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AI EDGE: SUPPLY CHAIN PLANNING & FORECASTING CONFERENCE
w/ AI & Demand Forecasting Workshop
Scottsdale, Arizona, USA
April 22–24, 2026
Register Now
Super Early Bird Rate – Expires in 17 days 4 hours
(on February 28, 2026).
Why Attend?
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    Why Attend

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    See Attendee List

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    About Us

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    Pre-Conference Workshop

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    CPF® Certification

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    S&OP Certificate

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    Supply Chain Planning Certificate

This event was very informative and there were great ideas presented that I will be using to improve our forecasting process.
Barbara Thomas, Demand Planning Manager, Ecolab, Inc.
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IBF’s AI Edge: Supply Chain Planning & Forecasting Conference in Scottsdale is the premier global event for professionals looking to transform their planning capabilities with the power of AI, predictive analytics, and next-generation forecasting and planning using machine learning and other techniques. This event brings together leaders in supply chain planning, S&OP/IBP, demand planning, forecasting, and data science to explore how AI is reshaping today’s planning processes, and what it means for the future of the profession.

Key Benefits:

Unparalleled Networking Opportunities

  • Connect with the largest global gathering of professionals leveraging AI, analytics, and advanced planning processes across industries
  • Meet experts in S&OP/IBP, supply planning, demand planning, forecasting, machine learning, and applied data science
  • Engage cross-functionally with peers from Sales, Marketing, Finance, Operations, HR, and Executive Management, key stakeholders in the S&OP/IBP ecosystem
  • Build lasting relationships during our Round-Robin Round-Table Discussions and the after-conference cocktail reception

Practical Insights & Learning

  • Learn how AI is being embedded into forecasting, planning, and decision-support workflows through real-world case studies from leading global companies
  • Discover practical applications of GenAI, machine learning, and predictive analytics to enhance productivity, scenario planning, and cross-functional alignment
  • Gain step-by-step guidance to modernize planning processes, improve forecast accuracy, and drive organizational change
  • Master the roadmap to achieving Integrated Business Planning (IBP) and understand how AI accelerates and strengthens the IBP process

Achieve Best-in-Class Performance

  • Elevate your organization’s planning and forecasting capabilities with AI-enabled best practices used by top-performing companies
  • Benchmark your maturity and receive actionable recommendations to progress toward world-class planning
  • Get customized feedback on your unique challenges through interactive sessions and peer discussions

Join us in Scottsdale and gain the AI Edge—a competitive advantage that empowers you to work smarter, plan faster, improve accuracy, and lead your organization into the future of supply chain planning and forecasting.

Event Speakers
Bernd Kruschewski
Bernd Kruschewski
Mammaly
COO

Bernd is currently the Chief Operating Officer of Mammaly, where he leads end-to-end operations and applies the Integrated Business Planning (IBP) playbooks he developed at Montblanc. Over a decade at the luxury brand, he rose to Supply Chain Director for the Middle East, Africa, and India, implementing IBP frameworks and multi-node distribution across three continents. Now based in Berlin, Bernd and his team combine DTC agility with enterprise-level supply chain planning—transforming pet treats into an eight-figure, omni-channel business.

Darrell Culpepper
Darrell Culpepper
Integra Mission Critical
Vice President of Supply Chain

Darrell Culpepper is the current Vice President of Supply Chain at Integra Mission Critical with 25 years of experience in supply chain and operations, spanning aerospace, medical devices, and industrial manufacturing, including leadership roles at Enovis, GE, and Safran. He has a proven track record of transforming complex, multi-site operations into agile, high-performing networks by leveraging IBP, SIOP, Lean methodologies, and strategic supplier collaboration. A former U.S. Army Captain, Darrell served eight years as a supply chain and logistics officer, leading global operations in high-stakes environments. He is recognized for driving efficiency gains, delivering cost reductions, enabling scalable growth, and building high-performing teams that achieve sustainable results.

