Vinayak Bhadani
Demand Planner & AI Engineer · Dubai
DUBAI / UAE / MENA & GCC OPERATIONS

Vinayak Bhadani

Turning fragmented demand, inventory and logistics signals into decisions—grounded in 100,000+ units planned monthly.

3+
Years Exp.
100K+
Units / Month
30%
Air Freight Cost
98%
Doc Accuracy
What these numbers are
+30% forecast accuracy
Outcome — ANDS Dubai. Accuracy means 100−MAPE, and the gain is 30 percentage points on that scale, not a 30% reduction of the error. Measured at category/brand × month. That level matters: aggregated accuracy is structurally higher than SKU × week, because item-level noise cancels out when you sum it. So this figure is not comparable to an item-level number, and I don't present it as one.
+25% OTD improvement
Outcome — ANDS Dubai. A relative improvement on the prior on-time-delivery rate, not a 25-point absolute gain.
−30% air freight cost
Outcome — ANDS Dubai. Via 3PL vendor consolidation, against the pre-consolidation run rate.
100K+ units / month
Scope, not an outcome. Volume planned across China–MENA–GCC lanes. It describes the size of the operation, not a result I produced.
98% documentation accuracy
Outcome — ANDS Dubai. Customs documentation across the Dubai Trade platform and ERP. This is document accuracy, not forecast accuracy — unrelated measures, and worth saying plainly rather than letting a short label blur them.
Project and simulator figures
Synthetic. Every number inside the interactive tools runs on generated data, built to demonstrate method rather than report results. The frameworks are the ones used at Emirates Pride and ANDS; the data is not.

Improvements are attributed to periods in which process, cadence and data inputs also changed. They are measured outcomes, not isolated causal effects.

Download CV
Trusted by ANDS Dubai & Emirates Pride  ·  100K+ units/month  ·  China–MENA–GCC
vinayakbhadani@zohomail.in +971 55 627 0561
Vinayak Bhadani – Demand Planning Analyst, Dubai
Vinayak Bhadani
Demand Planner
+30%
Forecast Gain
+25%
OTD Improvement
−30%
Cost Savings
The Stack

One SKU, end to end

Seven repositories and six calculators are not seven projects — they are one pipeline, built in pieces. This runs it. Pick a demand profile and every number below is computed in your browser from the series shown; nothing is hard-coded, and each stage says whether it is production work, open source, or a demonstration.

104 weeks of history · synthetic, seeded

⚡ THE ARCHITECT

Where Intuition Meets
Intelligence

Three years building the neural bridge between supply chain operations and artificial intelligence across MENA & GCC.

S&OP Mastery
AI Integration
GCC Markets
Data Engineering
Scroll
🧭 THE JOURNEY

From Bengaluru
to Dubai

A story of curiosity, ambition and relentless execution — crossing continents to master the intersection of AI and global trade.

BengaluruSingaporeSydneyDubai
SP Jain MGB
3 Continents
Supply Chain × AI

About Me

My Professional Journey

From engineering foundations to supply chain excellence — transforming complex logistics challenges into measurable business results.

⚡

The Challenge

Early in my career, I witnessed how fragmented supply chains and reactive demand planning cripple business performance — creating stockouts, excess inventory, and wasted capital across MENA markets.

🎓

The Foundation

Combining a B.E. in Information Science from Sri Venkateshwara College of Engineering with an MGB in Global Logistics & Supply Chain Management from SP Jain School of Global Management (Dubai · Singapore · Sydney).

🚀

The Breakthrough

At ANDS Dubai, I led an S&OP transformation driving 30% forecast accuracy improvement, eliminated 18% aged stock through ABC analysis, and consolidated 3PL vendors to cut air freight costs by 30% across China–MENA–GCC lanes.

🤖

The Edge

Now integrating AI and Generative AI tools into demand planning workflows — building smarter forecasting models and data-driven inventory strategies for the next generation of supply chain.

3+
Years Supply Chain
100K+
Units Monthly
30%
Cost Reduction
98%
Doc Accuracy
25%
OTD Improvement
18%
Aged Stock Cut
Demand PlanningS&OP ManagementInventory Optimisation3PL OperationsCross-functional LeadershipChina–MENA–GCC TradeForecast AccuracyCost ReductionAI-Powered AnalyticsERP SystemsVendor ManagementDubai Trade Platform
🎬 ON STAGE

Watch the
Presentation

A live talk on how AI is reshaping demand planning, forecasting accuracy and supply chain intelligence across GCC.

