What It Means to Plan Retail at Scale and Why Speed Follows

Most planning teams are working around scalability constraints they've stopped noticing. Here's how to spot them, and what it costs when speed and fidelity are compromised.

April 6, 2026

Five Retail Planning Architecture Gaps That Kill AI Investment ROI

The biggest threats to AI planning ROI aren't bad algorithms, they're five structural gaps in platform architecture that no amount of process discipline can fix.

March 31, 2026

Retail Inventory Is Now a CFO Convo. Here’s What it Means for Planning.

CFOs are asking harder questions about inventory. Planning leaders who can answer the how and why, not just the what, are in a fundamentally different position.

March 31, 2026

How to Tell If Your AI Planning Investment Is Shelfware

If planners are rebuilding AI forecasts in spreadsheets before every meeting, you don't have an adoption problem, you have a transparency problem worth fixing.

March 30, 2026

Retail Planning Has a “Show Your Work” Problem

Forecasting explainability, data defensibility, and planning lineage are the three capabilities separating retailers who learn from their plans from those who repeat the same mistakes.

March 30, 2026

Toolio Product Updates: March 24th, 2026

Updates include Tooli Insights in MFP, new planning controls, expanded assortment tools, and workflow improvements to help teams plan faster and with more clarity.

March 24, 2026

How Wholesale Sell-Out Forecasting Transforms Account Strategy

Modern wholesale planning is evolving. Here's how using retail POS data helps brands plan wholesale assortments, inventory, and account strategy more accurately.

March 9, 2026

AI in Retail Supply Chain: The Best Tools, Use Cases and Strategy Guide

Read up on how AI is reshaping supply chains, including key use cases, common tools, and how to evaluate AI platforms for planning, forecasting, and inventory decision

March 9, 2026

Toolio Product Updates: February 24th, 2026

More Toolio Academy trainings, smarter assortment defaults, improved rationalization and reporting tools, and faster, more customizable workflows across planning and allocation.

February 24, 2026

Why Your Planning Data Breaks at Scale (And How to Fix It)

Planning breaks when bad product data slips through the system. Learn why data issues multiply at scale, and how automation keeps retail plans clean and trusted.

February 23, 2026

How To Build Standard Wholesale Bundles for Retail Store Assortments

How to build standard wholesale bundles that balance assortment mix, protect margins, and align with real retail demand, not just last year’s spreadsheet.

February 23, 2026

Agentic AI in Retail Planning: What it is and Why it Matters

Agentic AI is the next evolution in retail planning, autonomous software agents that make real-time decisions, execute tasks, and help planners focus on strategy.

February 5, 2026

How to Eliminate Constant Retail Inventory Rebalancing with Tournament Forecasting

Constant rebalancing drains retail margins. Learn how AI tournament forecasting matches each product with the right model to get allocations right the first time.

February 2, 2026

The Costly Questions Planning Teams Aren't Asking

‍High-friction workflows don't just slow planning teams down. They change which insights get pursued and which get abandoned before they're even tested.

January 22, 2026

Why Execution is the Real AI Advantage in Retail Planning

As AI becomes accessible to everyone, retail’s real advantage shifts from better models to faster action, turning insight into execution before competitors can.

January 20, 2026

Toolio CEO Eytan Daniyalzade Recognized as 2026 RETHINK Retail Top Retail Expert

Toolio CEO and co-founder Eytan Daniyalzade has been named a 2026 Top Retail Expert by RETHINK Retail for his leadership in modernizing retail planning technology.

January 15, 2026

A Life-Cycle Based Approach to Retail Outlet Planning

Here's how to plan outlet stores as a strategic lifecycle stage, not a separate buying channel, with Toolio’s full-price-to-outlet planning workflow.

December 15, 2025

Toolio’s Vision for the Future of Retail Planning, as Featured in Business of Fashion

Business of Fashion features Toolio’s vision for AI-driven retail planning, where connected systems, automation, and planner-led intelligence redefine how teams work.