Alex Albert
Alex Albert
Xponential Fitness
Vice President Of Supply Chain and Procurement

Alex Albert is Vice President of Supply Chain and Procurement at Xponential Fitness where he oversees supply chain strategy across a portfolio of leading brands including Club Pilates, Pure Barre, CycleBar, and YogaSix. Previously, Alex led end-to-end supply chain operations at Stance, spanning go-to-market, S&OP, sourcing, logistics, fulfillment, and DTC and wholesale planning. Before that, he led global planning at Vans (VF Corporation) during a period of hypergrowth, scaling the business from $2.3B to $4.3B. Alex is the founder of AXXA Inc., an integrated product planning and execution agency partnering with global brands such as MrBeast, Dude Perfect, Mark Rober, and Zac Brown. A USC Marshall School of Business graduate, Alex serves on the executive steering committee of the Randall Kendrick Global Supply Chain Institute and contributes annually to USC’s Global Supply Chain Excellence Summit.

Sara Brumbaugh
Sara Brumbaugh
Ceres Analytics
Managing Principal

Sara Brumbaugh is Managing Principal of Ceres Analytics, a consultancy specializing in applied mathematics, statistics, and machine learning. Sara’s roots are in business forecasting: she’s worked with the IBF for over 20 years and is the 2015 recipient of IBF’s Lifetime Achievement Award. Sara’s work in forecasting began in the electric utility industry, then progressed to data mining in finance to predict stock returns. Her recent work supported genetic brain research at Harvard Medical School. Other recent work includes patent-pending algorithms to detect financial fraud, along with genetic models to predict success of cancer chemotherapy. Sara holds master’s degrees from Harvard University and Florida State University.

Dr. Sven F. Crone
Dr. Sven F. Crone
Lancaster University
Assistant Professor in Management Science

Dr. Sven F. Crone is an expert in forecasting, with over 15 years of expertise in both its theory and practice. As an Assistant Professor at Lancaster University and the Director of the Lancaster Centre for Forecasting (the largest think tank dedicated to business forecasting) he has been published in over 40 scientific publications and has received international awards for developing new forecasting algorithms. He has trained over 500 Demand Planners, and consulted with industry leaders on improving forecasting methods, systems and processes. Sven is a regular speaker at IBF conferences, sharing insights from hands-on consulting projects and the latest research in forecasting for FMCG/CPG, Call Centres and Energy Markets. He was the recipient of the IBF's Dr. Chaman L. Jain Lifetime Achievement in Business Forecasting & Planning Award in 2024.

Eric Wilson, ACPF
Eric Wilson, ACPF
Institute of Business Forecasting & Planning
Director of Thought Leadership

Eric is a predictive analytics and business planning innovator, author, teacher and speaker. As Director of Thought Leadership at IBF, he brings over 20 years of experience, previously leading demand planning at Escalade Sports, Berry Plastics, and Tempur Sealy. Eric is an IBF Advanced Certified Professional Forecaster (ACPF) and received IBF’s Excellence in Business Forecasting & Planning award in 2016. He is a frequent speaker and panelist who has published extensively in The Journal of Business Forecasting and APICS Magazine. Eric is also the author of Cultural Cycles, Predictive Analytics for Business Forecasting & Planning, and Practical Guide to Sales & Operations Planning (S&OP/ IBP).

Jess (Jihyun) Lee
Jess (Jihyun) Lee
Microsoft
Data & Applied Scientist 2

Jess (Jihyun) Lee is a Data & Applied Scientist 2 at Microsoft, specializing in leading advanced machine learning projects for Cloud Supply Chain. She combines deep technical expertise with a focus on driving a resilient supply chain. Her prior experience at Dell includes award-winning work in supply chain simulation, explainable AI, and large-scale anomaly detection. Jess holds a Master of Science in Business Analytics from the University of Texas at Austin.

Leon Hergert
Leon Hergert
Spherecast Technologies Inc.
Co-Founder & CEO

Leon leads Spherecast, a platform that enables omni-channel CPG brands like Mammaly to forecast demand, optimize inventory, and automate replenishment using AI agents. Previously, he developed a custom inventory optimization engine for one of the world’s largest MRO providers and later spearheaded fulfillment automation at a venture-backed 3PL tech startup. Today, Leon and his team are scaling these capabilities from the Bay Area to supply chains around the world.

