Global BI Architect · AI Strategist

Architecting Intelligence at
Enterprise Scale.

Delivering decisive operational transformations for Global Fortune 500 institutions. Pioneering the shift from traditional BI to Machine Learning & Autonomous Decision Systems to drive $20 Million+ in quantifiable enterprise savings.

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$20M+
Total Enterprise Value
Capital recovered and saved through strategic workflow & predictive optimization.
13+
Years of Excellence
Sustained leadership across global financial services and federal disaster programs.
6
Scholarly Publications
Peer-reviewed research in AI frameworks, workforce analytics, and financial governance.
500%
Performance Scaling
Reduction in data latency for critical regulatory compliance systems globally.
Applied Research Gallery

Interactive AI Architectures

These standalone web applications were engineered from scratch to actively demonstrate the proprietary machine learning frameworks published in my peer-reviewed journals. Select a simulator below to interact with the models live in your browser.

Linked to: TIJER (2024)

Enterprise AI Command Center

Brain.js Neural Net Three.js 3D WebGL Dynamic UI

A highly advanced, 3D interactive dashboard proving multi-million dollar business impact. It utilizes a live Neural Network to calculate exact organizational savings through predictive workforce optimization and automated Basel III regulatory audits.

Launch Command Center
Linked to: JISEM (2025)

Context-Aware RAG Engine

Retrieval-Augmented Gen Vector Logic Simulated LLM

Demonstrates the integration of Large Language Models with traditional Business Intelligence. Users adjust vector similarity thresholds to watch an AI actively scan unstructured documents (PDFs, emails) to explain anomalies in structured quantitative charts.

Launch RAG Simulator
Linked to: JICRCR (2024)

Prescriptive Decision Node

Autonomous Agent Logic Predictive Forecasting

A cyber-themed enterprise architecture showing the leap from Descriptive BI to Prescriptive AI. As the user alters live market risks and volatility sliders, an autonomous agent instantly calculates and recommends aggressive supply chain mitigation strategies.

Launch Prescriptive Node
Linked to: GJETA (2024)

Ethical AI Equity Monitor

Human-Centric UI Bias Detection Net Retention ROI

Translating societal equity research into a tangible enterprise tool. This dashboard ingests HR parameters (pay gaps, turnover costs) and uses AI to identify biases, automatically correcting compensation matrices to save millions in unjust turnover capital.

Launch Equity Monitor
Linked to: WJAETS (2025)

Resilient Crisis Platform

CSS Radar Sweep Geospatial Neural Net Live Telemetry

A tactical command node replicating federal disaster data infrastructure (FEMA). Features an active CSS radar sweep, scenario preset loading, and a Brain.js network that dynamically allocates emergency funds and predicts recovery times to combat fraud.

Launch Crisis Platform
Linked to: EJCSIT (2025)

Workforce Evolution Engine

Predictive Forecasting Skill Matrix Radar Dark Glassmorphism

A premium SaaS-style dashboard visualizing the leap from descriptive to predictive BI. Allows executives to inject department constraints while an underlying ML algorithm computes an optimized headcount ratio, reclaiming millions in contractor overlap.

Launch Evolution Engine
Career History

Record of Enterprise Impact

2021 — Present
Discover Financial
Senior BI Strategist
  • Architected an interconnected ecosystem centralizing data from Workday, Jira, and ServiceNow to drive enterprise-wide labor transparency.
  • Engineered predictive labor forecasting models improving staffing accuracy by 40% and enabling massive contractor-to-FTE optimization.
  • Reduced dashboard latency by 60% and shortened executive reporting cycles from 7 days to same-day access.
$6M
Annual Savings
2019 — 2021
CGI / FEMA
Lead BI Architect
  • Unified 15+ federal and territorial data sources into a secure geospatial analytics interface to monitor over 10,000 active recovery projects.
  • Designed the national public-facing transparency platforms that enabled the U.S. Congress and the Office of the Governor to visually track fund allocation.
  • Established a national best-practice standard for disaster transparency, reducing reporting time from 7 days to <24 hours.
$2M
Annual Savings
2017 — 2019
Deutsche Bank
Lead BI Developer
  • Transformed critical regulatory reporting infrastructure for Treasury risk management, automating five pipelines for strict Basel III compliance.
  • Increased dashboard performance by 500%, delivering sub-second query response times for global compliance officers.
  • Commended globally for establishing a foundational AI-led risk governance vision that reclaimed over 15,000 analyst hours annually.
$6M
Optimized Capital
Industry Authority

Published Intellectual Capital ▶ VIEW GOOGLE SCHOLAR

Scholarly Research &
Global Recognition

Published Intellectual Capital ▶ VIEW GOOGLE SCHOLAR

Retrieval-Augmented Dashboards: Enabling Context-Aware Analytics through LLM Integration
JISEM Journal · 2025 ▶ View RAG Engine
The Evolution of Workforce Analytics: From Historical Reporting to Predictive Decision-Making
EJCSIT Journal · 2025 ▶ View Workforce ML Engine
Digital Transformation of Crisis Management: Building Resilient Recovery Platforms
WJAETS Journal · 2025 ▶ View Crisis Node
Business Intelligence for Societal Equity: Democratizing Data for Fair Workplaces
GJETA Journal · 2024 ▶ View Equity Monitor
AI-Augmented Business Intelligence: Enterprise Decision Systems
JICRCR Journal · 2024 ▶ View Prescriptive Node
Predictive Analytics in Financial Governance: Securing Cloud Risk Platforms
TIJER Journal · 2024 ▶ View Risk Command Center

Professional Acclaim

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IEEE International Conference Judge

Invited technical peer-reviewer for 5 major IEEE conferences (AIEI, ICICACS, NEXGCI, SPACSEC) evaluating global research in AI, Cloud Computing, and Cybersecurity.

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Global Innovation Awards

Recipient of the 2025 Gold Titan Innovation Award for Business Intelligence, and the 2024 Global Tech Award for Excellence in BI Architecture.

Elite Society Memberships

Senior Member of IEEE (recognizing 10+ years of significant engineering performance) and Full Member of Sigma Xi (elected for outstanding data science research).

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Engage with Mahesh

Available for executive BI consultation, enterprise data strategy discussions, board advisory, and academic peer review collaborations.