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  • Case Studies, Dynamic Pricing
Razor Group Achieves Operational Efficiency and Predictability with Trellis Dynamic Pricing

Razor Group Achieves Operational Efficiency and Predictability with Trellis Dynamic Pricing

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Hogan Short
  • February 5, 2026
Case Study - Razor Group

When you manage a large Amazon business, the smallest demand shift can create a big ripple effect.

That was the reality for Infinite Commerce (now merged with Razor Group). With 18,000+ SKUs and a $400M+ Amazon business, the team had strong internal controls. They had disciplined planning across inventory, pricing, finance, and forecasting.

The problem was not growth.

It was predictability.

Amazon marketplace conditions change daily. Even small demand shifts at this scale created outsized downstream effects. Products sold faster or slower than planned. Inventory drifted out of balance. Teams were pushed into reactive decisions to protect availability and cash flow.

To solve this, Razor Group partnered with Trellis to implement Dynamic Pricing in order to use pricing as a continuous control system to absorb changes rather than forecast it away.

Keep reading to learn how.

Table of contents
  1. The Challenge: Fragile Predictability
  2. The Solution: Trellis Dynamic Pricing & Forecast Accuracy
  3. The Results
  4. Predictability at Scale Starts with Pricing You Can Trust

The Challenge: Fragile Predictability

Amazon marketplaces evolve faster than operating plans can adapt. Demand shifts unevenly. Inventory falls out of sync. Teams are forced into reactive decisions to protect cash flow and availability.

At Razor Group, this challenge scaled quickly.

Even with strong internal controls and disciplined planning, daily marketplace changes created operational noise and reduced forecast reliability. Over time, forecasts became harder to trust – not because the modeling was wrong, but because conditions changed too quickly for static plans to hold.

Key challenges included:

  • Marketplace volatility creating unpredictable demand shifts across 18,000+ SKUs
  • Demand swings forcing emergency action toward steep discounts or
    rush replenishment
  • Inventory forecast reliability declining due to daily market changes
  • Capital tied up in slow-moving inventory
  • Manual pricing interventions that couldn’t keep up

At this scale, the team didn’t need more forecasting. They needed a way to keep execution aligned as conditions changed.

Their goal was simple: use Trellis Dynamic Pricing to bring supply and demand into balance and improve forecast accuracy across the board.

"The marketplace is a dynamic set of metrics that are impossible to measure all the time across thousands of products."
Jason Baer
CMO of RAZOR Group

The Solution: Trellis Dynamic Pricing & Forecast Accuracy

Before Trellis, price changes were handled manually. At this scale, it was tedious, error-prone, and slow. The team could not respond quickly enough to marketplace shifts, which meant demand drifted away from plan.

With Trellis Dynamic Pricing, Razor Group implemented pricing as a continuous adjustment layer between marketplace volatility and inventory and forecasting plans.

Instead of treating pricing as a one-time lever, Trellis treated it as a daily operating system. Pricing became a way to stabilize execution, using margin from overperforming products to support selective discounting on underperforming ones.

Trellis updated prices daily using live signals, including:

  1. Demand elasticity
  2. Competitor pricing
  3. Sales trends
  4. Advertising behavior
  5. Inventory position

Rather than aggressive discounting, Razor Group used pricing to rebalance uneven demand and keep sell-through rates closer to plan. Discounting was intentionally capped near 5%, which helped protect margin while still improving inventory movement.

"We know what we have to sell and what our costs are. What we needed was a way to understand changing marketplace conditions to find the right price at the volume we expected."
Jason Baer
CMO of RAZOR Group

The Results

With continuous pricing intervention through Dynamic Pricing from Trellis, Razor Group stabilized execution and built the predictability needed to plan with confidence.

Results at a glance:

  • 18X ROI
  • +4.5% improved margin
  • 12% improved wMAPE (Weighted Mean Absolute Percentage Error)

Forecast accuracy improved materially, with wMAPE declining from ~48% to ~36%. Forecasts became usable operational inputs again, not just directional estimates.

Trellis also helped Razor Group improve inventory performance by shaping demand more efficiently across the catalog. Underperforming products recovered sales velocity, while overperforming products gained margin, reducing the need for broad, reactive discounting.

Compared to manual pricing, Trellis achieved better adherence to forecast with approximately 4.5% less discount, allocating pricing pressure more strategically across thousands of SKUs.

On discount efficiency alone, this delivered an estimated 18X return on investment, excluding any operational or planning benefits.

Execution became calmer and more reliable with a much more predictable cash flow, steadier sell-through, and the elimination of constant manual pricing intervention.

Trellis created a more predictable operating environment where sales targets could be met and inventory aligned much closer to plan.

Infinite Commerce

Predictability at Scale Starts with Pricing You Can Trust

For large Amazon businesses, uncertainty is not an exception. It is the default.

Trellis Dynamic Pricing helps you respond to that reality with AI Precision + Human Intuition. It gives your team a way to shape demand, protect margin, and keep inventory aligned, even when the marketplace shifts daily.

Book a demo with Trellis today to see how we can work together too!

