sales-operations-planning

Facilitate S&OP and IBP cycles with Python-based forecasting and gap analysis.

56|16|Updated Oct 18, 2025

Search Tags:#forecasting #inventory management #S&OP #demand planning #supply planning #integrated business planning

Ready to run

npx skills add https://github.com/kishorkukreja/awesome-supply-chain --skill sales-operations-planning

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: sales-operations-planning
Source: https://github.com/kishorkukreja/awesome-supply-chain/tree/main/skills/sales-operations-planning
Command: npx skills add https://github.com/kishorkukreja/awesome-supply-chain --skill sales-operations-planning

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

This Skill helps organizations implement and manage the Sales & Operations Planning (S&OP) process, ensuring alignment between demand forecasts, supply capabilities, and financial objectives to drive informed business decisions.

Core Features & Use Cases

S&OP Process Management: Guides users through the five-step monthly S&OP cycle, from data gathering to executive decision-making.
Demand & Supply Balancing: Facilitates the creation of consensus demand plans and assesses supply capacity against these plans, identifying and proposing solutions for gaps.
Use Case: A company struggling with stockouts and excess inventory can use this Skill to establish a structured monthly S&OP process, leading to a more balanced and profitable plan.

Quick Start

Use the sales-operations-planning skill to begin the S&OP process by gathering historical data and generating a baseline forecast.

Frequently Asked Questions about sales-operations-planning

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

What is S&OP and how does integrated business planning balance demand and supply?▼

S&OP is a monthly planning process that integrates demand forecasts, supply capabilities, and financial objectives to drive informed business decisions. It balances inventory management by generating consensus plans, assessing capacity, and identifying supply gaps.

How do I start the S&OP process and generate a baseline demand forecast?▼

To start the S&OP process, gather historical data to generate a baseline demand forecast. The skill guides you through the five-step monthly cycle, from initial data gathering to executive decision-making, utilizing Python for gap analysis and financial reconciliation.

Can I use Python for capacity analysis and scenario planning in supply planning?▼

Yes, you can use Python for capacity analysis and scenario planning in supply planning. The skill utilizes Python scripts to facilitate data gathering, perform gap analysis against consensus demand plans, and reconcile financial plans for supply chain optimization.

What is the best way to fix stockouts and excess inventory through demand planning?▼

The best way to fix stockouts and excess inventory is to establish a structured monthly S&OP process. This approach aligns demand planning with supply capacity, facilitating a balanced and profitable plan through consensus forecasting and gap analysis.

Do I need specific data formats to run consensus forecasting and financial reconciliation?▼

You need historical data to run consensus forecasting and financial reconciliation effectively. The skill requires this data to generate baseline forecasts, assess supply constraints, and perform integrated business planning for executive decision-making.