Sales Planning

Sales Planning


In this article, Abhinav Chandra explains how using AI can improve business processes and sales. 

Buying and inventory management automation can help retailers and brands react quickly, reduce markdowns and liquidations, improve customer experience, and drive profit.

The fashion industry has been one of the hardest hit by COVID-19. The unprecedented 32% decline in first half sales year-over-year has not been distributed consistently across categories. Below we present data that details the contrasting fortunes of two categories within fashion – Women’s Jeans and Men’s Sweatpants. We highlight how buying and inventory management automation can help retailers and brands react quickly, reduce markdowns and liquidations, improve customer experience, and drive profit.

Contrasting fortunes of two fashion categories

 Below we present how COVID-19’s effect on people’s mobility has had a significant, but contrasting impact, on two fashion categories – Women’s Jeans and Men’s Sweatpants. “Change in people mobility” is defined as the percent change in people’s engagement with retail or recreation activities compared to an average period prior to the pandemic (Jan and Feb 2020).


Key points in this article include:

  • Change in sales and people mobility 
  • Women’s jeans case study
  • Men’s sweatpants case study


Read the full article, How AI driven automation can help Retailers and Brands quickly pivot during Covid, on



Abhinav Chandra reflects on the fall of sales during the pandemic, provides a sales forecast on the coming holiday season, and offers advice on actions fashion companies should take now.

Tackling the dual threat of COVID-19 and climate change; a data-driven action plan for retailers to adapt quickly to changing consumer purchasing behavior.

It has been an eventful few months since we last published our forecast on May 13th 2020. We have seen the slowdown of COVID-19 cases in May/June and lifting of lockdowns, the resurgence of cases, the economy rebounding quickly, but then growth slowing, and everything in between. Unfortunately for the US fashion market, our forecasted 31% year-over-year sales decline in 2020 Q1-Q2, has proved to be accurate with an actual decline of 32%. In addition, the trend so far in Q3 is in-line with our prediction of 21% decline year-over-year. Our latest forecast continues to mirror our May forecast and we forecast 34% decline year-over-year in sales in Q4. The decline is driven by a forecasted spike in COVID-19 cases/deaths and warmer than usual winter with a corresponding decrease in cold weather category sales. These conditions will make for a holiday season like no other. To deal with these conditions, Fashion Retailers and Brands will need to think creatively and act quickly to survive.

Our accurate 2020 Q1-Q2 forecast validates our data and modeling

We predicted 31% sales decline year-over-year for 2020 Q1-Q2 with the actual decline 32% as per the Retail Monthly Sales data from US Census Bureau. More importantly, for 2020 Q2, we had forecasted a sales decline of 52% year-over-year versus an actual decline of 48%. In addition, Q3 sales are on track with our Q3 forecast of 21% sales decline as August and September sales have declined by 20%.

We attribute the accuracy of our forecast to our artificial intelligence based modeling and automated use of data including mobility, online traffic, and weather data at scale which are underlying factors driving demand.


Points in this article include: 

  • Expand Black Friday to Black November with focus on e-Commerce
  • Prepare for e-commerce order delivery challenges
  • Invest in increased automation in sales planning and inventory management


Read the full article, Fashion companies’ guide to navigating an unusual and unprecedented Holiday season, on



With so much press about how our technological habits create disconnection, Hugo Bernier explains how technology also gives people the tools and access to build connections.

I work crazy hours. To top it off, I commute a total of 3 hours every day. When I get home from work, I’m usually exhausted. 

One of my guilty pleasures is to play a video game with my kids. When they were younger, we’d play one of the many Lego games on Xbox. Now, we tend to play Halo or Call of Duty. 

Regardless of the age difference between my kids and me, the little buggers are worthy adversaries. They might even be better than me– but don’t tell them I said that.

I love that in the video game world, we’re able to play as equals. We’re sometimes teammates, partners, and sometimes enemies. We celebrate each other’s victories and tease each other’s failures.

In a household with three people diagnosed with an autism spectrum disorder, breaking barriers of communication and making emotional connections can sometimes be hard. Video games are one of the ways that we can connect.


The technology discussed in this article:

  • The Xbox Adaptive Controller (XAC)
  • The Logitech Adaptive Gaming Kit


Read the full article, Leveling the Playing Field with Accessibility, on the Tahoe Ninjas website.