Supply Chain × AI Talk
Live Presentation
Demand Planning
GCC Market Context

Featured Presentation

The Value-Driven Supply Chain

A practitioner's deep-dive into data-driven demand planning, cost reduction strategy, and supply chain transformation across MENA & GCC markets.

Supply Chain Professional Brief 3 min 35 sec
The Value-Driven Supply Chain
Vinayak Bhadani  ·  Demand Planning Analyst  ·  Dubai, UAE

📌 Video Chapters

💬 Interactive Transcript

💡 Click any sentence to jump to that part of the video

Welcome! I'm Vinayak Bhadani, a supply chain practitioner dedicated to turning fragmented data into resilient, value-driven operations.

Early in my career, I witnessed how reactive planning cripples companies in MENA and GCC markets with inventory spikes or stockouts.

That's why I focus on robust S&OP leadership and modern technological edges to drive true profitability.

At ANDS Dubai, I championed a major S&OP transformation that successfully boosted demand forecast accuracy by 30%.

By building dynamic mathematical engines and modeling seasonal trends, we brought stock alignment to a world-class level.

On the logistics front, I restructured China–MENA–GCC trade lanes, consolidating 3PL vendors and cutting air freight spend by 30%.

We also implemented a strict ABC-XYZ segmentation, slashing slow-moving and aged inventory by 18%.

The future of supply chain lies in the integration of AI, Machine Learning, and Generative AI to automate decisions.

From ETL pipeline validation to LLM copilot agents, I build the exact tools that turn data visibility into immediate savings.

Explore my interactive simulators below, and let's discuss how we can optimize your supply chain network.

📊
S&OP Planning & Demand Forecasting
✂️
30% Logistics Cost Reduction Strategy
🌐
China – MENA – GCC Trade Lane Operations
🤖
AI-Powered Inventory Optimisation
🧠 CAPABILITY MATRIX

The Neural Stack
Loading…

A converging stack of domain mastery, machine intelligence and operational engineering — deployed at scale.

LLMs · Agents · RAG
Python · SQL · BI
S&OP · Forecasting
ERP · SAP · Odoo

Core Competencies

Demand Planning & Supply Chain Expertise

📦

Demand Planning

  • S&OP Planning & Execution
  • Demand Forecasting (Statistical & AI)
  • Inventory Management & Optimisation
  • CPFR & Collaborative Replenishment
  • Safety Stock Calculation
  • Product Lifecycle Management
🚚

Operations & Logistics

  • 3PL Management & Coordination
  • Vendor Negotiation & Procurement
  • Warehouse Operations
  • China–MENA–GCC Trade Lanes
  • Cost Reduction & Optimisation
  • Cross-functional Team Leadership
📊

Analytics & Tools

  • Microsoft Excel (Advanced)
  • Power BI & Data Visualisation
  • ERP Systems (SAP · Odoo)
  • Dubai Trade Platform
  • AI & Generative AI Forecasting
  • Python · SQL · IBM SPSS
Tools & Technologies: Microsoft ExcelERP SystemsDubai TradePower BIPythonAI ForecastingGenerative AIS&OP SoftwareLogistics TMSVendor ScorecardsSAPMS OfficeOdooIBM SPSSSQL
📈

Project Experience Insight

Built an AI-driven multi-echelon inventory model yielding a 30% jump in Forecast Accuracy.

Global Scale

China to JAFZA Logistics

Managing end-to-end freight, minimizing lead times, and driving 30% cost reduction across key international trade lanes.

Shenzhen, China JAFZA Port, Dubai
🚢

Project Impact

Restructured MENA 3PL networks, cutting Air Freight costs by 30% and improving OTD by 25%.

> BOOT SEQUENCE INITIATED... > loading career_trajectory.exe > connecting to emirates_pride.ae > syncing demand_forecasts... > STATUS: [ ALL SYSTEMS ONLINE ]
[ SYSTEM ONLINE ] career.exe

Career
Trajectory

Three roles, two countries, one throughline — building operational excellence that holds up under real volume.

Apr 2026 – Present: Emirates Pride
Dec 2023 – Jan 2025: ANDS Dubai
SP Jain MGB 2023
3+ Years · MENA & GCC

Professional Experience

Career Trajectory

A track record of measurable results in demand planning, inventory management, and cross-functional supply chain leadership.

