Alloy Planning

Alloy Planning is a web-based forecasting and planning system designed specifically for consumer goods brands. It is best suited to sales and supply-chain teams that depend on retailer sell-through and channel inventory, rather than companies seeking a broad, self-serve planning app. Its retail-level data model is a strong differentiator, while custom pricing and a demo-led buying process make it a considered enterprise purchase.

Overview

Alloy Planning brings commerce and inventory information into a shared source of truth for Sales and Supply Chain teams. The platform is built around point-of-sale demand, channel inventory and shipment data, with visibility into product movement from manufacturing through warehouses and retail locations. That focus gives consumer brands a more operational view than a forecast based solely on shipments.

Alloy.ai says its platform connects to more than 450 pre-built sources, including retailers, ecommerce platforms, distributors, 3PLs and ERPs. It extracts data from APIs, retailer portals and flat files, then applies a SKU-Location Inference Model to map partner identifiers, convert units, and align metrics, calendars and currencies. For organizations dealing with inconsistent partner data, this normalization can remove substantial manual preparation before planning begins.

Key features

Forecasts use harmonized retail point-of-sale and channel inventory signals down to retailer and SKU level. Demand sensing, hierarchical forecasting and scenario planning let teams react to changes at a useful operating granularity instead of managing only an aggregate demand number. The sku_location forecast granularity is particularly relevant when store-level availability and sell-through determine replenishment decisions.

Shared planning lets teams build plans and measure performance against them in one workspace. Point-of-sale, inventory and shipment feeds are automatically updated, and alerts identify areas that need attention. That exception-oriented workflow can help teams respond to stockouts and reduce excess-inventory costs, although its value depends on having reliable retail and channel data to begin with.

For S&OP, Alloy Planning combines point-of-sale projections with sales forecasts, marketing promotions and capacity forecasts to support consensus demand and inventory plans. It lists SAP IBP, Anaplan, Kinaxis and Logility among its demand-planning integrations, and Alloy.ai will discuss a custom integration when a customer's system is not covered.

The wider data platform offers warehouse destinations including Snowflake, BigQuery, Databricks, Redshift and Azure Data Lake, with downstream connections to Tableau, Power BI, Looker, Kinaxis, Anaplan and SAP IBP. Lens acts as an on-demand AI analyst for natural-language questions and multidimensional performance explanations. A Replenishment Agent detects store-level stockouts and prepares recovery orders for approval, while the Performance Reporting Agent turns data into executive narratives and custom visualizations. These agents are practical extensions for teams that want analysis and exception handling close to the planning data, not replacements for planner approval.

Alloy.ai says customer data is encrypted at rest and in transit, stored on Google Cloud Platform, and protected with TLS 1.2 for transit and service requests. It maintains SOC 2 Type II for Security, is GDPR compliant, describes CCPA protections, and supports SAML single sign-on. Customers retain ownership of raw signals and AI-generated insights; Alloy.ai says it does not use proprietary customer data to train third-party or general AI models.

Pricing

Alloy Planning uses paid, custom pricing. Prospective customers are directed to book a demo, after which a sales representative emails within 24 hours to arrange an introductory call. There is no self-serve tier or published seat, quota, trial-length or renewal term to compare, so smaller teams should expect a sales-led evaluation rather than an immediate low-cost start.

Platforms

Alloy Planning runs on the web, making it suitable for distributed teams that can work through a browser. Its integrations and warehouse destinations extend data access into existing analytics and planning environments.

Who it's for

Choose Alloy Planning when you are a consumer goods brand coordinating sales, supply, promotions and inventory around retailer-level demand. It is a strong fit for organizations with many retail data feeds, complex SKU-location planning and a need to connect S&OP with current sell-through. It is less suitable for non-consumer-goods operations, teams without channel data, or buyers who require transparent pricing and instant deployment.

Pros and cons

• Pros: Retailer- and SKU-level forecasts use point-of-sale and channel inventory rather than shipment history alone.
• Pros: Automated extraction and normalization across 450-plus integrations can reduce the work of reconciling partner data.
• Pros: Demand sensing, scenarios and hierarchical forecasts support responsive planning, while alerts and replenishment workflows focus attention on exceptions.
• Pros: SAML, SOC 2 Type II, GDPR compliance and stated data-ownership protections address common enterprise governance requirements.
• Cons: Pricing is by request and purchase starts with a demo, making budget comparison and self-serve adoption difficult.
• Cons: The product's value is concentrated in consumer-goods and retail-channel use cases; organizations without those signals may not benefit from its specialization.

Alternatives

frePPLe is the better starting point for buyers wanting a free, open-source edition, self-hosting or a cloud option with a six-scenario limit. NETVIBES suits teams seeking a paid platform that also offers a free plan and mobile access. OpsFactor is preferable when a Windows, self-hosted community edition with no license charge is the priority.

Infor Learning Management System is an alternative paid web and API product with a free trial. Blue Ridge Supply Chain Intelligence is another quote-based supply-chain option for buyers prepared to book a demo. Kepion provides a paid, web, API, self-hosted and Windows deployment choice. Logility DemandAI+ is a web-based paid alternative with pricing discussed through a walkthrough, while RELEX Demand Planning is another paid web option.

For a wider comparison of demand-planning tools, see Demand Planning Software.

Verdict

Alloy Planning is a compelling choice for consumer goods brands that need retailer-level demand sensing, unified channel data and collaborative S&OP in one web platform. Its strongest reason to choose it is the combination of granular retail forecasting, automated data harmonization and action-oriented agents. Look elsewhere if you need published pricing, a free tier or a general-purpose planner outside retail-focused consumer goods.