Refrigerated Frozen Foods logo
search
cart
facebook twitter linkedin youtube
  • Sign In
  • Create Account
  • Sign Out
  • My Account
Refrigerated Frozen Foods logo
  • NEWS
  • PRODUCTS
  • COLD STORAGE
    • Cold Storage Trends
    • Farm to Frozen
    • Supply Chain & Logistics
  • PACKAGING
  • TOPICS
    • Food Safety
    • Product Development & Manufacturing
    • Sustainable Solutions for Cold Foods
  • MEDIA HUB
    • Play Our Word Game
    • Podcasts
    • Videos
    • Polls
    • Webinars
  • DIRECTORIES
    • Cold Storage Construction Guide
    • Warehouse Guide
    • Food Master
  • MORE
    • Cold Chain Perspectives
    • Case Studies
    • C-Suite Q&A
    • Top 150 Processors
    • Awards >
      • Best New Retail Products
      • Cold Storage Facility of the Year
      • Processor of the Year
    • Directory of Associations
    • R&FF Store
    • Calendar of Events
    • FA&M Conference & Expo
  • EMAG
    • eMagazine
    • Archive Issues
    • Contact
    • Advertise
  • SIGN UP!
Cold Foods Industry News

Parts Town Uses AI-Powered Predictor to Minimize Downtime

Cold Chain Ops
R&FF
May 13, 2026


Parts Town, the technology innovator and market-leading distributor of genuine Original Equipment Manufacturer (OEM) foodservice appliance parts, announced a significantly enhanced version of its industry-first, AI-powered PartPredictor tool – alongside updates across several other innovative digital tools on partstown.com – delivering a more intuitive experience that helps users find the right OEM parts faster, improve first-time fix rates and reduce costly equipment downtime.

PartPredictor analyzes real-world data from millions of successful technician repairs to find the OEM parts most commonly used for specific equipment issues. 

Insights from Parts Town’s Downtime Survey highlight the significant impact of equipment failures across the industry. One in three respondents – spanning multi-unit restaurant chains and institutional operators – report weekly unplanned outages that disrupt daily operations. The financial impact is substantial - with half of all breakdowns resulting in $1,000 or more per day in lost revenue, reinforcing the need for faster, more accurate parts identification solutions. 

Now featuring 120 OEM brands and more than 18,000 models, the latest version expands coverage and makes it easier for service teams to quickly find the OEM parts they need – helping ensure technicians have the right parts for the job before arriving on-site.

These updates make PartPredictor more accessible across the entire service workflow - from dispatch to technicians in the field. By simplifying parts identification, dispatchers can help ensure the right parts are stocked on the truck before it leaves for the job, so service teams spend less time researching and more time fixing – ultimately improving first-time fix rates.

“PartPredictor is changing how technicians approach a repair,” said Emanuela Delgado, group vice president of growth and innovation at Parts Town Unlimited. “It helps them have the most likely parts needed already in hand, avoid return trips and get equipment fixed faster than ever before. That means less downtime for operators and a better experience for everyone involved.”  

The latest version is already delivering significant results. Since launch, conversion rates for those using PartPredictor have increased by 54%, while transactions and revenue have each grown more than 400% year over year – demonstrating frequent use and the tool’s impact on faster, more confident repairs.


About Parts Town
Parts Town is the leading, technology innovation-driven hi-tech distributor of genuine OEM (original equipment manufacturer) foodservice, residential appliance and HVAC equipment repair parts. When there's a hiccup with any piece of equipment, Parts Town is ready to jump in and help with the most in-stock parts on the planet, innovative technology, and an unmatched customer experience. By partnering with the top manufacturers of foodservice, residential appliance and HVAC replacement parts, Parts Town improves the supply chain, increases sales of genuine OEM parts and keeps every customer's business running like clockwork. 

 

KEYWORDS: food processing equipment OEM

Share This Story

Looking for a reprint of this article?
From high-res PDFs to custom plaques, order your copy today!

Recommended Content

JOIN TODAY
To unlock your recommendations.

