---
title: "PR Swaminathan - Business Process Service Analyst in Chennai | Tal"
description: "Meet PR Swaminathan, Prompt Engineer | AI Workflow Automation | LLM Evaluation | Open to Netherlands Roles (HSM Visa Eligible) based in Chennai."
image: "https://tal.club/meet/pr-swaminathan/share-image"
---

# PR Swaminathan on Tal

## Headline

Prompt Engineer \| AI Workflow Automation \| LLM Evaluation \| Open to Netherlands Roles \(HSM Visa Eligible\)

## About

I build AI\-powered systems that bridge efficiency and automation — applying enterprise rigor from my work at HCL Technologies to innovative personal projects\. Professional Impact: At HCL \(USAA Insurance Project\), I architected a multi\-model LLM pipeline that automated crash report extraction from unstructured police reports, feeding structured data directly into Guidewire Claims\. This initiative reduced manual processing time by 40% and reduced rework errors by 25% across the analyst team through systematic prompt evaluation \(GPT\-4, Claude, Gemini\)\. Independent Innovation: I am currently building Luxembourg Job Hunter AI, a tool leveraging the Claude API and prompt engineering to automate CV\-job matching, identify keyword gaps, and generate tailored application materials — demonstrating end\-to\-end AI workflow integration and structured JSON output parsing\. Technical Focus: Prompt Engineering \| LLM Evaluation \| AI Workflow Automation \| React \| Google Cloud Platform \| API Integration \(Claude, OpenAI\) Relocation & Sponsorship: Authorized to work in India\. Actively seeking employment in Luxembourg 🇱🇺, the Netherlands 🇳🇱, or Ireland 🇮🇪 with full visa sponsorship under the EU Blue Card, Highly Skilled Migrant \(Kennismigrant\), or Critical Skills programs\. Education: MBA \(HR & Marketing\) \| B\.Com \(Finance\) Let's connect if you're scaling AI\-driven automation in Insurance, FinTech, or HR Tech across Europe\. 📩 prswaminathan001@gmail\.com \| github\.com/pkswaminathan001

## Location

Chennai

## Work experience

Business Process Service Analyst at HCLTech, Aug 2024 \- Present · 1 yr 10 mos, Chennai, Tamil Nadu, India, Promoted to lead AI Automation initiatives for USAA insurance workflows\. • Directed AI\-powered automation workflows using Claude, ChatGPT & Gemini to extract and structure crash\-report data for Guidewire integration — reducing manual processing time by 70%\. • Designed prompt engineering frameworks for insurance claims validation, enabling consistent Multi\-LLM outputs across USAA workflows\. • Validated and reconciled claims data across GWCC, Guidewire, Police Reports & CV systems — transforming inconsistent inputs into structured outputs for leadership reporting\. • Reduced rework errors by 25% by designing systematic QC checklists and validation workflows adopted team\-wide\. • Produced KPI dashboards and operational reports for leadership, ensuring accurate decision\-making on claims volume and workflow bottlenecks\. • Collaborated with US\-based stakeholders to resolve complex data discrepancies, improving cross\-team handoff efficiency\. 🔗 Portfolio: https://pkswaminathan001\.github\.io/portfolio/ Skills: Prompt Engineering · Multi\-LLM Orchestration · Guidewire · Insurance Claims · AI Automation · BFSI Operations · KPI Tracking · Stakeholder Management

Process Associate at HCLTech, Jan 2024 \- Jul 2024 · 7 mos, Chennai, Tamil Nadu, India, USAA \(Charge Back & Police Report @ Accident\), Office Depo \(Customer Resolution\), Exxon Mobil 22 Jan 2024

Process Associate at HCL Technologies, Jan 2023 \- Present · 3 yrs 5 mos, Identified and developed an LLM prompt pipeline to auto\-extract, classify, and structure crash\-report data from unstructured U\.S\. police reports, feeding outputs directly into Guidewire Claims — cutting manual processing time by 40% and achieving permanent adoption by the operations team\. Designed and iteratively refined prompt templates across GPT\-4, Claude, and Gemini, evaluating each model on accuracy, output consistency, and latency to identify optimal configurations for production deployment\. Built systematic evaluation frameworks to benchmark AI output quality — including edge\-case testing, failure\-mode analysis, and structured QC checklists — reducing rework errors by 25% across the analyst team\. Engineered structured prompt workflows to extract vehicle, driver, and incident data from unstructured report text, transforming multi\-source inputs \(GWCC, Guidewire, police reports\) into clean structured outputs\. Communicated prompt engineering concepts and AI deployment strategies to non\-technical senior stakeholders, driving cross\-functional adoption of AI\-powered digital workflows\. Maintained 99\.2% claims accuracy across 6,000\+ transactions through rigorous data validation and QC processes\. Built and maintained Excel\-based KPI tracking models and management dashboards, leveraging AI tools to accelerate data modelling and reporting accuracy\.

Human Resources Intern at HiCare Pharma Pvt Ltd, Apr 2022 \- May 2022 · 2 mos, • Conducted behavioural research study with 69 participants on self\-medication trends; surfaced key patterns and recommended process improvements for study reporting\.

Human Resources Intern at Linux Laboratory Pvt Ltd, Jan 2022 \- Mar 2022 · 3 mos, • Supported end\-to\-end recruitment screening and employee documentation; delivered data\-driven recommendations to hiring managers, improving candidate–fit and accelerating onboarding timelines\.

## Education

Master of Business Administration \- MBA, Marketing and human resources management, Saveetha School of Management

Bachelor of Commerce \- BCom, Business, Finance, SRM IST Chennai

[View the original profile](https://tal.club/meet/pr-swaminathan)

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