# FAQ

- [Fundamentals](https://learn.moselle.io/faq/fundamentals.md): Core concepts in inventory planning — what AI inventory planning is, key metrics, and terminology every operations team should know.
- [How Do I Get Started with Mo Credits?](https://learn.moselle.io/faq/fundamentals/how-do-i-get-started-with-mo-credits.md): Learn how to get started with Mo Credits in Moselle — from opening your first chat to downloading Mo's output in minutes.
- [What is AI Inventory Planning?](https://learn.moselle.io/faq/fundamentals/what-is-ai-inventory-planning.md): Learn what AI inventory planning is, how it differs from traditional methods, and how Moselle uses AI to automate demand-driven decisions for consumer brands.
- [What's the Difference Between Inventory Management and Inventory Planning?](https://learn.moselle.io/faq/fundamentals/inventory-management-vs-inventory-planning.md): Understand the key difference between inventory management and inventory planning — and why consumer brands need both to avoid stockouts and overstock.
- [What is Open-to-Buy Planning?](https://learn.moselle.io/faq/fundamentals/what-is-open-to-buy-planning.md): Learn what open-to-buy (OTB) planning is, how it works for consumer brands, and how it connects to demand forecasting and inventory planning in Moselle.
- [How Do I Calculate Months-on-Hand for Inventory?](https://learn.moselle.io/faq/fundamentals/how-to-calculate-months-on-hand.md): Learn how to calculate months-on-hand (MOH) for inventory, what a healthy MOH range looks like, and how Moselle uses it to flag overstocked items.
- [What is the difference between MSRP & ASP?](https://learn.moselle.io/faq/fundamentals/what-is-the-difference-between-msrp-and-asp.md): Learn the difference between MSRP and ASP, why the gap matters for pricing strategy, and how Moselle uses both to project revenue in your forecasts.
- [Forecasting](https://learn.moselle.io/faq/forecasting.md): Everything you need to know about demand forecasting — how it works, how to measure accuracy, and which methods work best for different product types.
- [How Does Demand Forecasting Work for Consumer Brands?](https://learn.moselle.io/faq/forecasting/how-does-demand-forecasting-work.md): Understand how demand forecasting works for consumer brands — including the methods, inputs, and how Moselle generates SKU-level forecasts automatically.
- [How Accurate is AI Demand Forecasting?](https://learn.moselle.io/faq/forecasting/how-accurate-is-ai-demand-forecasting.md): Find out how accurate AI demand forecasting really is, what factors affect accuracy, and what benchmark MAPE scores consumer brands should target.
- [What is the Best Forecasting Method for Seasonal Products?](https://learn.moselle.io/faq/forecasting/best-forecasting-method-for-seasonal-products.md): Which forecasting method works best for seasonal products? Learn how to account for demand peaks and how Moselle handles seasonality.
- [What's the Difference Between Statistical and ML-Based Forecasting?](https://learn.moselle.io/faq/forecasting/statistical-vs-ml-forecasting.md): Understand the difference between statistical and machine learning-based demand forecasting, and when each approach works best for consumer brands.
- [What is MAPE and What's a Good MAPE Score?](https://learn.moselle.io/faq/forecasting/what-is-mape-and-good-mape-score.md): Learn what MAPE is, how to calculate it, what a good MAPE score looks like for demand forecasting, and how Moselle tracks forecast accuracy over time.
- [Replenishment & Allocation](https://learn.moselle.io/faq/replenishment-and-allocation.md): Understand how replenishment and allocation planning work, when to use each, and how Moselle automates reorder recommendations across your SKU catalog.
- [How Does Replenishment Planning Work?](https://learn.moselle.io/faq/replenishment-and-allocation/how-does-replenishment-planning-work.md): Learn how replenishment planning works, what inputs it requires, and how Moselle automates the process of calculating reorder quantities and timing.
- [What is Allocation Planning and When Do I Need It?](https://learn.moselle.io/faq/replenishment-and-allocation/what-is-allocation-planning.md): Learn what allocation planning is, when consumer brands need it, and how Moselle distributes inventory across multiple locations using demand data.
- [What is the difference between an Allocation Plan and a Replenishment Plan?](https://learn.moselle.io/faq/replenishment-and-allocation/allocation-plan-vs-replenishment-plan.md): Understand the difference between allocation plans and replenishment plans in Moselle so you can choose the right plan type for your inventory workflow.
- [What is Unserviceable Demand in Production Planning?](https://learn.moselle.io/faq/replenishment-and-allocation/what-is-unserviceable-demand.md): Learn what unserviceable demand means in Moselle production planning and why you may see negative inventory values before an order arrives.
- [Planning & Operations](https://learn.moselle.io/faq/planning-and-operations.md): Practical guides for high-stakes planning scenarios — Black Friday inventory planning and managing stock across multiple sales channels.
- [How Do I Plan Inventory for BFCM / Black Friday?](https://learn.moselle.io/faq/planning-and-operations/how-to-plan-inventory-for-bfcm.md): A practical guide to planning inventory for Black Friday and Cyber Monday (BFCM) — including forecasting, ordering timelines, and how to use Moselle.
- [How Do I Manage Inventory Across Multiple Sales Channels?](https://learn.moselle.io/faq/planning-and-operations/how-to-manage-inventory-across-multiple-channels.md): Learn how to manage inventory across multiple sales channels — DTC, Amazon, wholesale — and how Moselle helps brands plan and allocate across channels.
- [Troubleshooting](https://learn.moselle.io/faq/troubleshooting.md): Step-by-step guides for diagnosing and resolving common issues in Moselle — data discrepancies, sync errors, and more.
- [How Do I Report an Actuals Discrepancy to Moselle?](https://learn.moselle.io/faq/troubleshooting/reporting-an-actuals-discrepancy.md): How to report a sales actuals discrepancy to the Moselle team — what information to include, common causes by channel, and a pre-submission checklist.
- [Evaluating Moselle](https://learn.moselle.io/faq/evaluating-moselle.md): Questions buyers ask when evaluating Moselle — what integrations are supported, how long implementation takes, and what to expect getting started.
- [What Integrations Should an Inventory Planning Tool Have?](https://learn.moselle.io/faq/evaluating-moselle/what-integrations-should-inventory-planning-tool-have.md): Discover which integrations an inventory planning tool should have to work with your existing tech stack — and which ones Moselle supports natively.
- [How Long Does It Take to Implement Inventory Planning Software?](https://learn.moselle.io/faq/evaluating-moselle/how-long-to-implement-inventory-planning-software.md): Moselle onboarding runs 4–5 weeks from kickoff to fully operational. Here's exactly what happens each week and how to prepare for a smooth go-live.


---

# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://learn.moselle.io/faq.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.
