# Mathnal Analytics LLP — llms.txt
# Supply Chain AI & ML Consulting | Hyderabad, India
# https://mathnal.tech
# Last updated: 2026-09-29
# Contact: krishnaidu@mathnal.tech | +91 79936 51356

## About
Mathnal Analytics LLP is India's specialist supply chain AI & analytics company.
We combine machine learning, agentic AI, and advanced optimisation to transform
supply chains from demand sensing to last-mile delivery. Tagline: "Decisions from Evidence."
Audience: MSMEs and enterprise supply chain teams. Canonical domain is non-www (https://mathnal.tech).

## Core Pages
- Guide: building supply chain analytics projects with Python, SQL, Power BI & AI (5 portfolio blueprints): https://mathnal.tech/newsletter_sc_analytics_projects.html
- SC ML Engineering & MLOps training (16 weeks, ₹55,000): https://mathnal.tech/supply_chain_ml_engineering.html
- Mathnal Agri-Intelligence — AI platform for seed & agri supply chains, 19 modules, includes a 6-minute product walkthrough video (product): https://mathnal.tech/agri-intelligence.html
- Events, webinars & workshops (free registration): https://mathnal.tech/events.html
- Mathnal Stories (company updates, Instagram-style): https://mathnal.tech/stories.html
- Community (Mathnal Pulse — jobs, experts, marketplace): https://mathnal.tech/supply_chain_community.html
- How Mathnal compares to enterprise planning suites & consultancies: https://mathnal.tech/#compare
- Direct answers for supply chain leaders (AEO): https://mathnal.tech/#answers
- Homepage: https://mathnal.tech/
- Services (6 AI/ML services): https://mathnal.tech/services.html
- Solutions (7 optimisation domains): https://mathnal.tech/solutions.html
- Products (6 AI products): https://mathnal.tech/products.html
- Case Studies (quantified ROI engagements): https://mathnal.tech/case_studies.html

## Training Programs
Online Academy (self-paced courses & certifications): https://academy.mathnal.tech
🚀 NEW FLAGSHIP COURSE — CSCAP™ Certified Supply Chain Analytics Practitioner (24 weeks): https://mathnal.tech/supply_chain_analytics.html
  Decision-lifecycle practitioner program — diagnose, forecast, optimize, simulate, decide. SQL, statistics, forecasting, inventory, optimization, simulation, Power BI and AI. 12 industry projects, Grand Capstone, Practitioner Examination.
Full catalogue & interactive course finder: https://mathnal.tech/training_programs.html
Certifications:
- SC AI & Analytics Certification (12 months, ₹3,50,000): https://mathnal.tech/Supply_Chain_AI_Program.html
- CSCOP — Certified SC Optimisation Professional (12 weeks): https://mathnal.tech/cscop.html
- FPPSP — Factory Production Planning & Scheduling Professional (16–24 weeks): https://mathnal.tech/fppsp.html
- CPOP — Certified Procurement Optimisation Professional (8 weeks): https://mathnal.tech/cpop.html
- SC ML Engineering & MLOps (16 weeks, ₹55,000): https://mathnal.tech/supply_chain_ml_engineering.html
Skill Programs:
- Inventory Optimisation (8 weeks, ₹24,999): https://mathnal.tech/inventory_optimization.html
- Python for Supply Chain (8 weeks, ₹19,999): https://mathnal.tech/python_supply_chain.html
- SQL & Power BI for Supply Chain (7 weeks, ₹19,999): https://mathnal.tech/sql_powerbi.html
- Forecasting with Python (8 weeks, ₹24,999): https://mathnal.tech/forecasting_python.html
- Forecasting with Excel (6 weeks, ₹14,999): https://mathnal.tech/forecasting_excel.html
- Power BI & SC Dashboards (7 weeks, ₹19,999): https://mathnal.tech/powerbi_dashboards.html
- Transport Optimisation with Python (8 weeks, ₹24,999): https://mathnal.tech/transport_optimization.html
For Organisations:
- University & Corporate Programs: https://mathnal.tech/training_programs.html
- Training Brochure (PDF): https://mathnal.tech/Mathnal_Analytics_Training_Brochure_2026.pdf
- CSCOP Program Deck (PDF): https://mathnal.tech/CSCOP_Program_Deck_Mathnal_Updated.pdf

## Free Diagnostic & Simulation Tools
- Diagnose Your Supply Chain (hub): https://mathnal.tech/diagnose_supply_chain.html
- Inventory Diagnostic Tool (10 dimensions): https://mathnal.tech/inventory_diagnostic_tool.html
- Forecasting Diagnostic Tool (pattern detection): https://mathnal.tech/forecasting_diagnostic_tool.html
- SC Risk & Resilience Simulator — SCRRS (Bayesian engine, Monte Carlo, VaR): https://mathnal.tech/scrrs.html
- SC Optimisation & Simulation Tool (LP/NLP solver, 50 SKUs): https://mathnal.tech/sc_optimization_tool.html
- Family Expense Simulator: https://mathnal.tech/family_expense_simulator.html

