social features
Skills

Technical Expertise

Technologies and tools I use to build scalable, production-ready systems.

Frontend

ReactNext.jsAstroTypeScriptTailwind CSSHTML/CSS

Backend

Node.jsPythonFastAPIExpress.jsREST APIsGraphQL

AI & ML

LangChainOpenAIRAGVector DBsPrompt EngineeringLLM Fine-tuning

DevOps & Cloud

DockerAWSCI/CDGitVercelPostgreSQL
Contact

Discuss Your Next AI Project

Whether you're building an AI-powered SaaS platform, scaling backend systems, or implementing production-ready LLM workflows, I'd love to collaborate and help architect a scalable solution.

Yokesh K S - Full Stack & AI Engineer

Let's Build Something Scalable

Have a project in mind? Let's talk about building scalable AI systems and production-grade cloud solutions.

Blog

Latest Articles

Insights on AI development, web technologies, and software engineering.

React Performance Tuning: Eliminate Frame Drops
development

React Performance Tuning: Eliminate Frame Drops

Fix React performance issues causing frame drops. Learn to use React Scan, memoization, and reference stabilization for smoother UIs.

Persist Form Data in React with Ease
development

Persist Form Data in React with Ease

Save form data in React using react-hook-form-persist. Integrate local storage seamlessly to preserve user progress across sessions.

Adding Custom Workspaces in Your Frappe App
development

Adding Custom Workspaces in Your Frappe App

Step-by-step guide to creating custom workspaces in Frappe. Learn to link modules, set permissions, and display workspaces in your app.