December 3, 2025

How to Use AI to Improve Forecast Accuracy for New and Slow-Turning Products

A practical, step-by-step guide on how AI improves forecast accuracy for new and slow-moving products using to reduce errors and risk.

December 1, 2025

A Retail Planner’s Guide to AI: The Next Era of Planning

This guide breaks down AI in plain terms for retail planners—what it really does, how it fits into daily workflows, and where to start using it effectively.

December 1, 2025

How AI Improves Every Stage of Retail Planning

See how AI supports every stage of retail planning, forecasting, assortments, and allocation, and what to look for in tools that make it work for your team.

November 17, 2025

Built to Pivot: How Scenario Planning Closes Retail’s Agility Gap

Volatility is the new norm. Agility is a must. Here's how scenario planning helps close the agility gap by turning slow, reactive planning into fast, data-driven decision-making.

November 13, 2025

How AI Inventory Management is Transforming Retail Operations

Learn how AI inventory management helps retailers predict demand, automate replenishment, and maintain the right stock across every channel.

November 3, 2025

How Planner-Controlled AI Helps You Capture the Hidden Value in Holiday Retail Data

Here's how planner-controlled AI turns your holiday retail data into real-time insights that drive smarter, faster planning decisions year-round.

November 3, 2025

How AI-Driven Demand Forecasting Turns Retail Uncertainty into Competitive Advantage

AI-driven demand forecasting helps retailers boost accuracy, reduce waste, and turn uncertainty into a competitive advantage.

October 20, 2025

How to Navigate Peak Holiday Season with Modern Retail Planning Tools

Learn how modern retail planning tools help teams manage peak-season chaos with real-time data, faster decisions, and better coordination.

October 20, 2025

How to Migrate from Excel to an Integrated Retail Planning Platform

How to successfully move your retail planning from Excel to an integrated platform, step by step. Learn how to prepare data, lead change, and drive adoption.

October 14, 2025

Modernize Retail Planning Without Disrupting Your Business

This article breaks down why teams hesitate to modernize, what it’s really costing them, and how modern planning platforms make it easy to evolve without disrupting what already works.

October 8, 2025

Why Retail Planning Is the New Supply Chain Crisis: Toolio’s Perspective

Toolio shares its perspective in Microsoft’s Technology Record: Why retail planning is the new supply chain "crisis."

September 29, 2025

Pack Size Optimization: A Practical Guide for Retail Planners and Merchants

Learn how pack size optimization helps planners and merchants align size runs to demand, improve sell-through, cut markdowns, and streamline supply chains.

September 22, 2025

Retail Planning and Finance Alignment: A Practical Guide for Brands

A practical guide to aligning retail planning with finance, connecting seasonal tactics to long-range financial goals for sustainable growth.

September 17, 2025

Build vs. Buy: The Real Tradeoffs in Merchandise Planning Systems

Understand the real costs of building vs. buying merchandise planning software, and learn why purpose-built platforms deliver faster value and lower risk.

September 10, 2025

How to Master Seasonal Adjustments When Retail Categories Exceed Plan

Master the art of mid-season retail planning: track real-time performance, revise plans quickly, model financial impacts, and capitalize on hot trends.

September 8, 2025

How to Align MFP, Assortment, and Allocation for Integrated Retail Planning

Align merchandise financial planning, assortment, and allocation in one integrated process to eliminate silos, improve accuracy, and drive retail growth.

September 3, 2025

How to Clean Dirty Retail Data and Kickstart Better Planning

Learn how to clean dirty retail data, fix common planning issues, and kickstart better forecasting without waiting for a perfect dataset.

August 21, 2025

Retail Wholesale 101: Planning Fundamentals for Modern Brands

Understand what wholesale means in retail and how it differs from selling direct-to-consumer. Learn how it works and why it matters for growing brands.

August 11, 2025

How Lean Retail Planning Teams Thrive with Fewer Resources

Here's how small retail planning teams can move faster, stay aligned, and outperform larger teams by using the right tools to drive smarter, leaner decisions.