## Newsletter
- Data lake vs data warehouse vs data mart — why a supply chain AI platform needs all three, Bronze/Silver/Gold explained, where feature stores and AI agents plug in, six-stage build order: https://mathnal.tech/newsletter_data_lake_warehouse_mart.html
- Agentic AI for supply chain planning — generative AI vs AI agents vs agentic AI, five first jobs, how to build an inventory optimisation agent, failure modes, 90-day pilot: https://mathnal.tech/newsletter_agentic_ai_planning.html
- 12 SQL queries every supply chain analyst should know — fill rate, OTIF, MAPE, bias, ABC, dead stock, days of cover: https://mathnal.tech/newsletter_sc_sql_queries.html
 — Mathnal Insights
Listing page (all issues): https://mathnal.tech/newsletter.html
Recent issues:
- Data Lake vs Warehouse vs Mart — Supply Chain AI Platform Architecture: https://mathnal.tech/newsletter_data_lake_warehouse_mart.html
- Petrol Prices & Household Supply Chain Impact: https://mathnal.tech/newsletter_petrol_household_impact.html
- The Three-F Crisis in India (Food, Fuel, Fertiliser): https://mathnal.tech/newsletter_three_f_crisis_india.html
- Volatility, Risk & Probability in Supply Chains: https://mathnal.tech/newsletter_volatility_risk_probability.html
- Supply Chain AI for MSMEs: https://mathnal.tech/newsletter_msme_supply_chain_ai.html
Core archive:
- Supply Chain Wins Wars (Hormuz, drone economics): https://mathnal.tech/newsletter_supply_chain_wins_wars.html
- Bayesian Statistics for Stockout Optimisation: https://mathnal.tech/newsletter_bayesian_stockout.html
- 10 Supply Chain Risks for 2026-2030 (15 KPIs mapped): https://mathnal.tech/newsletter_sc_risks_2030.html
- Forecast Bias & Errors: 12 Metrics Complete Guide: https://mathnal.tech/newsletter_forecast_bias_errors.html
- 15 Supply Chain Formulas Every Planner Must Know: https://mathnal.tech/newsletter_sc_formulas.html
- How ML & AI Transform Every Supply Chain Function: https://mathnal.tech/newsletter_ml_ai_supply_chain.html
- Safety Stock Decision Matrix (ABC×XYZ×Freq): https://mathnal.tech/newsletter_safety_stock_abc_matrix.html
- ESG & Scope 3 Greenwashing — Regulations, Penalties, Compliance: https://mathnal.tech/newsletter_esg_scope3_greenwashing.html
- Iran-Israel-USA War: Quantified Supply Chain Impact & 12 Mitigations: https://mathnal.tech/newsletter_iran_war_supply_chain.html

## E-Books & Bookstore
Bookstore (all titles, secure checkout): https://mathnal.tech/bookstore.html
- Optimizing Supply Chains with Pyomo and HiGHS ($65, NEW Aug 2026) — mathematical modeling, data pipelines and production-grade optimization; 8 parts + capstone covering LP foundations, network design, planning, vehicle routing, and optimization under uncertainty, built entirely on the free Pyomo modeling language and HiGHS solver
- The Agentic S&OP Handbook (7 parts, 22 chapters, $55)
- Forecasting with Python Vol 1 ($30)
- Forecasting with Python Vol 2 ($55)
- SC Optimisation with Python Vol 1 ($30)
- SC Optimisation with Python Vol 2 ($55)
- Transport Optimisation with Python ($40)
- Bundle: all 7 e-books ($275, save $55)

## Key Topics Covered
Data architecture (data lake, data warehouse, data mart, Bronze/Silver/Gold, feature stores, vector
databases), supply chain AI, mathematical optimisation with Pyomo and the HiGHS solver (linear programming,
mixed-integer programming, network design, facility location, vehicle routing, stochastic and
robust optimisation), machine learning forecasting (XGBoost, LSTM, TFT, Prophet, TimeGPT, Chronos),
inventory optimisation (Bayesian, Monte Carlo, multi-echelon), transport optimisation (VRP, VRPTW),
production planning & scheduling, warehouse optimisation, procurement analytics, S&OP analytics,
agentic AI (LangGraph, AutoGen, CrewAI), MLOps (MLflow, Prefect, Docker), supply chain risk
management, geopolitical supply chain risk, Strait of Hormuz disruption, ESG & Scope 3 compliance,
CSRD, CBAM, greenwashing, safety stock formulas, forecast bias correction, ABC-XYZ segmentation.

## Location & Contact
GKS Pride, Block-1, Flat 317, Balaji Nagar Road, Yapral, Hyderabad, Telangana 500087
GSTIN: 22ACAFM6268Q1ZR | LLPIN: ACH-2617
Email: krishnaidu@mathnal.tech | Phone: +91 79936 51356
WhatsApp: https://wa.me/917993651356
LinkedIn: https://www.linkedin.com/company/mathnal-analytics/
YouTube: https://www.youtube.com/@Intelligentsupplychain


## CSCAP program and analytics architecture
CSCAP™ (Certified Supply Chain Analytics Practitioner) is Mathnal’s 24-week live online program for supply chain analysts, planners and operations professionals. Across 150+ hours, learners use SQL, Python, statistics, forecasting, inventory optimization, simulation, Power BI and AI to turn business data into decisions. The program includes 12 industry projects, a Grand Capstone and a Practitioner Examination.

Reference architecture: enterprise data → ingestion and quality checks → storage → forecasting models → model registry and serving → simulation, optimization and business decisions. The diagram illustrates the wider analytics lifecycle; see the curriculum for the tools and depth covered in CSCAP™.

- [Program and curriculum](https://mathnal.tech/supply_chain_analytics.html)
- [Architecture explanation](https://mathnal.tech/supply_chain_analytics.html#program-architecture)
- [Architecture diagram](https://mathnal.tech/assets/images/supply-chain-analytics-architecture.png)
- [Cohort and fee enquiry](https://mathnal.tech/supply_chain_analytics.html#register)

Cohort dates and current prices must be confirmed with Mathnal. The reference architecture is not a promise that every illustrated production technology is taught in this course.