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Demand Forecasting
Accurately forecast product demand for the next 6–12 months to optimize inventory, production, and supply chain operations while reducing costs.
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New Product Sales Forecasting
Beta
Generate new product ideas based on consumer research and market insights, and forecast sales volume in advance.
Materials
Raw Materials Price Forecasting
Forecast prices of raw materials such as steel, non-ferrous metals, energy, and agricultural commodities to support optimal purchasing decisions.
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Blog
Impactive AI's Technology and Insights
Insight
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Insight
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3 Things to Check in Demand Forecasting Operations
3 Essentials of Demand Forecasting Operations
May 11, 2026
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Insight
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Mastering the 8-Step Standard Process for Sales Forecasting Accuracy
The Critical Pillar of Business Operations and Strategic Decision-Making
April 7, 2026
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Insight
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Cloud Voucher Bonus Point Tips Every Korean SME Should Know
Proposal Writing Strategies to Maximize Your Selection Odds
March 26, 2026
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Insight
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Kickstart Your SMB's Digital Transformation with Korea's 2026 Cloud Voucher
An A-to-Z Guide to the SME Cloud Service Expansion Program
March 24, 2026
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Insight
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Data Voucher Quota System: Key Preferences That Non-Capital Region Businesses and Small Merchants Must Check
If You Qualify for Preferential Treatment, What Should You Check First?
March 11, 2026
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Insight
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2026 Data Voucher Eligibility Self-Diagnosis Guide for Small Merchants, Startups, and SMEs
Wondering If Your Company Can Apply?
March 10, 2026
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Insight
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Out-of-Stock Prevention: The Process That Stops Customer Churn
AI Demand Forecasting Strategies for Inventory Optimization
March 3, 2026
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Insight
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What's Changing in Korea's 2026 Data Voucher Program: Key Updates for Applicants
Getting Ready for the 2026 Data Voucher Application Season
February 16, 2026
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Tech
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Tech
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AI Demand Forecasting for Retail: Managing SKU-Level Demand Across Stores, Channels, and Promotions
Practice Guide for Demand Forecast by Industry
May 20, 2026
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Tech
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AI Demand Forecasting for F&B: A Practical Guide to Reducing Waste and Improving Inventory Efficiency
Practice Guide for Demand Forecast by Industry
May 13, 2026
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Tech
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Seasonal Product Inventory Management: How SCM Data and AI Demand Forecasting Minimize Risk
If you don't want to be in bad stock, you can't sell it well
April 17, 2026
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Tech
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Why AI Demand Forecasting Systems Are Evolving Into Decision-Making Architectures
What Companies Miss When Searching for Better AI Models
April 13, 2026
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Tech
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AI Strategies for Black Swan Events
From Unpredictable to Actionable: AI and Black Swan Events
March 30, 2026
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Tech
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What Are Demand Forecasting Techniques and How Should They Be Utilized?
The core competencies that a company should have now
March 10, 2026
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Tech
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How Do You Measure Demand Forecasting Error and Accuracy? Five Key Metrics Compared
From Measurement Principles to Practical Management Frameworks
February 5, 2026
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Tech
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The Key to Managing Perishable Inventory with Short Shelf Lives
The Value of AI Demand Forecasting Through the Lens of Economic Efficiency and Sustainability
January 22, 2026
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Clients
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Clients
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Can AI Predict Sales for New Products Too?
W Company’s New Product Demand Forecasting Case Achieving 94–95% Accuracy in Top-Selling Segments Without Historical Sales Data
May 20, 2026
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Clients
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Ildong Foodis Reduces Inventory Risk by 26% with AI Demand Forecasting
December 15, 2025
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Clients
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AI-Based Raw Material Price Forecasting for Construction Company B
Achieved an average forecasting accuracy of over 96% for Rebar, Copper, Hot-Rolled Coil, and Coking Coal.