Apr 2026 – Present
Demand Planner
Emirates Pride
📍 Dubai, United Arab Emirates · Retail & Fragrance
Stores Coordinated
25+
Markets
UAE · Oman · KSA
Operations
Multi-Region
  • Coordinate demand planning and replenishment across 28 UAE duty-free retail stores, and lead S&OP alignment with Sales, Marketing and Warehouse spanning UAE, KSA and Oman markets.
  • Manage cross-functional coordination between store managers, procurement, and operations teams to consolidate orders, prioritise inter-store transfers, and resolve stock escalations.
  • Develop and maintain structured reporting frameworks delivering daily stock position updates, weekly movement summaries, and monthly demand performance reviews to senior management.
  • Build and maintain a custom multi-store inventory management web application, centralising real-time stock visibility and streamlining operational coordination across regional locations.
  • Oversee stock transfer workflows, tester allocation, and expense management processes across the store network to support efficient retail operations.
Demand PlanningMulti-Store CoordinationInventory ReportingWorkflow ManagementRetail OperationsCross-Regional Management
Oct 2023 – Mar 2026
Demand Planning Analyst
ANDS
📍 Dubai, United Arab Emirates
Forecast Accuracy
+30%
On-Time Delivery
+25%
Air Freight Cost
−30%
  • Led cross-functional S&OP operations across China–MENA–GCC, boosting forecast accuracy by 30% through data-driven demand sensing and collaborative planning cycles.
  • Managed end-to-end inventory flow of 100,000+ units/month, eliminating 18% aged stock through ABC–XYZ analysis and targeted clearance strategies.
  • Supervised 3PL logistics execution across multiple partners, driving 25% improvement in on-time delivery through KPI-led performance management.
  • Maintained 98% documentation accuracy across Dubai Trade platform and ERP systems, ensuring full customs compliance for China–UAE import corridors.
  • Achieved 30% cost reduction in air freight through strategic vendor consolidation (7 to 3 key partners) and sea-freight mode-shift initiatives.
  • Implemented AI-assisted demand forecasting tools, improving short-term forecast precision and reducing stockout incidents by 15% across seasonal SKUs.
S&OP PlanningDemand Forecasting3PL ManagementERP SystemsDubai TradeCost OptimisationAI Forecasting
Apr 2022 – Oct 2022
Inventory Operations Analyst
Global Automobiles
📍 Jamshedpur, India · Automotive & Spare Parts
Inventory Accuracy
98%
Turnover Improvement
+20%
Holding Cost Reduction
−15%
  • Assisted in managing spare parts flow, maintaining 98% inventory accuracy and 95% on-time delivery through ERP and supplier coordination.
  • Monitored and reported key inventory KPIs; supported lean initiatives improving turnover by 20% and reducing holding costs by 15%.
  • Assisted procurement by verifying purchase records, tracking supplier performance, and ensuring 98% parts availability with faster sourcing cycles.
  • Implemented improved warehouse processes, dispatching stock efficiently, reducing excess, and boosting space utilisation to strengthen working capital.
Inventory ManagementERPLean OperationsSupplier CoordinationKPI Reporting
⬇  Download Full CV (PDF)
📡 ACADEMIC ARCHITECTURE

Knowledge
Matrix

Dual-continent academic foundation — SP Jain Global Management across Dubai, Mumbai, Singapore & Sydney.

SP Jain MGB · Global Logistics
SVCE · Information Science
Dubai · Singapore · Mumbai · Sydney
Graduated 2023

Education

Academic Qualifications

🎓
Post Graduation
Master of Global Business (MGB)
Global Logistics & Supply Chain Management
SP Jain School of Global Management
Dubai · Mumbai · Singapore · Sydney

Graduated: June 29, 2023  ·  16 months  ·  Student ID: MS22GL091

TEQSA Accredited · CRICOS 03335G

💻
Graduation Degree
Bachelor of Engineering (B.E.)
Information Science & Engineering
Sri Venkateshwara College of Engineering
Bengaluru, India

Graduated: August 2021  ·  4 years  ·  Student ID: 1VE17IS057

Certificate: March 10, 2022

🔐 CREDENTIAL VAULT

Access
Granted

International certifications validating end-to-end supply chain mastery — from procurement to AI integration.

CISCP · IPSCMI USA
CISCM · IPSCMI USA
McKinsey Forward 2025
Gen AI Mastermind · Outskill

Certifications

Professional Credentials

Supply Chain
Certified International Supply Chain Professional (CISCP)
IPSCMI USA
Issued: Sep 2024 · Expires: Sep 2029 · ID: CISCP224094586
Global Supply ChainInternational Trade
Supply Chain
Certified International Supply Chain Manager (CISCM)
IPSCMI USA
Professional certification in international supply chain management
Operations ManagementLogisticsLeadership
Leadership
McKinsey Forward Program
McKinsey & Company
Issued: December 10, 2025 · Verify Credential
Strategic ThinkingProblem Solving
AI / ML
Generative AI Mastermind
Outskill
Issued: 2024 · Prompt Engineering, AI Model Implementation
Generative AIPrompt Engineering
AI / ML
Artificial Intelligence & Machine Learning
Industry Certification
Issued: 2024 · Applied AI in business & logistics contexts
Machine LearningAI Applications
In Progress
CPIM — Certified in Production & Inventory Management
APICS / ASCM
Expected: August 2026 · Production Planning & S&OP
Production PlanningInventory Management
🌏 GLOBAL TRADE LANES

China → Jebel Ali →
The World

Real operational experience navigating the arteries of global trade — from factory floor to last-mile delivery.