August 6, 2025

Margin Is Built, Not Recovered: How Smart Retail Planning Drives Profitable Growth

How leading retailers are growing margin by planning smarter, from private label strategies and optimized assortments to forecast precision and connected planning.

July 14, 2025

Toolio and Microsoft Partner to Modernize Retail Planning with AI

Toolio joins Microsoft’s Startups Pegasus Program to bring AI-powered retail planning to enterprise scale via Azure Marketplace.

July 10, 2025

Seeing the Line Before It’s Built: Planning Through a Merchant Lens

Discover how leading merchandising teams are replacing spreadsheets with dynamic, collaborative planning tools that bring vision and strategy together.

July 1, 2025

How to Use Agile Testing to Capture Retail Trend Opportunities

Catch trends before they fade. Learn how agile testing helps retailers react faster, reduce risk, and boost full-price sales with the test-and-roll method.

June 30, 2025

Demand Forecasting in Retail: Methods, Tools, and Tips

A practical guide to demand forecasting in retail; what it is, why it matters, and how to do it better with the right methods and tools.

June 23, 2025

Why Retail Omnichannel Planning Is Broken and How to Fix it

Learn what’s broken in retail omnichannel planning and how to fix it to protect margin, improve inventory accuracy, and respond faster across channels.

June 16, 2025

How Outdated Retail Planning Slows Down Even the Best Tech Stacks

Legacy planning tools are slowing you down. Learn how to boost speed, accuracy, and ROI without overhauling your entire tech stack.

May 29, 2025

Data-Rich, Decision-Poor: The Planning Gap Costing Retailers Millions

Legacy tools and spreadsheets are slowing retail planning. Toolio connects your data, accelerates decisions, and protects millions in revenue.

May 6, 2025

In-Stock Rate in Retail: What It Is, Why It Matters, Benchmarks, and How to Improve It

A guide to understanding, measuring, and improving in-stock rate, a key retail metric for product availability, customer satisfaction, and sales.

May 5, 2025

How to Use Price Elasticity to Offset Tariff-Driven Cost Increases and Protect Margins

This post explores how retail brands can protect their margins using price elasticity. Discover how tools like Toolio can help you determine the right price increases, anticipate demand shifts, and preserve profitability—even when costs rise.

April 16, 2025

How Resilient Retailers Can Navigate Economic Turbulence—and Win

See how leading brands protect margins, meet demand, and boost efficiency with smart planning, and why agility is key to thriving in uncertain times.

April 15, 2025

Markdowns vs. Discounts: Strategy, Timing, and Margin Impact

Markdowns and discounts both lower prices—but they serve different purposes. This post breaks down the strategic and operational differences between the two, using real examples from fashion and apparel retail.

April 15, 2025

The High Cost of Disconnected Retail Planning Systems: Balancing Structure and Flexibility

Disconnected tools create inefficiencies, slow decision-making, and limit agility across financial planning, merchandising, and forecasting. Learn how integrated planning systems help retailers move faster, align teams, and reduce costly rework.

April 9, 2025

Store Localization and Clustering: Best Practices for Retail Planners

This in-depth guide explores how store localization and clustering can help planners tailor assortments to local markets, improve forecast accuracy, and streamline planning.

April 9, 2025

How Data Analytics Is Transforming Demand Planning in Fashion Retail

Explore the benefits of data analytics and demand planning in retail fashion. Learn how these strategies help retailers forecast demand, optimize inventory, and improve pricing to stay competitive.

March 31, 2025

How Retail Planners Can Shape CFO and CTO Decisions on Planning Solutions

Discover how planners can play a pivotal role in guiding CFOs and CTOs toward selecting the right planning solutions by understanding business objectives and presenting data-driven insights.

March 31, 2025

The Ultimate Guide to Retail Merchandise Financial Planning

Learn how merchandise financial planning helps retailers align inventory investments with sales goals, improve margins, and meet customer demand. This guide covers the full MFP process—from pre-season planning to in-season management and more!

March 25, 2025

The Complete Guide to GMROI for Retail Brands

Discover how GMROI helps retail brands turn inventory into profit. This guide covers the GMROI formula, its importance, and practical strategies to improve it.