“Trellis takes out the guesswork of what the necessary price needs to be to sell the units you are expecting to sell. Without Trellis, we'd be stuck at a static price or with very labor-intensive manual intervention. Trellis managed our pricing to improve forecast accuracy, lower discounts, find price leverage, and improve all the right signals to create stability and predictability across our assortment.”
Jason Baer
CMO of RAZOR Group
Picture of Hogan Short
Hogan Short
Content Writer: With experience spanning copywriting, editorial, and agency work, Hogan has written for a range of tech sites and companies. He has helped launch websites, blogs, newsletters, landing pages, and ad campaigns, bringing a versatile skill set to the Trellis team. At Trellis, he focuses on creating blog content, newsletters, guest articles, case studies, and other written resources that help people understand the brands better. Outside of work, Hogan is passionate about film and sports...he rarely misses a new movie release and can often be found on the golf course. In 2019, he also published his first novel.

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Case Study - Razor Group

Razor Group Achieves Operational Efficiency and Predictability with Trellis Dynamic Pricing

When you manage a large Amazon business, the smallest demand shift can create a big ripple effect.

That was the reality for Infinite Commerce (now merged with Razor Group). With 18,000+ SKUs and a $400M+ Amazon business, the team had strong internal controls. They had disciplined planning across inventory, pricing, finance, and forecasting.

The problem was not growth.

It was predictability.

Amazon marketplace conditions change daily. Even small demand shifts at this scale created outsized downstream effects. Products sold faster or slower than planned. Inventory drifted out of balance. Teams were pushed into reactive decisions to protect availability and cash flow.

To solve this, Razor Group partnered with Trellis to implement Dynamic Pricing in order to use pricing as a continuous control system to absorb changes rather than forecast it away.

Keep reading to learn how.

The Challenge: Fragile Predictability

Amazon marketplaces evolve faster than operating plans can adapt. Demand shifts unevenly. Inventory falls out of sync. Teams are forced into reactive decisions to protect cash flow and availability.

At Razor Group, this challenge scaled quickly.

Even with strong internal controls and disciplined planning, daily marketplace changes created operational noise and reduced forecast reliability. Over time, forecasts became harder to trust – not because the modeling was wrong, but because conditions changed too quickly for static plans to hold.

Key challenges included:

  • Marketplace volatility creating unpredictable demand shifts across 18,000+ SKUs
  • Demand swings forcing emergency action toward steep discounts or
    rush replenishment
  • Inventory forecast reliability declining due to daily market changes
  • Capital tied up in slow-moving inventory
  • Manual pricing interventions that couldn’t keep up

At this scale, the team didn’t need more forecasting. They needed a way to keep execution aligned as conditions changed.

Their goal was simple: use Trellis Dynamic Pricing to bring supply and demand into balance and improve forecast accuracy across the board.

"The marketplace is a dynamic set of metrics that are impossible to measure all the time across thousands of products."
Jason Baer
CMO of RAZOR Group

The Solution: Trellis Dynamic Pricing & Forecast Accuracy

Before Trellis, price changes were handled manually. At this scale, it was tedious, error-prone, and slow. The team could not respond quickly enough to marketplace shifts, which meant demand drifted away from plan.

With Trellis Dynamic Pricing, Razor Group implemented pricing as a continuous adjustment layer between marketplace volatility and inventory and forecasting plans.

Instead of treating pricing as a one-time lever, Trellis treated it as a daily operating system. Pricing became a way to stabilize execution, using margin from overperforming products to support selective discounting on underperforming ones.

Trellis updated prices daily using live signals, including:

  1. Demand elasticity
  2. Competitor pricing
  3. Sales trends
  4. Advertising behavior
  5. Inventory position

Rather than aggressive discounting, Razor Group used pricing to rebalance uneven demand and keep sell-through rates closer to plan. Discounting was intentionally capped near 5%, which helped protect margin while still improving inventory movement.

"We know what we have to sell and what our costs are. What we needed was a way to understand changing marketplace conditions to find the right price at the volume we expected."
Jason Baer
CMO of RAZOR Group

The Results

With continuous pricing intervention through Dynamic Pricing from Trellis, Razor Group stabilized execution and built the predictability needed to plan with confidence.

Results at a glance:

  • 18X ROI
  • +4.5% improved margin
  • 12% improved wMAPE (Weighted Mean Absolute Percentage Error)

Forecast accuracy improved materially, with wMAPE declining from ~48% to ~36%. Forecasts became usable operational inputs again, not just directional estimates.

Trellis also helped Razor Group improve inventory performance by shaping demand more efficiently across the catalog. Underperforming products recovered sales velocity, while overperforming products gained margin, reducing the need for broad, reactive discounting.

Compared to manual pricing, Trellis achieved better adherence to forecast with approximately 4.5% less discount, allocating pricing pressure more strategically across thousands of SKUs.

On discount efficiency alone, this delivered an estimated 18X return on investment, excluding any operational or planning benefits.

Execution became calmer and more reliable with a much more predictable cash flow, steadier sell-through, and the elimination of constant manual pricing intervention.

Trellis created a more predictable operating environment where sales targets could be met and inventory aligned much closer to plan.

Infinite Commerce

Predictability at Scale Starts with Pricing You Can Trust

For large Amazon businesses, uncertainty is not an exception. It is the default.

Trellis Dynamic Pricing helps you respond to that reality with AI Precision + Human Intuition. It gives your team a way to shape demand, protect margin, and keep inventory aligned, even when the marketplace shifts daily.

Book a demo with Trellis today to see how we can work together too!

“Trellis takes out the guesswork of what the necessary price needs to be to sell the units you are expecting to sell. Without Trellis, we'd be stuck at a static price or with very labor-intensive manual intervention. Trellis managed our pricing to improve forecast accuracy, lower discounts, find price leverage, and improve all the right signals to create stability and predictability across our assortment.”
Jason Baer
CMO of RAZOR Group