100,000+ Units / Month
30% Logistics Cost Cut
MENA · GCC · South Asia
3PL · Freight · Customs
Portfolio

Live Projects

Every project below is something you can open, interact with, and explore — built to demonstrate the skills that supply chain leadership roles demand. Not a supply chain expert? Each card explains exactly what was built and why it matters, in plain language.

Flagship AI Products
Live Platform Multi-Market · Algorithmic Trading
📈

AlphaOS

"An agentic trading platform — autonomous strategy agents watch four markets around the clock so one operator can run like a whole trading desk"

AlphaOS is an agentic algorithmic-trading platform. A library of 10 strategies — mean-reversion, momentum, trend-following and breakout signals — runs as autonomous agents that continuously ingest live market data, score opportunities, and surface ranked trade signals across four asset classes: US equities, Indian NSE/BSE, UAE DFM/ADX, and crypto. Built on Polygon.io real-time feeds with Supabase tracking every signal, fill and performance metric.

Real-world use case: collapse a multi-analyst trading desk into a single operator who supervises the agents instead of staring at charts — the same human-supervises-agents pattern I apply to AI demand planning. It's the clearest proof that my supply-chain forecasting and my agentic-AI engineering are the same skill pointed at different markets.

0
Strategies
0
Asset Classes
0
Live Data
ReactPolygon.ioSupabaseAlgorithmicUS · India · UAE · CryptoInstitutional Intelligence
Open AlphaOS
US India NSE UAE DFM Crypto
▲ AAPL +2.3% ▲ RELIANCE +1.8% ▼ BTC −0.9% ▲ EMAAR +3.1% ◆ NIFTY 22,450 ▲ ETH +4.2% ▲ ADNOC +1.5% ▲ AAPL +2.3% ▲ RELIANCE +1.8% ▼ BTC −0.9% ▲ EMAAR +3.1% ◆ NIFTY 22,450 ▲ ETH +4.2% ▲ ADNOC +1.5%
In Build · Live Demo UAE/GCC + US · Enterprise SaaS
🧠

AI Supply Chain Platform

"Real-time OTIF compliance copilot + exception intelligence brain — built for operations teams"

Compliance Shield
Neural Command

Two flagship modules on a single platform. Compliance Shield tracks OTIF delivery in real-time with AI root-cause analysis across 36K+ supply chain events. Neural Command is an exception brain that surfaces which disruptions need human attention — ranked by revenue impact — before they escalate.

0
DB Tables
0
Data Rows
0
AI Engines
Claude APISupabaseReactOTIF ComplianceException BrainUAE/GCC · US
Open Platform Demo
96% OTIF Input Features Hidden Output 3 Exceptions Flagged
✓ OTIF 96.1% ⚠ PO-4821 Delayed 2d ⬆ Ramadan Surge +47% ✓ 36K Events Indexed ◆ Compliance Score 94/100 ✓ Neural Command Active ✓ OTIF 96.1% ⚠ PO-4821 Delayed 2d ⬆ Ramadan Surge +47% ✓ 36K Events Indexed ◆ Compliance Score 94/100 ✓ Neural Command Active
📂 ALL PROJECTS

The Full
Portfolio

Every tool, model, simulator and framework built across supply chain, AI and data engineering — all live and interactive.

14+ Live Projects
Supply Chain Tools
AI Simulators
Open Source
Flagship Interactive Project
♟
Strategy Simulation · GCC/MENA● 60-case game engine

The GCC Planning Gambit

"Sixty disruptions. Six turns. Every move changes what becomes possible next."

My flagship supply-chain strategy experience. Navigate randomized GCC and MENA disruptions across retail, e-commerce, quick commerce, FMCG, manufacturing, pharma, automotive, luxury, construction and cold chain. Decisions alter service, cash, inventory and risk, trigger control-room consequences, and finish with an interactive framework-based strategy evaluation.

