Agent skill
sop-scenario-modeler
S&OP scenario modeling skill for demand-supply-financial plan alignment with what-if analysis
Install this agent skill to your Project
npx add-skill https://github.com/a5c-ai/babysitter/tree/main/library/specializations/domains/business/supply-chain/skills/sop-scenario-modeler
Metadata
Additional technical details for this skill
- domain
- business
- category
- demand-forecasting
- priority
- medium
- specialization
- supply-chain
SKILL.md
S&OP Scenario Modeler
Overview
The S&OP Scenario Modeler enables comprehensive Sales and Operations Planning through multi-scenario modeling, demand-supply-financial plan alignment, and what-if analysis. It supports the monthly S&OP cycle by facilitating scenario comparison and consensus plan development.
Capabilities
- Multi-Scenario Demand Planning: Create and compare multiple demand scenarios
- Supply Constraint Modeling: Model capacity, material, and resource constraints
- Financial Impact Calculation: Revenue, margin, and cost impact analysis
- Capacity Utilization Optimization: Balance capacity across scenarios
- Inventory Investment Modeling: Working capital implications by scenario
- Gap Analysis and Reconciliation: Identify and resolve demand-supply gaps
- Executive Summary Generation: Automated scenario comparison reports
- Consensus Plan Tracking: Monitor adherence to agreed plans
Input Schema
sop_scenario_request:
base_scenario:
demand_plan: object
supply_plan: object
financial_targets: object
alternative_scenarios: array
- name: string
demand_adjustments: object
supply_adjustments: object
constraints:
capacity_limits: object
material_availability: object
financial_bounds: object
planning_horizon: integer
granularity: string
Output Schema
sop_scenario_output:
scenarios: array
- name: string
demand_plan: object
supply_plan: object
financial_projection: object
gaps: array
feasibility_score: float
comparison_matrix: object
recommendations: array
executive_summary: string
consensus_plan: object
Usage
Demand Scenario Comparison
Input: Optimistic, base, pessimistic demand scenarios
Process: Model supply response and financial impact for each
Output: Side-by-side comparison with recommendation
Capacity Constraint Analysis
Input: Demand plan exceeding capacity in Q3
Process: Model capacity addition, demand shaping, outsourcing options
Output: Feasible scenario with cost-service tradeoffs
Financial Plan Alignment
Input: Operations plan vs. financial budget targets
Process: Reconcile volume, price, cost assumptions
Output: Aligned operational-financial plan
Integration Points
- Planning Platforms: o9 Solutions, Kinaxis, SAP IBP connectors
- ERP Systems: SAP, Oracle for master data and constraints
- Financial Systems: Budget and forecast integration
- BI Tools: Visualization and reporting
Process Dependencies
- Sales and Operations Planning (S&OP)
- Demand Forecasting and Planning
- Capacity Planning and Constraint Management
Best Practices
- Define clear scenario naming conventions
- Establish assumption documentation standards
- Include sensitivity analysis on key drivers
- Track scenario accuracy over time
- Maintain version control on scenarios
- Ensure cross-functional alignment on assumptions
Recommended Agent Skills
Expand your agent's capabilities with these related and highly-rated skills.
gsd-tools
Central utility skill for GSD operations. Provides config parsing, slug generation, timestamps, path operations, and orchestrates calls to other specialized skills. Acts as the unified entry point that the original gsd-tools.cjs provided via its lib/ modules (commands, config, core, init).
model-profile-resolution
Resolve model profile (quality/balanced/budget) at orchestration start and map agents to specific models. Enables cost/quality tradeoffs by selecting appropriate AI models for each agent role.
verification-suite
Plan structure validation, phase completeness checks, reference integrity verification, and artifact existence confirmation. Provides the structured verification layer ensuring GSD artifacts are well-formed and complete.
state-management
STATE.md reading, writing, and field-level updates. Provides cross-session state persistence via .planning/STATE.md with structured fields for current task, completed phases, blockers, decisions, and quick tasks.
git-integration
Git commit patterns, formats, and conventions for GSD methodology. Provides atomic commits per task, structured commit messages, planning file commits, branch management, and milestone tag operations.
frontmatter-parsing
YAML frontmatter parsing and manipulation for .planning/ documents. Provides read, write, update, query, and validation operations on frontmatter blocks in GSD markdown artifacts.
Didn't find tool you were looking for?