An AI-driven retail inventory diagnostic tool that generates data-backed action strategies using quadrant analysis and lifecycle tracking.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install inventory-strategy
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install inventory-strategy using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Inventory Strategy Agent?
The inventory-strategy skill is a sophisticated framework designed for retail health diagnosis and automated decision-making. By leveraging the Openclaw Skills ecosystem, it integrates directly with semantic data layers to perform four-quadrant classification based on sell-through rates and stock-to-sales ratios. This skill helps retail managers move beyond simple data viewing into actionable business intelligence.
At its core, the skill provides a three-phase diagnostic workflow that ensures human-in-the-loop oversight while automating the heavy lifting of data aggregation. It specifically targets problem areas such as stagnant inventory and replenishment gaps, providing professional-grade HTML reports and Excel action plans to streamline operations.
Inventory Strategy Agent Use Cases
- Periodic inventory health audits to identify stagnant stock and overstock risks.
- Automated replenishment planning based on daily sales velocity and stock-to-sales ratios.
- Seasonal transition management by identifying end-of-season items for clearance.
- Brand-level performance deep dives to optimize category-specific inventory levels.
- Stress testing inventory resilience for upcoming high-traffic promotion events.
How Inventory Strategy Agent Works
- Data Discovery: The skill utilizes the metric-query Gateway to search for and validate inventory metrics like sell-through rate, stock quantity, and on-market days.
- Diagnostic Scan: It executes precise queries to capture a snapshot of the current inventory state, strictly adhering to time constraints to ensure data accuracy.
- Quadrant Classification: Products are categorized into a matrix (Healthy, Overstock, Stagnant, or New Arrival) based on performance thresholds.
- Lifecycle Correction: The agent adjusts classification based on 'on_market_days' and 'season' to distinguish between slow-moving new items and true stagnant stock.
- Action Generation: Upon user confirmation, it matches inventory states against prioritized business rules (R1-R6) to calculate suggested restock volumes or discount depths.
Inventory Strategy Agent Setup
To use this skill effectively, the metric-query skill must be loaded beforehand to handle the underlying data requests.
# Load the required dependency
openclaw load metric-query
# Trigger the inventory diagnosis
openclaw run inventory-strategy --query "analyze my current inventory health"
Inventory Strategy Agent Data Schema & Taxonomy
The skill organizes its output into a structured diagnostic taxonomy. Below is the primary classification schema used by this Openclaw Skills component:
| Classification | Logic | Business Action |
|---|---|---|
| Q1 Healthy | Sell-through >= 40%, SSR < 0.5 | Maintain current strategy |
| Q2 Overstock | Sell-through >= 40%, SSR >= 0.5 | End-of-season clearance |
| Q3 Stagnant | Sell-through < 40%, SSR >= 0.5 | Aggressive promotion (P0) |
| Q4 Observation | Sell-through < 40%, SSR < 0.5 | Weekly monitoring (New arrivals) |
| Stockout Risk | SSR < 0.15 | Urgent replenishment (P0) |
Inventory Strategy Agent Advanced Features
- Lifecycle-Aware Correction: Automatically shifts items from 'Observation' to 'Stagnant' if on-market days exceed 90 days without meeting sell-through targets.
- Rule-Based Action Engine: Priority-coded intervention suggestions (P0-P2) based on inventory value and urgency.
- Multi-Format Reporting: Generates dark-themed interactive HTML reports for management and structured XLSX files for operational execution.
- What-if Stress Testing: Simulates inventory depletion timelines based on hypothetical growth rates for upcoming sales events.
- Current Discount Integration: Suggests new discount depths by referencing existing 'discount_rate' to avoid margin erosion.
SKILL.md
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