60Business Cases
10Industry Verticals
6Strategy Dimensions
∞Decision Paths
S&OP StrategyScenario PlanningDecision EvaluationGCC OperationsInteractive Game
Play the Flagship Game
0
Live Portfolio Projects
0
OTIF Rate Achieved
0
Forecast Accuracy Gain
0
Scorecard KPIs Tracked
0
Air Freight Cost Reduction
🧠
AI SaaS · Live Product 🚀 Live App

SupplyMind — AI S&OP Copilot

"Runs Sunday night — delivers your Monday meeting brief before you wake up"

AI-powered S&OP briefing pack generator built for UAE/GCC manufacturers. Pulls live data from SAP B1, Zoho, and Excel. Delivers decisions needed, forecast variance, inventory alerts, and risk flags by email before the Monday 8 AM planning meeting — eliminating 3-hour meetings that produce nothing.

Claude APIAI Engine
Next.js 16Stack
UAE/GCCMarket
Claude APISupabaseNext.js 16S&OPTypeScript
Open Live App
🌙
AI SaaS · Live Product 🚀 Live App

GCC Event Surge Planner

"Ramadan shifts 11 days every year — generic tools miss the peak every time"

AI demand forecasting engine built for GCC event volatility. Pre-seeded with Ramadan, Eid, Dubai Shopping Festival, White Friday, and UAE National Day data for 2025–2027 with proven surge multipliers. Delivers per-SKU demand forecasts with confidence bands and order date recommendations before each surge hits.

5 EventsGCC Calendar
Per-SKUForecasts
2025–27Pre-seeded
Claude APIRamadanGCC EventsNext.js 16Supabase
Open Live App
📊 ANALYTICS & DATA

From Raw Data to
Actionable Intelligence

Dashboards, KPI frameworks and ML models that turn supply chain noise into precision decisions.

Power BI Dashboards
ML Forecasting
KPI Scorecards
Data Engineering
🔮
AI Forecasting Live Tool

ML Demand Forecasting Engine

"Traditional stats vs. dynamic ML featuring price elasticity and marketing spend"

An interactive machine learning forecasting engine comparing Holt-Winters against XGBoost/Prophet. Models price elasticity, marketing budgets, and regional Ramadan peaks dynamically to reduce MAPE error.

−50%Forecast Error
7.4%ML MAPE
XGBoostFeatures
ProphetXGBoostElasticityInteractive
Open Engine
📦
Inventory ⬇ Excel File

ABC-XYZ Inventory Classification

"A priority map that tells you which products deserve the most attention"

A 5-sheet Excel workbook classifying 30 products into 9 management zones — identifying which items drive 70% of revenue (ABC) and which are erratically ordered (XYZ). Complete with reorder formulas and inventory policies per segment.

30SKUs Classified
9Stock Strategies
−18%Aged Stock
ExcelParetoCoeff. of Variation
Download Excel
⚠️ RISK & GEOPOLITICS

When Wars Disrupt
Supply Chains

Frameworks built for the real world — where geopolitics, conflict and events reshape logistics overnight.

Conflict Impact Models
Geopolitical Risk
Resilience Frameworks
GCC Trade Routes
⚠️
Risk Live Tool

Supply Chain Risk Assessment Framework

"An early-warning scorecard for every threat a supply chain faces"

Scores 8 risk dimensions (political, currency, supplier, logistics) for any trade lane. Pre-loaded with China–UAE, India–UAE, and Europe–UAE profiles. Interactive sliders update the radar chart and mitigation actions live. Based on BCG 2024 GCC research.

8Risk Dimensions
3Trade Lanes
BCG2024 Framework
Radar ChartInteractiveGCC Trade Lanes
Open Risk Tool
🚢
Geopolitics Research

War & Conflict: GCC Supply Chain Impact

"When wars start, supply chains feel it first — here's the proof"

Quantifies the exact supply chain impact of three real conflicts: Red Sea crisis (freight +323%), Ukraine war (wheat +70%), Strait of Hormuz risk. Uses real Drewry WCI data, FAO commodity prices, and builds a three-pillar resilience playbook for UAE operators.

+323%Freight Spike
+14 DaysTransit Added
3Case Studies
Red Sea CrisisUkraine WarHormuz
Read Analysis
🎯 STRATEGY & PROCESS

The Operating
Playbooks

S&OP processes, war-game scenario plans and supply chain strategy frameworks used in real GCC operations.

S&OP Playbooks
Scenario Planning
Process Design
GCC Operations
📊
Strategy ● Live Interactive

Supply Chain Scorecard

"A command-centre view of supply chain health — the way a Director sees the business"

An executive-grade interactive scorecard covering all four supply chain dimensions: Demand Planning, Inventory Management, Supplier Performance, and Logistics. 24 live KPIs with GCC vs World Class benchmarks, radar performance profile, 6-month trend, and 5 prioritised strategic actions — each with quantified ROI impact.

