Open to opportunities

Richa Mathur

AI Engineer specializing in Agentic AI Systems, LLM Orchestration, RAG Architectures & Cloud Solutions — building intelligent automation for Fortune 500 enterprises.

Get in Touch → View My Work
7+
Years Experience
15+
Certifications
5+
AI Use Cases Shipped
70%
Process Time Reduced
// About Me
Engineering Intelligence
Into Enterprise

I'm an AI Engineer and Cloud Solutions Specialist with deep expertise in designing and deploying LLM-driven agentic AI systems, RAG architectures, and multi-agent orchestration across enterprise environments.

My work bridges intelligent automation with real business processes — combining hands-on experience with AI Agent Studio, OpenAI GPT, Claude, LangChain/LangGraph, Vector Search, NL2SQL, Computer Vision, and Document Understanding with deep Fusion SaaS domain knowledge across ERP, SCM, and HCM.

I've delivered production-grade AI solutions for Fortune 500 clients in Financial Services, Public Sector, and Enterprise domains — consistently reducing manual effort, improving data accessibility, and enabling conversational interfaces over complex enterprise data.

🤖
Agentic AI
Multi-agent systems with LLM orchestration & tool use
🧠
Cognitive AI
Computer Vision, Document Understanding & annotation pipelines
☁️
Cloud Native
OCI, Azure, Docker, FastAPI, production deployments
📊
Enterprise Analytics
OAC, Power BI, Tableau, KPI dashboards at scale
// Experience
Where I've Built
Production-grade AI systems and enterprise analytics at scale.
Cloud Engineer — AI, Agentic Systems & Analytics
Oracle America Inc. (Cloud Engineering Services) · Dallas, TX
Jun 2021 – Apr 2026
Agentic AI & Multi-Agent Systems
  • Architected a Multi-Channel Order Entry Agent — a multi-agent system ingesting orders from email, SFTP, web portal, and phone channels using LLM-powered parsing, reducing manual processing time by ~70%.
  • Designed an HCM Hire-to-Retire Lifecycle Agent using Oracle AI Agent Studio integrated with Fusion HCM SaaS — enabling conversational self-service across the full employee lifecycle.
  • Built a Financial AI Agent with AI Agent Studio and AI Agent Factory, integrated with ADW via MCP, enabling natural-language variance analysis with zero data hallucination.
Cognitive AI — Computer Vision & Document Understanding
  • Led an end-to-end AI Vision and Document Understanding pipeline for a Public Sector client — from data annotation (CVAT) to model training, evaluation, and REST API deployment.
  • Built an intelligent invoice processing pipeline combining OCI Vision and Computer Vision to extract line-item data from multi-format vendor invoices with fuzzy matching and anomaly detection.
RAG, NL2SQL & Conversational AI
  • Developed an Analytics Copilot leveraging NL2SQL, GenAI, and RAG over enterprise data — reducing ad-hoc reporting requests by ~60%.
  • Architected Oracle Digital Assistant (ODA) chatbot solutions for Fortune 500 clients with governed natural-language access to enterprise data.
Enterprise Analytics & Governance
  • Delivered Oracle Fusion SaaS analytics across ERP, SCM, and HCM — configuring 220+ reports in OAC with AI Assistant integration.
  • Built ODAPromptTester automation framework to validate LLM-generated responses, executing 48+ NL prompts with performance tracking.
SAP ABAP Consultant — HCM & Enterprise Analytics
Accenture · Bangalore, India
Jun 2010 – Sep 2012
  • Developed custom SAP ABAP reports and data extraction solutions for HCM and MM modules, supporting workforce analytics and payroll reporting.
  • Collaborated with functional teams to translate business requirements into scalable reporting solutions using ABAP and BAPI integrations.