Yuqing Xu
Yuqing Xu
Niagara Bottling LLC
Data Scientist

Yuqing Qu is a Data Scientist at Niagara Bottling, where she leads advanced analytics and machine-learning initiatives supporting supply chain optimization and enterprise decision intelligence. Previously, she worked at JD Logistics, the logistics arm of JD.com, contributing to foundational data and supply chain initiatives as part of the early North America team. Yuqing specializes in predictive analytics and data-driven decision-making for complex organizations. She holds a Master’s degree in Operations Research and Supply Chain Management from Case Western Reserve University, along with a professional certificate in Artificial Intelligence and Machine Learning.

Vishal Singh
Vishal Singh
Clarios
Manager, Demand Planning

Vishal Singh is a global demand planning leader with 14+ years of experience at Fortune 500 companies including Apple, Puma, and Clarios. He currently leads Demand Planning for the U.S. & Canada at Clarios, driving transformation through process improvements and system enhancements. Vishal specializes in demand forecasting, inventory optimization, and analytics-driven planning, consistently improving forecast accuracy and cross-functional collaboration. He brings a global perspective shaped by professional experience across the U.S., Canada, Singapore, and India. Vishal holds an MBA from the Kellogg School of Management, a background in Computer Engineering, and is a frequent speaker at Gartner and S&OP/IBP conferences.

Swapnil Joshi
Swapnil Joshi
Unilever
Head, Strategic Planning, B&W, North America

Swapnil Joshi is a global supply chain transformation leader with over 18 years of experience driving large-scale planning, digital, and fulfillment transformations across North America, India, and South Asia. As Head of Strategic Planning, B&W, North America at Unilever where he has led multi-billion-euro operations and €1B+ capital programs, delivering enterprise-wide impact through strategic planning and execution. Swapnil holds a Master’s in Business Administration and a Bachelor of Engineering in Computer Science.

Krishna Pidaparty
Krishna Pidaparty
Chewy
Product Manager - AI Innovation

Krishna Pidaparty is a product and forecasting leader with over 17 years of experience in demand forecasting, supply chain planning, and AI-enabled decision systems. He has partnered closely with data science, engineering, and planning teams to design and scale homegrown forecasting solutions that integrate statistical models with business context and human judgment. His work has focused on improving forecast usability, planner workflows, and decision quality—particularly during periods of demand volatility. Krishna’s current work explores the experimentation and practical application of large language models in demand forecasting, including their role in forecast explainability, planner support, and governance. He holds a degree in Data Science and Business Analytics from The University of Texas at Austin and a Master’s degree in Industrial Engineering from Texas A&M University.

Event Speakers
Bernd Kruschewski
Bernd Kruschewski
Mammaly
COO
Darrell Culpepper
Darrell Culpepper
Integra Mission Critical
Vice President of Supply Chain
Alex Albert
Alex Albert
Xponential Fitness
Vice President Of Supply Chain and Procurement
Conference Schedule
  • Pre-Conference Workshop
    Apr 22, 2026
  • Conference Day 1
    Apr 23, 2026
  • Conference Day 2
    Apr 24, 2026
April 22, IBF Members Only
12:00 PM - 1:00 PM
TUTORIAL REGISTRATION
1:00 PM - 5:00 PM
AI & DEMAND FORECASTING WORKSHOP (GOLD PACKAGE/IBF MEMBERS ONLY)

This hands-on workshop cuts through AI hype to focus on the machine learning techniques that power modern demand forecasting. Participants will explore how neural networks learn from demand data, how they compare to traditional regression-based approaches, and where they truly add value—or introduce risk—in forecasting decisions. Through guided exercises using Python, attendees will gain practical experience building and interpreting a simple machine learning –based forecast. The workshop also examines how Large Language Models (LLMs) fit into the forecasting ecosystem as tools that support data preparation, code refinement, and analysis. Attendees will leave with a grounded understanding of how to apply machine learning responsibly in real-world forecasting environments.