Already have an account? Sign In

  • Best New Retail Products of 2026 badge with grocery store refrigerators in the background.

    Top of the Freezer: R&FF’s Best New Retail Products

    From BFY proteins to globally inspired treats, these...
    Product Development & Manufacturing
    By: Kelley Rodriguez
  • Pasco Exterior

    Reser’s Fine Foods: From Farmhouse Kitchen to ‘Good Times’ Everywhere

    A home-based potato salad company started 75 years ago...
    Cold Foods Industry News
    By: Kelley Rodriguez
  • FromtheColdCorner-Anchor_1170x658.jpg

    EPR, Plastic Packaging for Cold Foods & More

    As consumer and regulatory pressure put plastic in the...
    Cold Foods Packaging
    By: Kelley Rodriguez
Manage My Account
  • eMagazine
  • What’s Hot in Cold Newsletter
  • Manage My Preferences
  • Online Registration
  • Customer Service

More Videos

Popular Stories

Containerized Cold Rooms outside.

Containerized Cold Rooms Gain Traction as Flexible Cold Storage Demand Grows

New Brunswick, Canada port location

Americold, DP World & CPKC Open New Cold Chain Gateway

From the Cold Corner: Meghan Dowd from Swoop article hero

Swoop Blends Protein, Clean Ingredients to ‘Cheat’ Ice Cream

2026 Processor of the Year

Events

January 1, 2030

Webinar Sponsorship Information

For webinar sponsorship information, visit www.bnpevents.com/webinars or email webinars@bnpmedia.com.

View All Submit An Event

Products

Water Activity in Foods: Fundamentals and Applications, 2nd Edition

Water Activity in Foods: Fundamentals and Applications, 2nd Edition

See More Products
New Retail Products

Explore the newest flavors, textures, and innovations in the frozen food aisle!


SEE WHAT'S NEW!
Play Refrigerated & Frozen Foods’ Cool Word of the Week! There's a new word every Wednesday.

Related Articles

  • Weber Arctic 300

    Label materials minimize downtime in cold labeling

    See More
  • Chefs Collaborative announces new initiative to minimize food waste

    See More
  • OctoFrost Carmen Popescu

    How to minimize snow formation in IQF tunnel freezers

    See More

Related Products

See More Products
  • 1119700825.jpg

    Use of Hydrocolloids to Control Food Appearance, Flavor, Texture, and Nutrition

  • Tharp & Young on Ice Cream: An Encyclopedic Guide to Ice Cream Science and Technology

  • GlobalData_logo_blue_header.png

    Global Frozen Meat (Meat) Market - Outlook to 2022: Market Size, Growth and Forecast Analytics

See More Products

Related Directories

  • Powered Aire Inc.

    Powered Aire is the leading provider of stainless-steel air curtains. Powered Aire air curtains safeguard cold storage environments against ice, fog and moisture build up. To learn more about how an air curtain can be used to help control insects, separate environments, and save on HVAC costs, visit www.PoweredAire.com
  • PowerSecure

×

Elevate your expertise in refrigerated and frozen foods with unparalleled insights and connections.

Get the latest industry updates tailored your way.

JOIN TODAY!
  • RESOURCES
    • Advertise
    • Contact Us
    • Directories
    • Store
    • Want More
  • SIGN UP TODAY
    • Create Account
    • eMagazine
    • Newsletter
    • Customer Service
    • Manage Preferences
  • SERVICES
    • Marketing Service
    • Reprints
    • Market Research
    • List Rental
    • Survey/Respondent Access
  • STAY CONNECTED
    • LinkedIn
    • Facebook
    • YouTube
    • X (Twitter)
  • PRIVACY
    • PRIVACY POLICY
    • TERMS & CONDITIONS
    • DO NOT SELL MY PERSONAL INFORMATION
    • PRIVACY REQUEST
    • ACCESSIBLITY

Copyright ©2026. All Rights Reserved BNP Media, Inc. and BNP Media II, LLC.

Design, CMS, Hosting & Web Development :: ePublishing