March 24, 2025

The Ultimate Guide to Retail Assortment Planning

A strong assortment plan improves sales, enhances customer satisfaction, and prevents overstock or stockouts. This guide covers the key steps, best practices, and strategies to optimize assortment planning using data, AI, and financial insights.

March 20, 2025

The Ultimate Guide to Retail Allocation

Learn how proper retail allocation can help you meet customer demand, reduce excess inventory, and maximize profitability. This guide covers key strategies, challenges, and how AI technology is transforming the process.

March 19, 2025

Are Your Promotions Driving Profit—Or Just Discounting Margins Away?

Learn how smarter promotion planning can drive sales without cutting into margins. Discover best practices for aligning promotions with inventory, margins, and demand forecasts to maximize profitability.

March 17, 2025

AI in Retail Planning: The Strategic Shift You Can’t Afford to Ignore

Learn how AI acts as a strategic co-pilot for planners, merging data-driven precision with human expertise to drive smarter, more agile retail strategies.

March 4, 2025

Is Your Allocation Strategy Holding You Back? The Limitations of a Min/Max System and What to Do Instead

Discover how outdated min/max allocation systems hinder retail performance and learn how a dynamic, data-driven approach can drive smarter inventory decisions.

February 17, 2025

How Merchandise Planning Software Elevates AI in Retail Stores

Learn how AI-driven technologies like computer vision, RFID, and machine learning enhance demand forecasting, inventory accuracy, and customer experiences in brick-and-mortar retail.

February 12, 2025

What is Demand Planning? Key Concepts Explained

Discover how effective demand planning helps retailers forecast demand, optimize inventory, and enhance profitability in an ever-changing market.

February 11, 2025

Thriving Amid Tariffs: How Tech-Driven Strategies Empower Retail Brands to Adapt

Discover how tech-driven strategies help brands navigate tariffs, optimize supply chains, and stay competitive in a shifting global market.

February 10, 2025

10 Essential Reports for Strategic Merchandise Planning

Transform data into actionable insights with 10 essential reports every merchandise planner needs to drive strategic decision-making, optimize inventory, and improve forecasting accuracy.

January 30, 2025

Key Strategies for Retail Inventory Optimization

Learn how to optimize inventory through demand forecasting, SKU rationalization, and real-time insights to reduce costs and improves efficiency for enhanced customer satisfaction and long-term success.

January 27, 2025

The Hidden Costs of Overstock: Elevating Inventory Management with AI

Learn how buyers can lead with data-driven insights, dynamic forecasting, and proactive strategies to drive growth and agility across the organization.

January 27, 2025

How to Manage Retail Plan Versions and Build Rigorous Workflows for Success

Learn how to overcome challenges in collaboration and team alignment, ensuring agility and competitiveness in dynamic markets through clear version control and streamlined workflows.

January 13, 2025

How Toolio Delivers on BoF and McKinsey's Vision for Inventory Excellence

Discover how Toolio’s AI-driven planning tools optimize forecasts, reduce stockouts, and align with BOF and McKinsey’s recommendations

January 9, 2025

SKU Rationalization: What It Is and How to Optimize It

What is SKU rationalization, why it's important, and best practices for SKU rationalization for optimized assortment planning.

December 12, 2024

Scenario Planning: What it is and Strategies to Optimize

Learn what sell-through rate means, how to calculate it, and discover five actionable strategies to optimize it for better inventory management and increased profits.

December 9, 2024

Sell-Through Rate: How to Calculate It and 5 Strategies to Optimize

Learn what sell-through rate means, how to calculate it, and discover five actionable strategies to optimize it for better inventory management and increased profits.

November 18, 2024

How to Leverage Demand Metrics to Capture Missed Sales

Discover the key indicators that signal it’s time to upgrade your demand forecasting. Learn how demand metrics provide deeper insights into customer needs, helping you reduce missed sales and align inventory more effectively.

