14 October 2026International edition
Vol. I · No.
14 October 2026
AI in Fashion
DAILY
The daily briefing on AI in the fashion business
Where fashion meets artificial intelligence.
Supply Chain & Sustainability · Stories

What is S&OP and how does it link demand, supply and finance?

Sales and operations planning aligns commercial forecasts, production capacity and financial targets through a monthly cycle that forces cross-functional teams to agree on one set of numbers.

clothes hanged on clothes hanger
Photo: Noémie Roussel / Unsplash

KEY TAKEAWAYS Summary by the editors

  1. S&OP is a monthly cross-functional process that aligns demand forecasts, supply capabilities and financial targets to balance what customers want with what operations can deliver.
  2. The process typically runs on a rolling horizon of 12 to 24 months and includes demand review, supply planning, finance reconciliation, pre-meeting alignment and executive decision-making.
  3. AI-enabled scenario modelling and continuous planning capabilities are accelerating the shift toward more agile, data-driven S&OP processes in 2026.
  4. Success depends on executive sponsorship, cross-functional collaboration and process discipline, with common failures stemming from weak follow-through and siloed decision-making.

What is sales and operations planning?

Sales and operations planning is a business management process that integrates demand forecasting with supply planning to create a plan that attempts to balance demand with available resources. Rather than simply optimising forecasts, S&OP aligns demand, supply and financial decisions by making trade-offs explicit. The process brings together sales operations, production capacity, inventory levels and budgets so that different parts of the company work from the same assumptions, and these plans are reviewed and updated as conditions change.

Most organisations run S&OP on a monthly cadence with a rolling 12- to 24-month horizon, and in retail and consumer goods businesses the process typically brings together merchandising, demand planning, supply chain, sourcing, supplier management, finance and commercial teams. Without this discipline, teams often make decisions in silos: merchandising pushes for growth, sourcing focuses on feasibility and cost, supply chain manages service and inventory, and finance tries to protect margin and working capital; S&OP gives these functions one shared framework for decision-making.

How does the S&OP cycle work?

Most manufacturers complete S&OP cycles monthly, which provides enough time to analyse performance and adapt to market changes, and each cycle reviews what happened in the previous month and prepares decisions for the next planning horizon, usually three to 18 months ahead. The process follows a structured sequence of reviews that culminate in executive decision-making.

The typical monthly S&OP cycle includes the following steps:

  • Data gathering: Collect demand and financial data from all relevant systems and departments to create a common starting point.
  • Demand planning: Review sales forecasts and market insights to create a realistic demand plan.
  • Supply planning: Assess production capacity and labour constraints to meet forecasted demand.
  • Finance review: Finance teams assess revenue expectations, margin outcomes, inventory investment and working capital implications; a plan may be operationally feasible but still financially unattractive, and this step ensures the business is not pursuing volume at the expense of profitability or cash flow.
  • Pre-S&OP alignment: Functional leaders review constraints, compare scenarios and prepare a small number of decision-ready options, narrowing the discussion before executive review.
  • Executive review and decision-making: Senior management reviews the integrated plans and makes strategic decisions to align the plans with the company's overall objectives, including decisions about investments, new product launches and adjustments to marketing strategies.

How does S&OP link demand, supply and finance?

Sales and operations planning has evolved into a strategic management discipline that aligns commercial, operational and financial objectives through a unified planning framework. The integration happens through a reconciliation process that converts operational gaps into financial choices.

The working session where gaps get costed before executives see them is often called pre-S&OP, and somebody converts scenarios like "we are 40,000 units short in month two" into three choices with numbers attached: add a shift, move volume to a second site, or short a customer and say which one; financial reconciliation usually happens here too, determining whether the volume plan, converted to revenue and margin, still lands on the number the business has committed to.

McKinsey advises organisations to define and implement an omnichannel supply-chain strategy that balances four key tradeoffs (agility, flexibility, sustainability and value) and is anchored in the consumer and customer experience, with focus areas including optimising integrated business-planning processes and capabilities across merchandising, allocation, supply chain and finance teams.

What technology supports S&OP in fashion?

