# Decisions from Evidence — since 2023

Supply Chain Intelligence
Powered by AI, ML & Analytics

Mathnal is India's most specialised supply chain AI company. We build ML forecasting, optimisation engines, agentic AI systems, and real-time analytics for inventory, transport, production, warehouse, procurement and S&OP — turning raw data into decisions that save money.

Why Mathnal?
100%SC Focused
6AI Products
7SC Domains
30+AI/ML Tools
4Free Diagnostics
15+Case Studies
6 AI Products 7 SC Domains 4 Free Diagnostic Tools 15+ Case Studies 100% Supply Chain Focused Hyderabad, India
01 — Free AI Diagnostic Tools

Diagnose your supply chain — free, instant, no signup.

Run a health check on your inventory, forecast accuracy, supply chain risk or cost structure. Each tool produces an actionable scorecard in under 2 minutes.

🩺 Open Full Diagnostic Suite →

FIND YOUR SOLUTION

Select your supply chain problems — we suggest the fix.

Click every problem you face. The more you select, the more precise our recommendation.

What supply chain problems are you facing?
📦 Stockouts / Low Fill Rate 💰 Excess Inventory / Cash Locked 📈 Bad Forecast Accuracy 🚚 High Logistics / Transport Cost 📊 Manual Reporting / Excel Hell 👁️ No Real-Time Visibility ⚠️ Supplier Risk / Disruptions 🏭 Production Scheduling Gaps 🛒 Procurement Overspend 📋 No Structured S&OP Process
← Click the problems you face to see matched solutions, products and tools
02 — Services

End-to-end supply chain AI & analytics services.

India's only company exclusively focused on the full supply chain intelligence stack — from descriptive analytics to autonomous AI agents.

📊

SC Analytics & Dashboards

Executive dashboards, KPI monitoring, ABC-XYZ segmentation, exception reporting. Python, SQL, Power BI.

15+KPIs
80%Faster reports
View capabilities →
📈

Forecasting & Demand Sensing

Full ML forecasting: ARIMA through LSTM, TFT and foundation models. MLOps, bias correction, auto-retraining.

35%MAPE cut
$2.4MExcess eliminated
View capabilities →
🤖

Agentic AI Systems

Multi-agent systems for procurement bots, replenishment agents, risk monitors and S&OP copilots. LangGraph, AutoGen, CrewAI.

55%Auto-resolved
24/7Monitoring
View capabilities →
🧠

ML Engineering & MLOps

Production ML: feature engineering, model deployment, monitoring, retraining. MLflow, Prefect, Docker, FastAPI.

10xFaster deploy
99.5%Uptime
View capabilities →
⚙️

SC Optimisation

Mathematical optimisation: inventory, transport, production, warehouse, procurement. OR-Tools, PuLP, Pyomo.

28%SS reduced
$3.2MCapital freed
View capabilities →
📋

S&OP Analytics & Planning

Consensus forecasting, scenario simulation, capacity planning, IBP dashboards connecting commercial, supply and finance.

15%Accuracy gain
6ppOTIF improved
View capabilities →

→ View all 6 services with case studies

FORECASTING SOLUTIONS

From spreadsheet averages to production ML forecasting.

We build forecasting systems at every maturity level — from Excel smoothing to autonomous deep learning pipelines. The right model depends on your data, SKU count and planning process.

📊 Classical

Moving averages, Holt-Winters, ARIMA, seasonal decomposition. Works from day one on any demand history.

Excelstatsmodels

🤖 Machine Learning

XGBoost, LightGBM with engineered features — lags, rolling stats, promotions, calendar effects.

scikit-learnXGBoost

🧠 Deep Learning

LSTM, GRU, Temporal Fusion Transformer for multi-horizon, multi-variate demand at scale.

PyTorchTFT

⚡ Foundation Models

TimeGPT, Chronos and NeuralProphet — pre-trained models that forecast with minimal historical data.

TimeGPTChronos

Forecasting Pipeline Architecture

Raw Demand ERP / POS / Excel Clean & Feature pandas / Power Query Model Zoo ARIMA → LSTM → TFT Evaluate & Tune MAPE / Bias / FVA Deploy & Monitor MLflow / API / Alerts STEP 1 STEP 2 STEP 3 STEP 4 STEP 5 FORECASTING PIPELINE: RAW DATA → PRODUCTION FORECAST IN 6 WEEKS
AUTOMATION SOLUTIONS

Five tiers of supply chain automation. Pick yours.

Every company is at a different maturity level. We build solutions that match where you are today and grow with you.