24Live KPIs
4Dimensions
AED 5M+Actions Identified
InventorySupplier MgmtGCC BenchmarksInteractive
Open Scorecard
📋
Strategy ● Live Interactive

S&OP Process Design Playbook

"The complete operating manual for running a world-class planning team"

An interactive S&OP process framework showing the complete system for aligning Sales, Finance, Procurement and Operations around one monthly plan. Explore the 4-week governance cycle, RACI matrix, 9 live KPI gauges, and 5-level maturity model — all built from the ANDS Dubai S&OP implementation.

9Live KPI Gauges
4Cycle Weeks
5Maturity Levels
S&OP DesignRACI MatrixGovernanceInteractive
Open Interactive Playbook
🧮 FREE TOOLS

Tools Built for
Practitioners

Open-access calculators, simulators and templates — built for supply chain professionals who need answers fast.

Free to Use
Supply Chain Calculators
Interactive Simulators
Excel Templates
🧮
Free Tools ● Live Interactive

Supply Chain Calculator Hub

"Every formula a demand planner uses daily — free, instant, no sign-up"

6 free, instant supply chain calculators: Safety Stock (with full demand + lead time variability), EOQ, Reorder Point, MAPE Forecast Accuracy, Inventory Turnover with GCC benchmarks, and Carrying Cost. Formula explanations and GCC-specific context built into every tool.

6Calculators
GCCBenchmarks
FreeNo Sign-Up
Safety StockEOQMAPEReorder Point
Open Calculator Hub
🔄
Systems & ETL ● Live Interactive

Real-Time ERP/Shopify ETL Pipeline

"Automating data pipelines from ingestion to anomaly cleaning — with zero manual effort"

A real-time ETL simulator capturing raw order data from ERP and Shopify systems, running automatic cleaning pipelines, detecting anomalies using statistical Z-score algorithms, and loading sanitized data into an interactive analytics warehouse.

99.9%Data Accuracy
Z-ScoreAnomaly Engine
Real-TimeIngestion Speed
ETL PipelinesData QualityZ-Score AnomalyShopify Sync
Open ETL Pipeline
🌐
Network & Inventory ● Live Interactive

Multi-Echelon Network Inventory Optimizer

"Balancing safety stocks across your entire supply chain network dynamically"

An interactive network visualizer modeling a central JAFZA Hub in Dubai feeding multiple regional retail nodes. Compare centralized pooling policies against decentralized safety stock holding to optimize warehouse footprints and slash carrying costs.

−25%Carrying Cost
JAFZACentral Hub
98%Service Level
Multi-EchelonSafety StockJAFZA HubNetwork Optimization
Open Optimizer
🤖
GenAI & Automation ● Live Interactive

AI Supply Chain Copilot (ReAct Agent)

"Your digital supply chain assistant — writing SQL queries and drafting POs in seconds"

A simulated GenAI Copilot using a ReAct reasoning framework to solve complex supply chain queries. Watch the agent analyze stock databases, calculate EOQs, and auto-draft professional purchase orders ready to be exported.

ReActLLM Framework
AutoPO Drafting
SQLDatabase Queries
GenAI CopilotReAct AgentSQL GeneratorEOQ Calculator
Open AI Copilot
🧪
End-to-End Simulation ● Live Interactive

Global Perfume Supply Chain Simulator

"An executive operations console simulating China-to-UAE sourcing lanes and GCC retail flows"

An interactive 30-day supply chain simulator tracking Guangzhou packaging procurement, Jebel Ali customs clearance, Al Quoz blending runs, and GCC store stockouts. Manage lead times and calculate actual cash ROI against port delays.

OTIFService Target
Net P&LOperations Profit
InboundLead Times
Global SourcingJAFZA HubBatch ProductionChart.js
Open Simulator
🤖
Agentic AI · LangGraph ● New · 2026

Portfolio Intelligence Agent

"Ask me anything about Vinayak — I'll answer in seconds, grounded in real data"

A stateful LangGraph agent (Claude claude-sonnet-4-6) that knows everything about this portfolio — projects, skills, experience, and GitHub activity. Recruiters can ask natural-language questions, request tailored cover letters for any JD, or get a gap analysis. Built with RAG over live portfolio + GitHub data, persistent memory via Mem0, and a FastAPI backend.

LangGraphAgent Framework
RAGFAISS + Embeddings
Mem0Persistent Memory
LangGraphClaude APIFAISSMem0FastAPIGradio
View on GitHub
See it all live on GitHub
Build Log

The build log is public

Every claim above ends in a repository. The code is open and the commit history is public — nothing here is a screenshot.

