Provisioner logo
Provisioner logo
search
cart
facebook twitter linkedin youtube
  • Sign In
  • Create Account
  • Sign Out
  • My Account
Provisioner logo
Provisioner logo
  • NEWS
    • Industry News
    • Supplier News
    • Case Studies
    • Recalls
    • Regulations
    • New Consumer Products
  • EXCLUSIVES
    • Newsletters
    • Source Book
    • Sponsored Insights
    • Events
    • Webinars
    • Classifieds
    • White Papers
    • Provisioner Store
    • Market Research
  • MEAT PROCESSING
    • SUSTAINABILITY
    • Processing
    • Packaging
    • Ingredients
    • Formulation
    • Food Safety
    • Special Reports
    • Commentary
  • PROFILES
    • Processor Profiles
    • Processor of the Year
    • Top 100 Processors
  • MEDIA
    • Videos
    • Podcasts
  • DIRECTORY
  • MIHOF
  • INDEPENDENT PROCESSOR
  • EMAG
    • eMagazine
    • ARCHIVE ISSUES
    • Contact
    • Advertise
  • JOIN!
Meat and Poultry ProcessingFood SafetyExpert CommentaryFight for Food Safety

Commentary | Fight for Food Safety

AI and liability: Prepare now or pay later

By Shawn K. Stevens
semi truck
September 2, 2020

For years, experts and analysts have predicted a future in which artificial intelligence (AI) and machine learning would revolutionize the industry. By all indications, the future is here.

Broadly speaking, AI refers to the ability of a machine to carry out a task that requires some level of thinking. Machine learning refers to a process in which massive data sets are fed into algorithms for the purpose of identifying patterns that allow a machine to improve its performance over time.

AI and machine-learning applications are already deployed throughout the meat and poultry processing industries to improve sanitation, safety, sorting, product development and connecting customers with products. For example, there is an AI food-safety application that uses cameras, along with and facial and object-recognition technology, to monitor whether workers are complying with PPE requirements. When the AI identifies an employee who is not wearing a mask, the system takes a photo of the person and sends it, along with that person’s identity, to a supervisor. While remarkable, this is only the tip of the iceberg.

Soon, companies will be able to optimize everything from line speeds to production schedules to the use of packaging materials and plan shipping routes, all while reducing waste, improving safety and increasing the bottom line. Similarly, advancements in robotics are allowing machines to complete complex manual tasks faster than any human, and the efficacy of these robots will continue to improve exponentially.

From a legal standpoint, the possibilities are both intriguing and concerning. On the one hand, the ability of these technologies to make both products and workplaces much safer is certainly welcome. Reducing foodborne illness and employee injuries will benefit everyone (except perhaps the plaintiff lawyers). These benefits will improve the customer experience and increase profits by reducing the number of recalls and litigation.

There are, however, many unanswered questions, and evolving technology may begin to rapidly outpace our ability to respond. Companies would be well served to begin addressing these issues now.

Consider the case of an autonomously operated truck carrying thousands of pounds of meat products. The truck was loaded by a robot programmed to maximize the number of boxes without exceeding the truck’s weight limit. The products in the boxes were packed by a different robot, which was programmed to minimize the amount of free space in each box.  After leaving your facility, the truck unexpectedly encounters a person walking across the street. The truck swerves to miss the person, and in doing so, a few boxes collapse. That, in turn, causes the load to shift and become unbalanced, which causes the truck to flip over, destroying the product.

Who is liable? It could be the manufacturer of the truck, the programmer of the truck’s software, the owner of the truck, the owner, manufacturer, programmer of either of the robots or any number of others along the chain. Without a doubt, each potentially liable entity will blame the others, and the technological complexity involved in identifying which bit of code was causative would make doing so nearly impossible. Thus, it may be impossible to recover your losses.

There is no end to the number of such scenarios that could potentially occur. Yet, as of now, our legal system is woefully unprepared to adjudicate these matters, and there is no procedure in place to effectively assign liability in the case of a loss caused by malfunctioning AI technology.

To that end, as companies in the meat and poultry industries adopt and implement these exciting new technologies — which will certainly offer many extraordinary benefits — it will be important to also consider novel ways to shift the risks of loss. In most cases, this can be effectively accomplished through contracts or insurance, provided it is done before the loss occurs.

If you are relying on AI, make sure your company is protected. NP

KEYWORDS: artificial intelligence automation foodborne illnesses

Share This Story

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

Shawn stevens 200x200

Shawn Stevens is the founding member of Food Industry Counsel LLC, a law firm formed in 2014 to represent the food industry exclusively in regulatory and other matters involving food safety and quality. Contact Stevens at (920) 698-2561 or stevens@foodindustrycounsel.com, or visit his Web site, www.foodindustrycounsel.com.