November 17, 2025
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Clients
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Demand Forecasting AI Becomes More Sophisticated with Promotion Data
Dramatic Results: 14-49% Accuracy Improvement Depending on Data Inclusion
July 16, 2025
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Clients
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Advanced pharmaceutical AI case study with demand forecasting
Recently, the use of AI technology in the pharmaceutical industry has been notable. It has achieved results that have been proven by specific figures, such as a 55.1% reduction in inventory costs and a 22.6% reduction in out-of-stock rates. In particular, it is notable that it predicted the number of patients with an accuracy of 96.5% and based on this, it predicted the sales volume of pharmaceuticals.
December 26, 2024
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Clients
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Innovation in manufacturing sites achieved by AI demand forecasting system
How did the AI demand forecasting system solve the chronic problems of the manufacturing site? And what changes did the site workers experience? This article contains vivid examples of how AI technology solved the problems of demand forecasting and inventory management that the manufacturing industry was struggling with.
December 16, 2024
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Clients
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Innovative value brought by AI-based inventory management
Inventory management in the manufacturing sector has become a key factor in determining a company's competitiveness. The inventory management costs of global manufacturing companies account for an average of 32% of total operating costs, a trend that has been on the rise for the past five years.
December 3, 2024
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Clients
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Successful case of introducing AI inventory management in the manufacturing industry
Successful case of introducing AI inventory management in the manufacturing industry The inventory management method that relies on past experience and intuition is no longer competitive. The AI-based inventory management system can accurately predict demand by analyzing vast amounts of data in real time and automatically calculate the optimal inventory level.
November 11, 2024
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Members
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Members
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Why AI Forecasting Tools Are Essential in an Era of Commodity Price Volatility
An Interview with Taewon Yoo, Director at ImpactiveAI
December 16, 2025
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Members
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Business-Centric Design Principles for Demand Forecasting Solutions: A Developer's Perspective
Interview with Jeonghwan Yang, ImpactivAI Developer
October 9, 2025
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Members
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Machine Learning Technology that Enhances the Accuracy and Differentiation of Demand Forecasting AI
July 10, 2025
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Members
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ImpactiveAI's Journey to Implement Industry-Specific Prediction Model Accuracy
Interview with CTO Jeong Hee-won
July 2, 2025
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Members
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Practical Know-How and Challenges from the Field of AI Sales Strategy
Interview with Sales Team Director Min Byung-joon
April 15, 2025
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Members
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Organizational Management and Growth Strategies for AI Startups
Interview with COO Park Jung-hyun
April 4, 2025
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Members
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Why Deepflow was able to achieve high demand forecasting accuracy
Interview with Jeong Doo-hee, CEO of IMPACTIVE AI
February 18, 2025
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Members
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The present and future of advanced demand forecasting models
Interview with Researcher Yoon Jin-seop of IMPACTIVE AI Researcher
February 14, 2025
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Newsroom
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Newsroom
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Impactive AI selected for Samsung Electronics’ C-Lab Outside program, with experience in demand forecasting projects
The Dong-A Ilbo
April 21, 2026
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Newsroom
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Impactive AI to showcase demand and pricing forecast solution “Deepflow” at AI EXPO KOREA 2026
AVING News
April 20, 2026
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Newsroom
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Impactive AI Presents Multimodal Raw Material Price Prediction Model at AAAI
Daily Economy
March 24, 2026
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Newsroom
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Impactive AI Showcases AI Demand Forecasting Solution ‘DeepFlow’ at MWC 2026, Exploring Partnerships with Global Manufacturing and Retail Companies
AVING News
March 13, 2026
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Newsroom
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Impactive AI Partners with Germany’s Fraunhofer to Research Digital Twin and AI-Based Demand Forecasting
Money Today
March 12, 2026
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Newsroom
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Impactive AI Participates in MWC 2026… Targets Global Market with AI Demand Forecasting Solution ‘DeepFlow’
FN TODAY
February 24, 2026
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Newsroom
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“Cut Inventory Costs by 30% and Make Faster Decisions” — Impactive AI’s 'DeepFlow'
HelloT
February 6, 2026
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Newsroom
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Impactive AI Collaborates with POSCO on AI-Based Raw Material Price Forecasting, Supplies ‘DeepFlow’ Solution
Seoul Economic Daily
February 4, 2026
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