ASCII portrait from Vinayak Bhadani's GitHub profile github.com/Vinayak682
ai-supply-chain-platformException-led operations intelligence retail-inventory-opsMulti-store retail operations alphaosHuman-supervised strategy agents meridianAgentic research terminal project-autopilotSupply-chain intelligence
Open GitHub
Public GitHub contribution history
REC ● LIVE
DEMAND_ENGINE v3.2
FORECAST_HORIZON: 12W
STATUS: RUNNING
🔴 LIVE INTELLIGENCE ENGINE

The Forecast
Machine

An interactive demand planning engine powered by real GCC market scenarios — adjust, predict, optimise.

Live Scenario Modelling
12-Week Forecast Horizon
GCC Market Data
AI-Assisted Predictions

LIVE INTERACTIVE SIMULATOR

Demand Planning Problem Solver

Six real problems every demand planner faces — each with a live simulation. Synthetic data only. Built on the same frameworks applied daily at Emirates Pride & ANDS Dubai.

🎯
The Problem
You have 110 SKUs but only time and budget to manage 20 of them closely. Which ones deserve weekly attention, and which can run on autopilot? Most teams treat all SKUs equally — and lose money on both ends: stockouts on the wrong products and overstock on the wrong ones.
SKUProductAnnual Rev (AED)Class
← Select any SKU to see its classification analysis
📅
The Problem
Ramadan can spike perfume demand by 40–60% — but it shifts by 10–15 days every year. A naive "same month as last year" forecast misses the peak, creating emergency air freight and lost sales. Use the what-if sliders to see how growth rate and lead time change your supply position.
—
Forecast MAPE
—
Next Month Forecast
—
Days of Supply
⚡ What-If Scenario
Demand Growth+0%
Lead Time (days)30
Adjust sliders to model scenarios
📦
The Problem
Every morning, a demand planner needs to know: which SKUs need a purchase order placed today? Without a live signal board, this check takes hours across spreadsheets. This dashboard auto-calculates days of supply and flags the SKUs that are at risk — so you act before the stockout, not after.
Status legend: ● OK ● Order Soon (<14 days) ● Critical (<5 days)
🛡️
The Problem
Hold too little safety stock and you get stockouts. Hold too much and you tie up working capital. The answer isn't a gut-feel buffer — it's a statistical calculation based on demand variability, lead time variability, and your service level target. Adjust the inputs below and see how safety stock and inventory cost change in real time.
📐 Input Parameters
Avg Daily Demand (units)100
How many units sell per day on average
Demand Variability (σ)25
Standard deviation of daily demand — higher = more volatile
Lead Time (days)30
Supplier delivery time from order to receipt
Lead Time Variability (σ days)5
How inconsistent your supplier's delivery timing is
Service Level Target95%
85% → 90% → 95% → 98% → 99.5%
Safety Stock Required
— units
SS = Z × √(LT × σd² + d² × σLT²)
Reorder Point
— units
ROP = (d × LT) + Safety Stock
Inventory Cost Impact
—
Service Level vs Safety Stock Trade-off
⚡
The Problem
Your supplier just called — they're 3 weeks late. Your current stock runs out in 18 days. You have three options: pay for emergency air freight, find an alternative supplier, or ration stock across stores. Each decision has a different cost and customer impact. This simulator shows the outcome of each in real time.
Stock Level Timeline — 60 Days
Projected Stock
Stockout Zone
Supplier Delay
Scenario Controls
Supplier delay: 21 days
Choose Your Response
Select a response to see impact
Choose one of the four options above to model the financial and operational outcome.
🎮
S&OP Executive Challenge
Can you survive the Supply Chain Crisis? You are the Demand Planning Manager in Dubai. A critical 21-day port congestion delay has occurred on your highest-margin SKU (Oud Royale 100ml) from China. Your S&OP task is to make key replenishment and inventory decisions across 3 rounds. Keep stores in stock (maintain high OTIF) while keeping carrying and freight costs within your cash budget. Prove you're a true Supply Chain Master!
Current Day
Day 1
Cash Budget
AED 25,000
Store Stock
82 units
Service Level (OTIF)
100%

All data is 100% synthetic — built for demonstration. Same S&OP frameworks applied live at Emirates Pride (28 UAE stores) & ANDS Dubai.