November 4, 2024

Infographic: From Confusion to Clarity - Better Buying Decisions with Integrated Planning

Download our infographic to explore the key challenges retailers face in bridging the gap top-down strategy and bottom-up execution for better buying decisions.

October 28, 2024

Breaking Down Silos: How Integrated Planning Powers Collaboration

Collaboration is key. This detailed exploration reveals how retailers collaboratively plan and achieve their sales targets, complete with real-world examples from major brands. It illustrates the vital role of coordinated efforts across key stakeholders and the importance of a unified approach to data.

October 9, 2024

The Importance of Standardized Apparel Sizing in Merchandise Planning

Whether you're managing a multi-category retail operation or a focused product line, getting the size matrix right can lead to better product alignment, improved sell-through rates, and more effective forecasting.

September 20, 2024

The Importance of Color Codes in Merchandise Planning: How to Streamline Operations

Choosing the right color names and standardizing your color codes not only improves the customer experience but also helps merchandise planners streamline operations, inventory management, and reporting.

September 20, 2024

Definitive Guide to Selecting Product Attributes for an Effective Merchandising Process

Product hierarchy with detailed key attributes help planners understand customer preferences, predict trends, and optimize stock levels for improved merchandising strategies.

September 16, 2024

Your Go-To Guide for Comparable Store Sales Reporting and Planning

Comparable Store Sales (CSS) is your stores’ performance report, minus the impact of new stores opening or old ones closing. Check out this article to learn more about how to calculate it.

March 8, 2024

Store Clustering for Improved and Efficient Inventory Planning

Store clustering involves grouping stores with similar characteristics together based on factors like customer demographics (fashion-forward vs. traditional), geographic location (cold vs. warm), store profile (large, medium or small) and sales performance.

March 7, 2024

Toolio Featured in The Lead 100

We are thrilled to announce that Toolio, a cutting-edge demand forecasting and inventory planning platform, has been featured in The Lead 100, a prestigious list recognizing the top companies in retail technology.

November 29, 2023

Managing Wholesale Channel in Toolio

Are you involved in the world of wholesale planning, striving to meet your sales goals while maximizing profitability? In this comprehensive guide, we'll explore the ins and outs of wholesale planning with the help of Toolio.

November 7, 2023

10 Key Takeaways from Toolio Reporting Best Practices Webinar

Discover the key takeaways from a recent webinar on reporting, featuring methodologies and best practices using the Toolio tool. Master merchandise planning and reporting in Toolio with our comprehensive guide. Learn how to use Toolio's powerful features to analyze top-line performance, create customized reports, identify critical data points, track OTB amounts, optimize inventory, and make informed decisions.

September 25, 2023

Difference between Landed Cost, FOB Cost or Ex-Factory Cost

Landed Cost, FOB (Free On Board or Freight on Board) Cost, and Ex-Factory Cost are terms used in international trade and supply chain management to describe different aspects of the total cost of a product when it is imported or exported. These terms help businesses and organizations understand and calculate the overall cost involved in moving goods from the manufacturer to the end destination.

August 31, 2023

Mastering Retail Allocation Strategies: Key Takeaways for Success

Maximize sales potential, minimize stock inefficiencies, and meet customer demands with data-driven decisions and optimized supply chain management. Discover key takeaways from our allocation module, including enhanced flexibility, AI-driven retraining, and seamless integration with assortment planning.

July 28, 2023

10 Key Takeaways from Our Forecasting Webinar

Discover the key takeaways from a recent webinar on item forecasting, featuring methodologies and best practices using the Toolio tool. Learn how to leverage historical data, manage newness, incorporate seasonality and trend, reconcile top-down and bottom-up approaches, and utilize the assortment planning module. Enhance your item forecasting capabilities and make informed decisions to optimize sales projections and inventory management in the retail industry. Visit the Toolio website for further guidance and stay ahead in a dynamic market.

July 18, 2023

Maximizing Full Price Sales Potential Through Allocation Strategies

Every penny counts as they say. In this article, our VP of Product explains how allocation strategies can lend themselves to more full price sell through for retailers.

