Open to opportunities

Prem Kumar

@premkumar15

Message

I build enterprise AI agents, RAG pipelines, and multi-agent systems from prototype to production.

Singapore

Message

What I'm looking for

I'm looking to build production AI agents, agentic pipelines, and ML systems where I can own work from prototype through deployment, evaluation, observability, and infrastructure.

I've shipped AI agents and production ML systems for enterprise clients across insurtech, Web3, fintech, and e-KYC. At Ancileo, I built a WhatsApp conversational agent that handles travel insurance claims end-to-end and architected its LangGraph-based claims pipeline on Azure Kubernetes.

Previously at Azara AI, I delivered task-based agents integrated with WhatsApp and Gmail, increasing engagement by 35%. I also pioneered the company's first RAG pipeline and built its AWS observability stack with LangSmith, Grafana, Prometheus, and Jaeger.

At WISE AI and Neofin, I shipped liveness detection and facial-recognition systems for e-KYC and loan origination, including deployments to private, government, fintech, and neo-banking clients. I led data sourcing across more than 30 global sources and helped drive ISO 30107-3 certification.

I'm also building Hiregents, an AI-agent marketplace for Telegram, and SaaSClips, a launch-video generator for SaaS founders. I enjoy engineering the full path from agent workflows and evaluation to billing, deployment, and infrastructure provisioning.

Experience

Work history, roles, and key accomplishments

Current

Senior AI Engineer

Current

Ancileo

Feb 2024 - Present (2 years 6 months)

Shipped a conversational AI agent on WhatsApp for travel insurance claims and architected an agentic claims pipeline on LangGraph with RAG for policy grounding.

LangGraph RAG Azure Kubernetes Multi agent orchestration Conversational AI WhatsApp Integration

Lead AI Developer

Chromia

Nov 2023 - Feb 2024 (3 months)

Designed and maintained Chromia's AI backend infrastructure, set up servers and services, and built proofs of concept and MVPs aligned with proper frameworks.

Backend Development AI Infrastructure Proof of Concept MVP Development

Lead AI Engineer

Azara AI

Aug 2022 - Nov 2023 (1 year 3 months)

Delivered task-based AI agents for enterprise workflows, integrated with WhatsApp and Gmail, and pioneered the company's first RAG pipeline with document retrieval and summarization.

AI Agents RAG Langsmith Grafana Prometheus Jaeger AWS Ragas WhatsApp Gmail

Machine Learning Engineer

WISE AI

Aug 2019 - Aug 2022 (3 years)

Shipped Liveness Detection and Facial Recognition for e-KYC, led data sourcing across 30+ global sources, and drove the team to ISO 30107-3 certification.

Liveness Detection Facial Recognition KYC