A Supply Chain Planning Case Study


    • Faced growing complexity both down and upstream
    • SO99+ helped overcome high volumes, long-tail SKUs and extreme demand volatility
    • Dramatically cut forecast error, “unhealthy” inventory and wasted effort


    In 2012, internet retailer Wayfair was growing fast and in a bold new direction, to the point where Alex Goldman, Senior Director of Inventory Planning & Sourcing, could see that their young company was outgrowing its planning system. It was taking his team of three planners roughly 100 hours a week to create a forecast and get out replenishment orders. They were dealing with a growing assortment of SKUs, each with its own seasonality, demand pattern and supplier lead time. The onerous planning process was overwhelming his dedicated, but resource-constrained, team.

    Formerly known as CSN, Wayfair used to operate as 200+ highly specialised websites, each offering a single product category, from speaker stands to baby strollers. Although the company had been growing fast, it was missing valuable cross-selling opportunities so made the strategic decision to consolidate under a single Wayfair brand.

    Changing tack meant that Wayfair’s three-person demand planning team was faced with a raft of new challenges. Rather than drop-shipping all its merchandise as it had done before, it would now start to carry fast-moving inventory. To support this, Wayfair added two new distribution centers, each with its own stocking portfolio.

    According to Goldman, “Complexity was growing both down and upstream. On the one hand we had rapidly growing SKUs, many with long-tails or lumpy demand patterns; on the other hand, we started selling through more retail partners like Walmart and Amazon - each with different demand streams. Our team was snowed under with forecast exceptions and overrides. We knew it was time to review our planning system.”


    After evaluating several options, including its incumbent planning system, Wayfair selected SO99+ software for its track record in dealing with high volumes, extreme demand volatility and long-tail SKUs. Finally, Wayfair liked the simplicity of ToolsGroup’s visual interface, made it easy for its planners to hit the ground running.

    Wayfair’s SO99+ implementation was finished just four months later. Today, SO99+ handles the forecasting for just fewer than one million SKUs and the replenishment planning for the 40,000 SKUs it ships directly from Wayfair’s DCs.


    SO99+'s ability to handle Wayfair’s demand volatility, including long-tail SKUs has dramatically improved planning accuracy by:

    • Reducing forecasting errors by 50 percent
    • Reducing ‘unhealthy’ distressed or aged inventory by 50 percent
    • Increasing inventory turns by 25 percent

    Crucially, Wayfair achieved these significant performance improvements while slashing planning time from 100 hours per week to 15. This has freed up its planning team to add value to other parts of the business.

    Kate Fratar, Senior Inventory Planning Manager, Wayfair explains, “Before SO99+ my team invested a colossal effort for a small payoff. Now the situation is reversed. The chief reason it  frees up our time is that we now trust the output. This means we can spend more time looking at the genuine exception SKUs rather having to question everything.”

    Goldman adds, the software has adapted very well and been great fit for us. We can now offer different service levels for different items rather than having one universal policy. SO99+ also recognises that a bulk order of 12 units is different from a single order from 12 different customers.It uses this order-line level detail to dramatically improve forecast accuracy.”

    SO99+ also helps Wayfair identify the best items for a popular two-day delivery program. Before this had been an arduous, manual process that its old system couldn’t adequately support. Says Goldman, “We plan to aggressively grow this popular program, which improves loyalty and satisfaction levels.”

    Wayfair logo and red sofa with multi colour cushions
    Wayfair logo

    Wayfair, which offers consumers ‘A Zillion Things Home’ is the largest online-only retailer of home goods in the United States and making major inroads internationally. In 2013 Wayfair’s revenue hit $915 million, up 55 percent from 2012 revenue of $600 million.


    It stands out from competitors by offering the widest range of curated merchandise in each of its categories, offering something for everyone – from those looking for good-quality budget items to those seeking out unique, luxury brands. Wayfair currently offers more than 7 million items and counting.