Overview AI Systems Impact Research Speaking Leadership Contact
AI-ENABLED DECISION SYSTEMS · SUPPLY CHAIN OPTIMIZATION

$192M+ in documented impact through AI-enabled supply chain systems

Senior Supply Chain Manager at Amazon | IEEE Senior Member | INFORMS Presenter | MassChallenge Judge | PMI Board Director

I design and deploy production-grade AI systems that optimize enterprise-scale logistics networks — managing $1.6B in commercial agreements and 50M+ daily package movements at Amazon. Built 10 production AI systems as a single practitioner-developer without a dedicated engineering team.

Aniket Ghonge

Aniket Lawankush Ghonge

$192M+
Documented Savings
50M+
Daily Packages
10
AI Systems Built
96%
Network Adoption
1,000+
Active Users
$4B+
Capital Governed

AI Systems Portfolio

5 production-grade AI systems designed, built, and deployed using AI-assisted development.

SPARK — Shipper Prioritization

Multi-criteria decision framework for shipper prioritization across the last-mile network.

134M packages/year · 9,085 shipper-node combos Kiro IDE
SONAR — Agentic AI CRM

Agentic AI CRM automation for shipper relationship management and outreach workflows.

90% manual reduction · 40% WAPE improvement Kiro IDE
SAGE — Multi-Agent Orchestration

Multi-agent orchestration platform with 6 autonomous AI agents for supply chain operations.

Security scanning, anomaly detection, automated ETL Kiro IDE
SIGNAL — ML Forecasting

Multi-model ML forecasting system for shipper volume prediction and demand planning.

21+ models · 713 shippers · 98-day horizon Kiro IDE
Slotting Optimizer — Warehouse Optimization

6-objective warehouse slotting optimization validated on 7 real-world datasets.

18,000 SKUs in <1 second · 0.1–41.9% travel reduction Claude (Anthropic)

All AI systems built as a single practitioner-developer — without a dedicated engineering team, using AI-assisted development (Claude for independent projects, Kiro IDE for Amazon tools).

Operations & Engineering Tools

5 operational systems and models built to solve network-scale planning challenges.

AMP — Sort Center Optimizer

Integer programming optimizer for sort center allocation and capacity assignment.

$120M yearly max savings · 8% TPH improvement Amazon internal
Element — Capacity Management

Granular capacity management system for network-level resource planning and optimization.

$23.1M annual savings · 75K ADV benefit Amazon internal
POR — Plan of Record Database

First centralized capital planning database for Amazon's NA logistics network.

96% adoption · 1,000+ users · #2 Best Technical Product Amazon internal
SC Attributes DB — Physical Attributes

Consolidated physical attributes database serving as foundation for all capacity planning.

Foundation for all capacity planning Amazon internal
Cross-Dock Model — XD Methodology

Standardized cross-dock capacity methodology eliminating ad-hoc estimation.

Eliminated ad-hoc estimation Amazon internal

Impact

Measurable outcomes across AI systems, capital governance, and network strategy.

Amazon SWA · 2025–Present

Building AI-enabled decision systems replacing manual workflows

Designing and deploying AI-driven planning tools that automate shipper prioritization, CRM workflows, volume forecasting, and capacity allocation — targeting $1.6B in sales while reducing operational overhead by 90%.

90% overhead reduction 40% WAPE improvement $1.6B sales target
Amazon IDE · 2023–2025

Governing a $4B+ capital portfolio across 100+ facilities

Designed and implemented the portfolio governance framework for Amazon's NA & UK facility investments — standardizing decision criteria, creating financial review cadences, and enabling $15M in cost avoidance while managing $250M+ in active investment.

$15M cost avoidance $250M+ investment 40% variability reduction
Amazon Portfolio · 2021–2023

Building the operating model for 50M+ daily volume

Architected the planning and execution operating model for Amazon's last-mile delivery network — creating capacity frameworks and performance systems adopted across 96% of the network, managing 85+ OP2 projects ($1.5B).

96% network adoption 85+ OP2 projects ($1.5B)

Research & Publications

7 papers written · 2 submitted · Active peer reviewer for IEEE

An AI-Enabled Automated Multi-Criteria Decision Framework for Last-Mile Logistics Shipper Prioritization

MDPI Logistics

Pending Review

Serverless Agentic AI Architecture for Automated CRM in Enterprise Supply Chains

IEEE Access

Pending Review

Monte Carlo Validation of Multi-Criteria Weighted Scoring Models for Supply Chain Decision-Making

IEEE IEEM 2026

Pending Review

From Practitioner to Production: Building Enterprise AI Systems Without Engineering Teams

IEEE Trans. Engineering Management

Pending Review

Lessons from the Field: AI System Development by Non-Traditional Engineers in Enterprise Environments

IEEE Engineering Management Review

Pending Review

A Multi-Tiered Governance Framework for Autonomous AI Agents in Supply Chain Decision-Making

IEEE iGET 2026

The Golden Zone: Optimizing Warehouse Slotting Under Competing Objectives

INFORMS Case Competition 2026

Speaking & Judging

Keynote speaker, conference presenter, and professional awards judge.

