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ABOUT WAIR / products

WAIR is a company that leverages AI and deep learning technology to provide accurate SKU demand forecasts for the fashion industry. Our services range from forecasting-as-a-service, replenishment, channel reservation and stock redistribution to initial distribution.

Currently, we have a fully developed solution called the AI replenisher, which is ready to be implemented for replenishment purposes. Moving forward, our roadmap includes building solutions for “Initial distribution,” “Redistribution,” and “Channel Reservation/allocation.” These solutions aim to optimize sales margins and revenue by determining the ideal channel (store, webshop, or marketplace) for selling a specific SKU. Subsequently, we plan to develop solutions such as “Dynamic Pricing” and provide support for intelligence-driven production and procurement processes.

WAIR specializes in creating an advanced deep learning AI model, known as ForecastGPT-2.5, to improve the ROI of retail business, brands, and ecosystem partners in fashion. This model generates raw demand forecasts up to 6 weeks, on every aggregation level. Therefore, we currently offer 2 possibilities in using these forecasts: 1) forecasting-as-a-serice via our API and 2) the AI replenisher.

The AI replenisher: Forecasts generated by the model, are translated into stock level recommendations for the next 7 days, and automatically integrated into the client’s ERP. This ensures the right amount of stock is sent to the right location at the right time.

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WAIR’s forecasting technology uses a unified model approach that combines pooled industry data, advanced deep learning technology, domain expertise, and more than 100 insightful features. This allows it to outperform traditional forecasting methods.

FaaS is availble for businesses seeking precise demand forecasts to guide their inventory decisions, which can be fetched from our API.

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Pooled data is an accumulation of data from multiple clients treated as a unified dataset. This approach increases accuracy, minimizes bias, and enables the system to capture a complete view of local, regional, and national trends for more accurate demand forecasting.
Data privacy is at the core of our operations at WAIR. We fully understand the value and sensitivity of your data and go to great lengths to ensure its protection. When using our pooled data model, there are several key measures we take to ensure privacy:
While our model learns from the entire pool of data, the output – your SKU sales forecasts – is generated solely based on your own data. The pooled data aids the learning process of the model, but your specific predictions are not influenced by others’ data.

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We adhere to strict data handling protocols that comply with the highest industry standards for data security.

We are committed to meeting and exceeding all regulatory requirements related to data protection. This includes local and international laws such as GDPR. 

By adhering to these measures, we not only ensure the privacy of your data but also build a platform based on trust and integrity. Your privacy is our priority, and we’re committed to maintaining the highest level of data protection while providing you with the most accurate forecasting tool in the market.

ROI / BENEFITS

WAIR’s accurate forecasting can result in a significant return on investment by finding the optimal balance between over- and underprediction. Our technology increases inventory turnover, reduces end-stock, and helps drive revenue growth. A 6x ROI is our baseline.

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WAIR is a company that leverages AI and Deep Learning technology to provide accurate SKU demand forecasts for the fashion industry. Our services range from Forecasting-as-a-service, replenishment, channel reservation and stock redistribution to initial distribution.

WAIR is a company that leverages AI and Deep Learning technology to provide accurate SKU demand forecasts for the fashion industry. Our services range from Forecasting-as-a-service, replenishment, channel reservation and stock redistribution to initial distribution.

ONBOARDING

Our forecasting technology for replenishment comes with smooth ERP integration. We currently integrate easily on XPRT and PFA. We also have an API available for fetching raw forecast predictions which can be used for various stock level recommendations in replenishment.

If you are currently using one of our supported ERPs (XPRT and PFA), we expect to deliver those recommendations for replenishment within 2 weeks.

When can I be operational with WAIR’s forecasts?
This depends on various factors, like the adoption rate of your merchandisers, e.etc. > make a story

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WAIR is a company that leverages AI and deep learning technology to provide accurate SKU demand forecasts for the fashion industry. Our services range from Forecasting-as-a-service, replenishment, channel reservation and stock redistribution to initial distribution.

WAIR is a company that leverages AI and deep Learning technology to provide accurate SKU demand forecasts for the fashion industry. Our services range from forecasting-as-a-service, replenishment, channel reservation and stock redistribution to initial distribution.

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