Outline

1. AI & Machine Learning in Demand Forecasting: Setting the Context

  • What AI means in a forecasting environment and what it doesn’t
  • How machine learning fits within the broader AI landscape
  • Types of analytics and where machine learning adds real value
  • Where neural networks and LLMs fit into modern forecasting workflows

2. Neural Networks for Demand Forecasting

  • Neural networks vs. traditional regression:
    • Quick regression refresher
    • Key similarities, differences, and tradeoffs
  • Forecasting quantities (sales, demand) vs. events (yes/no, spikes, launches)
  • How neural networks work—explained intuitively for planners
  • When neural networks improve forecasts and when they can mislead

3. Python Foundations for Machine Learning (Hands-On)

  • Why Python is widely used for forecasting and analytics
  • Python fundamentals planners actually need (no heavy coding)
  • Hands-on exercises:
    • Writing simple programs
    • Creating and using simple functions

4. Building a Machine Learning Forecast (Hands-On)

  • Preparing data for a neural network model
  • Building a simple machine learning–based forecast using Python
  • Interpreting model outputs and understanding limitations
  • Common pitfalls: overfitting, false confidence, and explainability

5. Large Language Models (LLMs) in the Forecasting Workflow

  • What LLMs are—and what they are not in forecasting
  • Practical uses of LLMs to support machine learning workflows:
    • Data preparation and cleansing
    • Refining and explaining code
    • Accelerating analysis without replacing judgment

6. Putting It All Together: Applying Machine Learning Responsibly

  • Machine learning models as forecasting methods, not replacements for planners
  • Combining AI, machine learning, and human judgment
  • Where to start (and where not to) when applying ML in your organization
  • Key takeaways and next steps for real-world application
Presented By:
Speaker photo
Sara Brumbaugh
Ceres AnalyticsManaging Principal
Pricing
Super Early Bird Rate
(Expires in 17 days 4 hours)
SILVER PACKAGE
$2,099
$1,899

Member’s discount: -$100

GOLD PACKAGE
$2,374
$2,174
4th FREE - GOLD GROUP
$7,122
$6,522
Best Value (Group) (4 persons for price of 3)
GOLD CPF CERTIFICATION PACKAGE
$3,774
$3,574
Best Value (+CPF Certification)
ADD-ON: Certificate in S&OP/ IBP
$899
$899
ADD-ON: Certificate In Supply Chain Planning
$899
$899
SUPPLY CHAIN FORECASTING CONFERENCE
APRIL 23-24, 2026
EVENING COCKTAIL RECEPTION
APRIL 23, 2026
AI & DEMAND FORECASTING WORKSHOP
APRIL 22, 2026 (ACTIVE IBF MEMBERS ONLY)
BREAKFAST & LUNCH
IBF MEMBERSHIP (1 YEAR)
CPF CERTIFICATION EXAMS
BOOK: FUNDAMENTALS OF DEMAND PLANNING & FORECASTING
(FREE SHIPPING)
CERTIFICATE: S&OP/ IBP - INCLUDES EXAM FOR KNOWLEDGE-CHECK
CERTIFICATE: SUPPLY CHAIN PLANNING - INCLUDES EXAM FOR KNOWLEDGE-CHECK

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Put the IBF to Work for You!

Become an IBF Member and Start Improving Your Forecasting & Planning Performance Today.

The IBF Advantage:

IBF members include well-known company professionals that span a broad array of business sectors. By joining our organization, you can make certain that your company sets up the right forecasting & planning process and uses the best techniques available. Moreover, you can be sure that your forecasting and demand planning staff has the proper knowledge and skill set for success.

As an IBF member you receive:

  • A subscription to the Journal of Business Forecasting, which is primarily written by and geared toward practitioners.
  • Our Research Reports which include valuable benchmarking information and provide you with eye opening information on various topics in Business Forecasting and Planning.
  • Special discounts on our Conferences, Workshops, Training Seminars, Certification Program, as well as on any new products and services we will offer in the future.
  • Access to Journal of Business Forecasting Past Articles (FREE)Access to our growing online Knowledge section & Action Templates
  • Complimentary 1-day Tutorials at select Global events ($1000 USD Value)
Upcoming Events & Trainings
May 6, 11, 13, 21, 27, 29, June 3, 2026
Online
Preserve cash, achieve new product forecasting success, optimize Inventory & supply chain efficiency and more....
March 11–13, 2026
Chicago
w/ Next Level Forecasting: Predictive Analytics and Use Of Big Data Workshop...
Event Location
The McCormick Scottsdale
+1.480.948.5050
7421 N Scottsdale Rd
Scottsdale, Arizona
85253 USA
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