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Most demand planning in the GCC is still "last year plus a percentage" — which sounds like a method but is actually just institutional inertia dressed up as a forecast. What good actually looks like is a statistical baseline built on rolling sell-out data, layered with structured commercial intelligence — promotions, new listings, range deletions — and then reconciled against a financial plan before anyone commits to a purchase order. The GCC compounds this because you're dealing with Ramadan surges that can spike category demand by 40%, import lead times of 45–90 days from Asia, and a retail landscape where a single key account can represent 30% of your volume. The margin for error is far smaller here than in markets with domestic production and short replenishment cycles. The planners who thrive in this environment are the ones who treat forecasting as a decision-making discipline — not a spreadsheet exercise. Read the full article
S&OP fails for one reason almost every time: it becomes a reporting meeting instead of a decision-making forum. Teams show up with slides, numbers get reviewed, nobody makes a call, and everyone leaves to run their own plans anyway. The process I designed at ANDS was built around the opposite principle — every meeting in the 4-week cycle has a defined output, a decision owner, and a constraint that must be resolved before the next stage. Demand review produces an unconstrained plan. Supply review produces a constrained one. Pre-S&OP reconciles the gap. Executive S&OP makes the trade-offs. When the process has that architecture — and when Finance is genuinely integrated, not just invited — it changes from a coordination exercise into the operating system of the business. The transformation took 18 months. The first three months were the hardest because you're asking commercial teams to give up their private forecasts and commit to a shared number. That requires trust, not just process design. Read the full article
The CFO conversation is the one most supply chain professionals avoid — and that avoidance is exactly what keeps the function underfunded. The financial case is straightforward once you build it properly. A 5% improvement in forecast accuracy at a mid-size FMCG distributor in Dubai reduces emergency air freight by roughly AED 800K–1.2M annually. A 10% reduction in inventory days outstanding releases AED 3–5M in working capital depending on turnover. Eliminating one major stockout event in a high-velocity category saves the margin on hundreds of thousands of lost units. I model all of this explicitly — not as estimates but as ranges with assumptions you can stress-test. When you walk into a CFO's office with a scenario model that ties operational metrics to P&L and balance sheet impact, you stop being a cost centre and start being a strategic lever. That shift in perception changes what resources you get, which changes what outcomes you can deliver. Read the full article
The UAE's geographic position is both its greatest supply chain advantage and its most underappreciated risk. You have world-class port infrastructure, a logistics hub connecting Asia, Africa, and Europe — and you are also within 33km of the Strait of Hormuz, adjacent to the Red Sea corridor that was disrupted by Houthi attacks in 2023–24 sending freight rates up 323%, and dependent on Black Sea wheat that was directly impacted by the Ukraine conflict. Resilience in this context is not about having a backup plan in a drawer. It is about three things: redundancy built into sourcing before the crisis hits — not after, visibility tools that give you signal of disruption before your shipment is already at risk, and pre-negotiated contingency contracts with alternative carriers and suppliers that can be activated in days, not weeks. The supply chains that held up through the Red Sea crisis were the ones that had already invested in multi-route flexibility. The ones that collapsed were the ones that had optimised entirely for cost. Read the full article
AI meaningfully improves demand planning in three places: detecting non-linear seasonal patterns that statistical smoothing misses, processing external signals — weather, search trends, commodity prices — at a speed no analyst team can match, and identifying demand anomalies before they propagate into the supply plan. Where the hype outruns reality is in the assumption that better algorithms eliminate the need for human judgment. They don't. AI produces a better baseline — it does not replace the commercial intelligence that comes from a sales director knowing a key account is about to double their order, or a planner knowing that a competitor just went out of stock. The models I've built use Holt's Double Exponential Smoothing as the statistical engine, with a structured overlay process for commercial inputs. That combination — rigorous baseline plus structured human judgment — consistently outperforms either pure algorithmic or pure intuitive approaches. The future is not AI replacing planners. It is planners who understand AI outperforming those who don't. Read the full article
Execution is necessary but it is not differentiating. Most competent supply chain professionals can run a planning cycle, manage a 3PL, and hit their OTIF targets in a stable environment. Transformation requires a different capability: the ability to diagnose why a system is underperforming, design a better one, bring cross-functional stakeholders into alignment around it, and then sustain that performance when conditions change. The work I did at ANDS was transformation — not because the numbers moved, but because the underlying system changed. We went from a planning function that reacted to orders to one that shaped them. From a team that reported on OTIF to one that was accountable for it. From a process where demand and supply were separate conversations to one where they were reconciled into a single plan every month. That kind of change does not happen because of a new tool or a new hire. It happens because someone decides to hold the system to a higher standard and has the technical and interpersonal capability to redesign it from the inside. Read the full article
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Practical supply chain intelligence for the GCC market — demand planning frameworks, geopolitical risk breakdowns, AI in logistics, and the thinking behind the numbers. No fluff. Just signal.

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