I’m an AI Product Engineer who builds production-grade full-stack web platforms and LLM-based systems with strong emphasis on retrieval (RAG), safety/guardrails, and measurable outcomes. I enjoy turning complex workflows into scalable architectures with clean APIs, reliable deployments, and user-focused experiences. I’ve worked across AI automation (document extraction, financial Q&A over live data, agentic issue triage) and enterprise app engineering (RBAC, approval engines, matching workflows, KPI dashboards). I’m comfortable shipping with FastAPI/React/Node.js, and containerizing systems with Docker/Kubernetes while keeping evaluation and testing at the core.

Kola Nikhil Jai

I’m an AI Product Engineer who builds production-grade full-stack web platforms and LLM-based systems with strong emphasis on retrieval (RAG), safety/guardrails, and measurable outcomes. I enjoy turning complex workflows into scalable architectures with clean APIs, reliable deployments, and user-focused experiences. I’ve worked across AI automation (document extraction, financial Q&A over live data, agentic issue triage) and enterprise app engineering (RBAC, approval engines, matching workflows, KPI dashboards). I’m comfortable shipping with FastAPI/React/Node.js, and containerizing systems with Docker/Kubernetes while keeping evaluation and testing at the core.

Available to hire

I’m an AI Product Engineer who builds production-grade full-stack web platforms and LLM-based systems with strong emphasis on retrieval (RAG), safety/guardrails, and measurable outcomes. I enjoy turning complex workflows into scalable architectures with clean APIs, reliable deployments, and user-focused experiences.

I’ve worked across AI automation (document extraction, financial Q&A over live data, agentic issue triage) and enterprise app engineering (RBAC, approval engines, matching workflows, KPI dashboards). I’m comfortable shipping with FastAPI/React/Node.js, and containerizing systems with Docker/Kubernetes while keeping evaluation and testing at the core.

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Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
Intermediate
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Language

Work Experience

AI Product Engineer Intern at Intants Pvt. Ltd.
June 1, 2026 - Present
Built a Jira-like internal project management tool with full-stack web architecture including RBAC and wired workflows across 6+ modules (Kanban boards, epics, stories, tasks, issues, backlogs), and integrated an in-app LLM for doubt clarification. Architected and built FinAnts, a full-stack AI-powered accounts-receivable platform (FastAPI, React, PostgreSQL) spanning 25+ REST API modules and 45+ data models, automating invoice processing, collections, and procurement for manufacturing SMEs with ERP (Tally), GST validation, and payment-link integrations. Engineered an AI document-extraction pipeline using Google Gemini vision models to extract vendor, GSTIN, line items, and GST data from invoices with per-field confidence scoring, reducing manual data entry by 90% and errors. Developed a retrieval-grounded LLM assistant for financial Q&A over live data (DSO, outstanding AR, customer risk) with invoice citations and anti-hallucination safeguards. Implemented enterprise-grade RBAC and a
Software Engineering Intern at CDPL – Chakravyuha Dynamics Pvt. Ltd.
February 1, 2026 - May 1, 2026
Developed and deployed a full-stack web platform using Next.js and React.js on Vercel, including custom domain mapping and CI/CD pipelines, delivering 10+ production releases with continuous UI/UX enhancements. Built scalable backend services and optimized REST APIs using Node.js and FastAPI, reducing average API response time by 30% and improving reliability under production traffic. Engineered a kiosk-based drone simulation interface using Python Tkinter with real-time telemetry rendering and operator control across 5+ flight scenarios. Prototyped and integrated LLM-based agentic intelligence into drone control systems using LangChain, delivering a working proof of concept for autonomous real-time decision-making and adaptive responses.

Education

Bachelor of Technology, Information Technology (GPA: 8.57/10) at Vignan Institute of Technology & Science
July 1, 2024 - May 1, 2027
Bachelor of Technology, Information Technology at Vignan Institute of Technology & Science
July 1, 2024 - May 31, 2027

Qualifications

AI Engineer Certification – Machine Learning, Deep Learning & Agentic AI (Udemy)
January 11, 2030 - August 27, 2026
Scalar Certified: Java Fundamentals
January 11, 2030 - August 27, 2026
AI Engineer Certification – Machine Learning, Deep Learning & Agentic AI (Udemy)
January 11, 2030 - August 27, 2026
Scalar Certified: Java Fundamentals
January 11, 2030 - August 27, 2026

Industry Experience

Software & Internet, Financial Services, Manufacturing, Computers & Electronics, Professional Services