July 13, 2023

Optimizing Sales Data for Retail Decision-Making Success

Understanding sales data is easy 95% of the time, but that remaining 5% tends to cause all sorts of problems. In this article, you'll learn what to look out for and take extra care to create processes to handle.

July 11, 2023

Optimizing Product Hierarchy and Attributes for Effective Retail Decision-Making

Products are a retailer's greatest asset. Learn how to determine the ideal product hierarchy, adjust it appropriately, and leverage alternate hierarchies. Explore the importance of product attributes in reporting and decision-making, and gain insights on managing attributes effectively. Enhance your retail planning and forecasting with optimized data structures.

July 5, 2023

Scenarios and Reconciliation: Strategies for Effective Retail Planning Process Management

Optimize your retail planning processes with effective strategies for scenarios and reconciliation. Learn how to create a single version of the truth, streamline scenario creation, embrace a multiplan approach, and collaborate for successful reconciliations. Discover how technology can enhance your retail planning efficiency and accuracy. Improve your retail planning with these insights.

June 1, 2023

NetSuite Requirements for Toolio Success

Discover how the seamless integration between NetSuite and Toolio empowers retailers to make faster and better merchandising decisions. Learn about the key integration points and areas of impact, and get insights on building a strong team, establishing robust processes, and gaining NetSuite know-how to maximize the benefits of this powerful combination. Enhance your decision-making capabilities and optimize inventory management with NetSuite and Toolio.

May 31, 2023

The Benefits of Improved Merchandise Plan Reconciliation for Retailers

Discover how improved merchandise plan reconciliation can benefit retailers, reduce errors and increase accuracy. Learn how to address common challenges such as data accuracy, departmental conflicts, uncertainty, calculation complexity, and communication. Find out how using a merchandise planning tool like Toolio can help retailers reconcile disparate plans, make real-time data-based decisions, and optimize their bottom line.

May 16, 2023

Inventory Rationing Strategies for Retailers | Maximizing Profit and Balancing Customer Demand

Discover effective inventory rationing strategies for retailers to maximize profit and balance customer demand. Learn how to use data-driven analysis and strategic decision-making to allocate inventory efficiently and effectively.

May 4, 2023

Shoptalk Recap 2023

Discover the latest best practices and insights from the 2023 ShopTalk event, including the use of AI in retail, and learnings on finding efficiencies and putting customers first. Stay up-to-date on the latest trends in the industry with this informative blog.

April 6, 2023

Strategies for Merchandise Planning a New Location

In this piece, our retail experts provide inventory planning strategies for merchandise teams when opening a new retail store, including how to plan for a new store when there are other stores in operation, as well as how to plan for the first store. It highlights that while nothing in retail is one-size-fits-all, the strategies discussed can be used as a guide.

March 2, 2023

How Retailers Should Use GMROI

Retailers use Gross Margin Return on Investment (GMROI) to measure the efficiency and profitability of their inventory. Find out which departments benefit most from this key metric.

February 8, 2023

How Successful Retailers Combine Art, Science and Technology to Win with Ken Pilot (A Webinar Recap)

Retailers must balance art, science and technology to win in today's ever-evolving landscape. Find out how the best brands are getting ahead from retail expert, Ken Pilot.

January 25, 2023

NRF Recap, Trends and Learnings

A recap of NRF 2023

January 24, 2023

Toolio Celebrates Powerful Product Enhancements, New Customers & Growth

A recap of 2022 successes, including new customers, new product features and enhanced integrations to a retailers' next-gen tech stacks.

January 13, 2023

What Retailers Can Learn From Black Friday Cyber Monday (BFCM)

My favorite holiday of the year (Black Friday, of course) has recently come to a close and retailers are still giddy about the unprecedented levels of sales - even amid recession and inflation concerns. Despite it all, shoppers showed up and they showed up big. Here’s my take on the shopping behaviors and key trends we saw this year.

December 20, 2022

Toolio Awarded SOC 2 Type II Data Security Certification

Toolio, a merchandising platform for the next generation of retailers, achieves valuable stamp of approval for Security & Compliance

November 17, 2022