Speaking Engagements

6th Last Mile Delivery Conference

Oct 22–23, 2026 · Las Vegas — Invited Keynote Speaker (UNSOLICITED)

Keynote

INFORMS 2026 Annual Meeting

Nov 2026 · San Francisco — Accepted Presenter

Presenter

IEEE iGET 2026

Paper Presenter

Presenter

DELIVER America 2026

Oct 7–8 · Las Vegas — Invited Guest

Invited

Judging & Peer Review

MassChallenge

Startup Judge (AI/ML & E-Commerce)

68+

Stevie International Business Awards

Nominations evaluated

20+

Global Recognition Awards

Technology & Software Engineering

IEEE

Peer Reviewer (conference papers)

91+ evaluations completed

Featured In

Expert commentary and thought leadership across industry publications.

Leadership & Board Positions

Board-level governance, professional mentorship, and community leadership.

Director of Mentorship

PMI Orange County
700K+ member org · Managing 3 ICs, 7 teams

Board Liaison

ACEAI / AAIA
Unanimous board approval

Tech Leaders Mentor

1871 Chicago

IEEE Senior Member

Top 8% of 400,000+ members

INFORMS Member

Presenter at 2026 Annual Meeting

Career Journey

From operations specialist to AI systems builder

Supply Chain Analyst
Amazon India
2017
Project Engineer
TAL Manufacturing
2016–2017
Industrial Engineer
Ranir
2019–2020
Sr. Operations Mgr
Walmart
2020–2021
Eng. Program Manager
Amazon
2021–2023
Sr. Supply Manager
Amazon (IDE)
2023–2025
Sr. Supply Chain Mgr
Amazon (SWA)
2025–Present
Product DevelopmentProject Management

Professional Experience

A decade of progressively complex roles in supply chain, operations, and AI systems.

Senior Supply Chain Manager

Amazon — SWA (Ship With Amazon) Strategy & Planning
Sep 2025 – Present · San Diego, CA

Managing $1.6B in commercial agreements. Built SPARK, SONAR, SAGE, and SIGNAL — 4 production AI systems that automate shipper prioritization, CRM workflows, anomaly detection, and volume forecasting. Reduced manual overhead 90% and improved WAPE 40%.

Senior Supply Manager (Industrial Design Engineering)

Amazon
Sep 2023 – Sep 2025 · San Diego, CA

Governed $4B+ capital portfolio across 100+ NA & UK facilities. Led 22 process and design engineers. Delivered $15M cost avoidance, enabled $250M+ in automation investments. Product recognized as #2 Best Technical Product by NA Sort Centers.

Engineering Program Manager (Industrial Design Engineering)

Amazon
Oct 2021 – Sep 2023 · Nashville, TN

Built network-wide business review mechanisms (WBR/MBR/QBR). Led capacity planning for 50M+ daily volume network. Developed optimization models and performance dashboards achieving 96% network adoption. Managed 85+ OP2 projects ($1.5B).

Senior Operations Manager

Walmart
Aug 2020 – Sep 2021 · Spring Valley, IL

Directed operations for 8 managers and 170 associates supporting $55M weekly sales and 3.5M units. Full P&L responsibility. Improved efficiency by automating reporting with Excel VBA.

Industrial Engineer

Ranir (Perrigo Company)
Jun 2019 – Apr 2020 · Grand Rapids, MI

Executed Lean Six Sigma DMAIC projects. Developed VSMs, SIPOC models, and facility layout redesigns. Implemented production tracking systems across L1–L4 levels.

Supply Chain Specialist (UK Business Unit)

Amazon India
Mar 2017 – Sep 2017 · Hyderabad, India

Escalation owner for customer-impacting issues across EU and NA. Recognized as "Top Performer" during Black Friday/Cyber Monday peak.

Education

  • M.S. Industrial Engineering — Western Michigan University (2018–2020)
  • B.E. Mechanical Engineering — University of Pune (2012–2016)

Certifications

  • PMP — Project Management Professional (PMI)
  • PMI-ACP — Agile Certified Practitioner (PMI)
  • LSSBB — Lean Six Sigma Black Belt (ASQ/MSI)
  • CSSGB — Certified Six Sigma Green Belt (IISE)
  • AWS AI Practitioner
  • AWS AI Fundamentals (MLU)
  • cGMP — Current Good Manufacturing Practices

Contact

Open to speaking engagements, research collaboration, and advisory opportunities.