// Featured Projects
AI Use Cases Delivered
Production systems solving real enterprise challenges.
📋
Multi-Channel Order Entry Agent
Multi-agent orchestration system that ingests customer orders from email, SFTP, web portal, and phone channels using LLM-powered document parsing — normalizes formats into a canonical data model and triggers fulfillment via Oracle Fusion SCM APIs.
Multi-Agent LLM Parsing FastAPI ADW Fusion SCM
👤
HCM Hire-to-Retire Agent
Conversational AI agent for full employee lifecycle — offer letters, onboarding, benefits enrollment, and attrition risk flagging — powered by RAG over HR policy corpora with Vector Search and governed by Trust AI framework.
AI Agent Studio RAG Vector Search Fusion HCM
💰
Financial AI Agent
Natural-language variance analysis across fiscal periods with zero hallucination — agent routing logic for multi-step financial queries spanning GL, AP, and AR with LangGraph-style orchestration.
Agent Factory MCP LangGraph ADW
🔍
Public Sector AI Vision Pipeline
End-to-end pipeline for citizen-submitted documents — custom annotation schemas in CVAT, OCI Vision model training for classification, object detection, text extraction, and production REST API deployment.
OCI Vision CVAT Document AI REST API
📊
Analytics Copilot
NL2SQL agent with GenAI and RAG over enterprise data dictionaries — natural-language querying across Financial, Supply Chain, and HCM domains with AI-certified responses and source lineage.
NL2SQL Select AI RAG GenAI OAC
📄
Intelligent Invoice Processing
Computer Vision + Document Understanding pipeline to extract line-item data from multi-format vendor invoices, matching against Procurement POs with fuzzy matching and anomaly detection.
Computer Vision Anomaly Detection Fusion ERP APEX
// Technical Skills
My Toolkit
Technologies and frameworks I work with daily.
AI & Agentic Systems
AI Agent Studio LLM Orchestration Multi-Agent Systems LangChain LangGraph CrewAI OpenAI GPT Claude RAG Vector Search NL2SQL Prompt Engineering MCP
Cognitive AI & ML
OCI GenAI Computer Vision Document Understanding Anomaly Detection TensorFlow PyTorch Scikit-learn Data Annotation
Languages & Frameworks
Python SQL REST APIs FastAPI XML ABAP
Cloud & Infrastructure
OCI Azure Docker API Gateway Redis ADW Object Storage IDCS/Vault Spark
Analytics & Visualization
OAC (Classic & DV) Power BI Tableau Oracle Data Science KPI Dashboards Data Visualization
Enterprise SaaS
Oracle Fusion ERP Fusion SCM Fusion HCM SAP HCM SuccessFactors APEX VBCS
// Education & Certifications
Credentials
Education
MS in Business Analytics
Texas A&M University, Commerce
Aug 2016 – Dec 2019
B.E. in Computer Science
Rajiv Gandhi Technical University, India
Jul 2004 – Dec 2008
Certifications
AI & GenAI
  • ◆ Fusion AI Agent Studio Foundations
  • ◆ AI Vector Search Professional
  • ◆ OCI GenAI Certified Professional
  • ◆ OCI Data Science Professional
  • ◆ OCI AI Foundations Associate
  • ◆ Generative AI (Microsoft/LinkedIn)
Cloud & Architecture
  • ◆ OCI Architect Professional
  • ◆ OCI Developer Professional
  • ◆ OCI Cloud Operations Professional
  • ◆ Autonomous DB Cloud Professional
Analytics & Enterprise
  • ◆ OCI Enterprise Analytics Professional
  • ◆ SAP SuccessFactors EC Associate
  • ◆ SAP Data Intelligence for AI
  • ◆ Certified ScrumMaster
// Let's Connect
Ready to Build
Something Intelligent?
I'm always open to discussing AI engineering roles, agentic system design, or collaboration opportunities.
✉️ richa.agenticai@gmail.com 📱 +1-469-600-6426 🔗 LinkedIn 💻 GitHub ✍️ Medium 🆔 ORCID
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