Organisations increasingly rely on S&OP platforms to improve cross-functional coordination, evaluate trade-offs and respond more effectively to changing business conditions, and AI, scenario analysis and continuous planning capabilities are accelerating the shift toward more agile, data-driven and collaborative decision-making processes. The traditional monthly cycle was a function of how long it took to assemble data, run scenarios and align people.

Fashion and apparel companies in Europe and the UK prioritise assortment complexity, seasonal range planning and margin control, making merchandise financial planning and assortment-led platforms a strong fit. To unlock the full value of digital tools, fashion brands and manufacturers need to not only embrace digital tools across their value chain but also prioritise process redesign, data quality enhancement and the integration of planning systems to provide increased supply chain flexibility.

Fashion companies that have integrated data into their planning, merchandising and supply-chain processes have seen tangible results: data-driven decisions around stock and store optimisation have increased sales by 10 per cent, and enhancing visibility throughout the supply chain has streamlined inventory management, improved returns forecasting and optimised transport networks, reducing inventory costs by up to 15 per cent.

What makes S&OP succeed or fail?

Effective S&OP implementation depends on best practices such as active executive support, cross-functional participation and a commitment to resolving disagreements. S&OP is a decision cycle, not a report, and the people who run it are measured on whether one agreed plan actually gets executed (forecast accuracy, on-time-in-full, fill rate, inventory turns and cost per unit), with the hard part being the cross-functional argument, not the software.

Common failure patterns include:

  • No senior sponsor: Without a senior executive who owns the process and enforces decisions, S&OP degrades into an information-sharing meeting with no authority.
  • Weak follow-through: Decisions get made in the meeting and then evaporate.
  • No process discipline: Meetings get cancelled, preparation is skipped, the cadence slips.
  • Seeing the S&OP process as linear: many companies see S&OP as a linear process where the commercial team presents a demand requirement and the operations team generates enough inventory to support it, but this approach will not improve business responsiveness; instead, all participants on the multidisciplinary S&OP team must work together (not sequentially) from the start, with the commercial group communicating with operations whilst developing its demand plan so operations can start producing inventory.

S&OP is usually owned by a senior leader in supply chain, operations or planning, with strong executive sponsorship, but the process only works when merchandising, sourcing, finance and commercial teams actively participate. High-performing S&OP teams treat the process as a business decision framework, not a monthly reporting exercise.

What should fashion executives prioritise in 2026?

In 2026, 69 per cent of fashion executives plan to prioritise sales growth over cost improvements, down from 73 per cent in the previous year, and while top-line growth remains a key focus, the growing emphasis on cost management underscores recognition of higher costs and the need to improve productivity to protect margins. Fashion brands have been more cautious in making joint investments compared to other industries, given the highly competitive nature of the apparel market, but the increased disruption and volatility in brands' sourcing footprints requires more effective and closer collaboration to ensure efficient operations.

Organisations should evaluate S&OP platforms based on the ability to align commercial, operational and financial objectives through integrated planning processes, and assessment should prioritise cross-functional collaboration, scenario modelling, workflow management, analytics capabilities and support for continuous planning; enterprises should also evaluate AI-enabled recommendation, automation and decision-support capabilities that improve planning responsiveness whilst maintaining governance, accountability and financial discipline.

Frequently asked questions

How long does it take to implement S&OP?

Implementation timescales vary by organisation size and maturity, but a typical transformation can deliver measurable results within 12 to 18 months. One case study reported a 10 per cent improvement in fill rates, 26 per cent improvement in forecast accuracy, 19 per cent reduction in certain supply chain costs and 11 per cent reduction in excess inventory, with the transformation project reportedly paying back in less than 14 months.

Is S&OP only for large enterprises?

No. Whilst S&OP originated in large manufacturing companies, smaller fashion brands can implement lightweight versions focused on repeatable monthly rhythms, role-specific inputs and demand-signal priority matrices that convert demand signals into production commitments without heavy IT infrastructure.

What is the difference between S&OP and integrated business planning?

Integrated business planning is sometimes described as an evolved form of S&OP that extends the process to include strategic business planning and longer-term financial planning beyond the typical 12- to 24-month S&OP horizon, with deeper integration across corporate strategy, product lifecycle and capital allocation decisions.

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