TIER 1 Excel + Power Query Automated refresh Pivot dashboards Solver optimisation ₹1–3 Lakhs Best for: SMEs No code needed 2–4 weeks TIER 2 SQL + Power BI Direct query ERP DAX KPI measures Scheduled refresh ₹3–6 Lakhs Best for: Mid-size SQL basics needed 4–6 weeks TIER 3 SQL + Python + Power BI ML models + ETL Automated pipelines Custom dashboards ₹6–15 Lakhs Best for: Enterprise Full stack analytics 6–10 weeks TIER 4 SaaS Platform (No AI) Cloud dashboards Role-based access API integrations ₹15–30 Lakhs Best for: Multi-site Browser-based 10–16 weeks TIER 5 SaaS + AI Agentic AI ML forecasting Autonomous agents Auto-retraining ₹30+ Lakhs Best for: Digital SC Full AI autonomy 12–20 weeks EXCEL SQL + BI PYTHON SAAS AI + SAAS 5 AUTOMATION TIERS — CHOOSE YOUR LEVEL

📩 Discuss which tier fits your team →

03 — Product Suite

Six AI-powered supply chain products with proven ROI.

Production-ready tools you can deploy. Each product includes dashboards, model pipelines and integration support.

📈

SC Forecasting Engine

Ensemble ML demand forecasting — XGBoost, LSTM, Prophet — with bias correction and demand sensing.

35%MAPE cut
22%SS saved
Learn more →
📦

Inventory Optimisation Engine

Dynamic safety stock via simulation, Bayesian methods and multi-echelon modelling. Any service level.

28%SS reduced
$3.2MCapital freed
Learn more →
📊

SC Intelligence Dashboards

Real-time Power BI for 15+ KPIs: OTIF, fill rate, turns, forecast accuracy — with SKU-level drill-down.

80%Faster reports
15+KPIs
Learn more →
🤖

SC Agentic Copilot

Autonomous AI agent: exception monitoring, corrective actions, pre-approved response execution.

55%Auto-resolved
40%Time freed
Learn more →
🚚

Transport Route Optimiser

VRP, multi-stop routing with time windows, vehicle capacity, multi-depot scenarios for daily dispatch.

12%Cost down
$890KAnnual savings
Learn more →
🛡️

SC Risk Intelligence Monitor

Continuous supplier risk scoring — geopolitical, financial, climate, quality. 14-day early warning.

14 daysEarly warning
$1.8MLoss prevented
Learn more →

→ View all 6 products with dashboards & case studies

04 — Solutions by Domain

Seven supply chain domains. One specialist partner.

→ View all 7 solutions with ROI case studies

HOW WE WORK

Our 6-step engagement process.

From discovery to continuous optimisation — every engagement follows a structured, sprint-based process with weekly demos and measurable outcomes.

🔍 Discovery Understand pain points & data 📊 Diagnose Free tool audit + gap analysis 📐 Design Solution arch + SOW & timeline ⚙️ Build Sprint-based dev with weekly demos 🚀 Deploy Production + user training + handoff 📈 Optimise Monitor, retrain & continuous ROI OUR 6-STEP ENGAGEMENT: DISCOVERY → DEPLOY IN 6–12 WEEKS
TECHNOLOGY

Business & tech stack integration.

We integrate with your existing ERP, databases and cloud infrastructure. No rip-and-replace — we build on what you have.

DATA SOURCES ERP (SAP, Oracle) Excel / CSV SQL Databases APIs / IoT Cloud Storage PROCESSING Python / pandas Power Query SQL / dbt Prefect / Airflow Spark (large scale) AI / ML MODELS XGBoost / LightGBM LSTM / TFT Prophet / NeuralProphet OR-Tools / PuLP LangGraph / CrewAI DASHBOARDS Power BI / DAX Python Plotly / Streamlit Excel + Solver DEPLOYMENT FastAPI / Docker MLflow / Prefect Azure / AWS / Vercel
05 — Client Outcomes

Quantified results from real engagements.

FMCG Manufacturer

ML forecasting: MAPE from 28% to 12%. Safety stock freed $3.2M working capital. OTIF up 6 percentage points.

Read case study →

E-Commerce Platform

Inventory optimisation across 50,000 SKUs. ABC-XYZ segmentation + dynamic ROP: excess stock reduced 22%.

Read case study →

3PL Logistics Provider

VRP route optimisation for 1,200 daily deliveries. Logistics cost down 12%, on-time delivery 98.5%.

Read case study →

→ View all 9 case studies with quantified ROI

06 — Training & Certification

Build your team's supply chain AI capability.

Professional training from India's specialist SC AI company. Live cohorts, corporate batches and university partnerships.

🎓 View All Programs → ⬇️ Download Training Brochure

📰 Mathnal Insights Newsletter

Supply chain AI analysis, case studies and Python tutorials. Free, monthly.

Read Latest Issues →📚 E-books & Bookstore
08 — Get in Touch

Let's discuss your supply chain challenge.

Whether you need a diagnostic, a product demo, a consulting engagement or a training proposal — we respond within 2 hours. Tell us what you are working on and we will suggest the right approach.

✉️ krishnaidu@mathnal.tech 📱 +91 79936 51356 (WhatsApp) 📍 GKS Pride, Yapral, Hyderabad 500087 🕘 Mon–Sat · 9 AM – 8 PM IST

Sent to krishnaidu@mathnal.tech · Response within 2 hours