AI Menu Optimization

osop_version: "1.0"
id: "ai-menu-optimization"
name: "AI Menu Optimization"
description: "AI analyzes sales data and food costs to recommend menu changes."

nodes:
  - id: "upload_sales"
    type: "human"
    subtype: "input"
    name: "Upload Sales Data"
    description: "Restaurant uploads POS transaction history and food cost data."

  - id: "ai_profitability"
    type: "agent"
    subtype: "llm"
    name: "Analyze Dish Profitability"
    description: "Calculate margins, identify underperformers, detect seasonal trends."

  - id: "suggest_changes"
    type: "system"
    name: "Suggest Menu Changes"
    description: "Recommend price adjustments, removals, and new dish positioning."

  - id: "chef_review"
    type: "human"
    subtype: "review"
    name: "Chef Review"
    description: "Chef evaluates suggestions for feasibility, quality, and kitchen workflow."
    security:
      approval_gate: true

  - id: "update_pos"
    type: "api"
    subtype: "rest"
    name: "Update POS System"
    description: "Push approved menu changes to point-of-sale and online ordering."

edges:
  - from: "upload_sales"
    to: "ai_profitability"
    mode: "sequential"
  - from: "ai_profitability"
    to: "suggest_changes"
    mode: "sequential"
  - from: "suggest_changes"
    to: "chef_review"
    mode: "sequential"
  - from: "chef_review"
    to: "update_pos"
    mode: "conditional"
    when: "review.approved == true"