Recommended Content

JOIN TODAY
to unlock your recommendations.

Already have an account? Sign In

  • Double Charburger

    Premiumization drives burger category

    Shoppers seek out premium meat offerings to fulfill...
    Special Reports
    By: Sammy Bredar
  • JJS Adult Pekin duck

    Poultry Report 2025: Convenience propels poultry at retail

    Despite continued economic pressures, the poultry...
    Turkey
    By: Sammy Bredar
You must login or register in order to post a comment.

Report Abusive Comment

Manage My Account
  • eMagazine Subscriptions
  • Manage My Preferences
  • Newsletters
  • Online Registration
  • Subscription Customer Service
  • Connect with The National Provisioner

More Videos

Sponsored Content

Sponsored Content is a special paid section where industry companies provide high quality, objective, non-commercial content around topics of interest to the The National Provisioner audience. All Sponsored Content is supplied by the advertising company and any opinions expressed in this article are those of the author and not necessarily reflect the views of The National Provisioner or its parent company, BNP Media. Interested in participating in our Sponsored Content section? Contact your local rep!

close
  • A smiling man carrying a grocery basket is reaching down to pick up a package of meat in a grocery store.
    Sponsored byPIC

    The Green Light: New Data Shows 12-to-1 Support for Pork from PRRS-Resistant Pigs

  • Close up of a grocery cart full of groceries, a cropped image of a couple pushing the cart and a blurred background of the vegetable aisle.
    Sponsored byPIC

    New Market Research Finds Consumers in Eight Key Pork Markets Are Likely to Purchase Pork from Gene-Edited Pigs

  • Close up of a young pig with a blurred background.
    Sponsored byPIC

    New Research Forecasts Significant Economic and Market Impacts with PRRS-Resistant Pig Adoption

Popular Stories

Spam Dog

Hormel rolls out Spam hot dog for foodservice applications

Various new Primal snack sticks on a table amongst pencils, apples, a pair of glasses, lunch bags and a water bottle.

Protein demand drives snacking occasions

Several cuts of beef, pork and chicken on a wooden board, cast iron pan and salt.

Validated thermal lethality data and a new tool for ensuring safety of RTE meats

2026 Top 100 Meat & Poultry Processors Report

Events

June 11, 2026

From Fresh to Frozen in 3 Minutes Flat: Unlocking the Secrets to Temperature Control

Join Tony Vacaro, Foods Industry Manager, and Emile Klein, Foods Market Strategy Manager at Air Products and Chemicals, Inc. , as they tackle key questions surrounding heat removal in food processing. 

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

Food Crime: An Introduction to Deviance in the Food Industry

Food Crime: An Introduction to Deviance in the Food Industry

See More Products
From Fresh to Frozen in 3 Minutes Flat: Unlocking the Secrets to Temperature Control Webinar Sponsored by Air Products

Related Articles

  • gloved hand with a spray bottle

    Spend now to save later

    See More
  • High Angle View Of Judge Gavel

    Robust food safety protocols help mitigate liability

    See More
  • Real hand shaking a virtual one surrounded by a band of virtual data.

    Fabricating the line between humans and AI

    See More

Related Products

See More Products
  • Handbook of Meat Processing

  • food-crime.jpg

    Food Crime: An Introduction to Deviance in the Food Industry

  • salmonela.jpg

    Controlling Salmonella in Poultry Production and Processing

See More Products

Related Directories

  • ProSpection Solutions

    Prospection Solutions delivers AI-powered X-ray inspection systems for meat processors, including Dual Energy X-Ray (“Bone Hunter”) and the Eliminator Grinder. Our technology detects bone and foreign material while ensuring product integrity and compliance. From grind to packaging, we help maximize yield, reduce risk, and protect food safety - finding what others miss.
×

Stay ahead of the curve. Unlock a dose of cutting-edge insights.

Receive our premium content directly to your inbox.

SIGN-UP TODAY
  • RESOURCES
    • Advertise
    • Contact Us
    • Directories
    • Store
    • Want More
  • SIGN UP TODAY
    • Create Account
    • eMagazine
    • Newsletter
    • Customer Service
    • Manage Preferences
  • SERVICES
    • Marketing Services
    • 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
    • ACCESSIBILITY

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

Design, CMS, Hosting & Web Development :: ePublishing