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5 min read

Feb 27, 2026

The Real Problem in Merchandise Financial Planning Is Not Adoption.

It’s the Gap Between Plan and Performance. Executive Answer Merchandise Financial Planning is widely adopted. According to Coresight Research, 96 percent of retailers report they use MFP software. Yet 64 percent still struggle to execute it effectively due…

It’s the Gap Between Plan and Performance.

Executive Answer

Merchandise Financial Planning is widely adopted. According to Coresight Research, 96 percent of retailers report they use MFP software. Yet 64 percent still struggle to execute it effectively due to disconnected data, slow in-season adjustments, and limited use of AI. 

The gap is not capability. It is the ability to drive planning consensus AND better decisions across the retail enterprise. 

Retailers have planning tools. What they lack is synchronized financial, merchandising, and inventory decisions in a season. Leaders close this gap by embedding real-time signals into unified decision flows. That discipline delivers measurable outcomes, including 6 percent average gross sales uplift, 1.1 percentage point margin expansion, and 12 percent reduction in leftover inventory.  

The issue is not planning maturity. It is decision orchestration maturity. 

TL;DR 

  • 96 percent of retailers benefit from MFP software  
  • 64 percent still struggle with execution  
  • Leaders see 6 percent gross sales uplift on average  
  • Leaders expand margin by 1.1 percentage points on average  
  • Execution failure is structural, not operational 

What the Coresight Data Really Tells Us 

Nearly two-thirds of retailers are not extracting full value from the systems they already have.  

Coresight identifies the top execution barriers as: 

  • Lack of real-time data and insights 
  • Lack of a unified platform connecting financial, product, and inventory decisions 
  • Inability to respond quickly to market shifts  

These are not feature gaps. They are structural misalignments between: 

  • Financial intent 
  • Merchandise commitments 
  • Inventory reality 

That distinction matters. 

If you want to understand how retail leaders are addressing these structural blockers and where your organization stands relative to the data, read the full Coresight report. 

Unlocking Success in Retail Merchandise Planning To Drive Sales and Profitability

Merchandise Financial Planning Execution Is a Capital Discipline 

MFP execution is not about forecasting mechanics. 

It is about capital deployment. 

Every OTB decision is a capital allocation choice. 
Every assortment depth decision is a risk-adjusted investment. 
Every allocation move is a margin exposure. 

When execution breaks down: 

  • OTB reflects outdated demand 
  • Assortment investments drift from margin guardrails 
  • Inventory buffers inflate 
  • Working capital absorbs uncertainty 

When execution is coherent: 

  • Financial targets adjust dynamically 
  • OTB recalibrates as sell-through shifts 
  • Allocation anticipates, not reacts 
  • Margin protection happens before markdown 

This is why leaders see a 12 percent reduction in leftover inventory and measurable margin expansion.  

The gap is not technical. It is orchestration maturity. 

Why Real-Time Alone Is Not Enough 

49 percent cite lack of real-time data and insights as a top execution challenge.  

But real-time dashboards do not solve execution gaps. 

Execution requires: 

  • Real-time signals 
  • Embedded financial impact evaluation 
  • Cross-functional alignment 
  • Continuous scenario cadence 

Without alignment, speed increases volatility. 
With alignment, speed increases advantage. 

That is the deeper insight in the Coresight findings. 

The Underutilized AI Signal 

Coresight highlights that AI capabilities are widely embedded in MFP tools.  

But most AI usage is concentrated in foundational tasks such as workflow automation and predictive analytics. 

Advanced use cases like scenario planning and personalization remain underutilized.  

That tells us something important. 

Retailers are digitizing planning. 
They are not yet elevating it. 

The next competitive edge will not come from automation. 
It will come from AI-supported trade-off simulation before capital is committed. 

That is a structural shift. 

From Planning Accuracy to Decision Coherence 

Retail planning maturity has historically been measured by forecast accuracy. 

Coresight’s data suggests the next maturity curve is different. 

It is about coherence. 

Coherence means: 

  • Financial targets and inventory positions move together 
  • Assortment and allocation decisions share one demand state 
  • Scenario planning is embedded, not episodic 
  • Merchandising, finance, and supply evaluate trade-offs simultaneously 

That requires: 

  • Unified data architecture 
  • Shared planning logic 
  • Continuous recalibration 
  • Embedded decision governance 

This is not incremental improvement. 

It is architectural. 

Frequently Asked Questions

The MFP execution gap refers to the difference between widespread adoption of Merchandise Financial Planning software and the 64 percent of retailers who still struggle to execute MFP effectively in season.  

Coresight identifies three primary barriers: lack of real-time data and insights, lack of a unified platform connecting financial and inventory decisions, and limited responsiveness to market shifts.  

Retailers report 6 percent gross sales uplift, 1.1 percentage point margin expansion, and 12 percent reduction in leftover inventory on average.  

Yes. AI capabilities are widely embedded in MFP solutions. However, advanced use cases such as scenario planning and personalization remain underutilized.  

The biggest issue is misalignment between financial intent, merchandise decisions, and inventory execution. Execution maturity depends on synchronized decision-making across functions. 

What Leaders Are Actually Doing?  

Retailers achieving measurable margin and inventory improvements are not simply running MFP. 

They are: 

  • Replacing sequential hand-offs with continuous alignment 
  • Embedding financial impact at the decision point 
  • Treating scenario cadence as a weekly discipline 
  • Connecting strategy, planning, and execution in one flow 

They have shifted from isolated planning functions to connected retail decision systems. 

Why This Matters Now 

Volatility is no longer episodic. 

Tariffs, consumer trading down, channel fragmentation, and demand variability are structural forces. 

In that environment: 

  • A 1.1 percentage point margin expansion is strategic leverage  
  • A 12 percent reduction in leftover inventory directly improves cash velocity  
  • A 6 percent sales uplift compounds over time  

Execution maturity becomes a structural differentiator. 

If You Want the Full Analysis 

The Coresight custom report goes deeper into: 

  • Ranked execution challenges 
  • AI usage patterns inside MFP 
  • Detailed optimization strategies 
  • Cross-functional alignment implications 
  • Retailer survey insights 

👉 Explore the Full Research:
Unlocking Success in Retail Merchandise Planning To Drive Sales and Profitability

See What Continuous Retail Planning Looks Like in Practice 

Reading about execution maturity is analytical. 

Seeing financial, merchandising, and supply decisions operate in one continuous retail planning flow is operational. 

Request a live session to explore how: 

  • MFP and OTB align dynamically 
  • Assortment decisions reflect direct financial impact 
  • Allocation follows demand signals in real time 
  • Scenario trade-offs are evaluated before execution 

Explore Board Retail MFP

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