Edge: AI, Apps, and Automation: Preparing the CDM, CFPP for the Digital Future of Food Service

May 13, 2026

This Management Connection CE article appeared in the May/June 2026 issue of Nutrition & Foodservice Edge magazine. To view a PDF of this article click HERE.

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AI, Apps, and Automation: Preparing the CDM, CFPP for the Digital Future of Food Service

By: Kristin Klinefelter, MS, RDN, LDN

Does this type of parasocial conversation sound familiar? My personal and professional relationship with artificial intelligence (AI) has evolved rapidly; from using a conversational voice assistant (Siri) while driving to relay after school instructions to my children, to working alongside desktop AI systems that now organize files, draft policies, and streamline administrative tasks in minutes rather than hours.

A similar transformation has occurred across the foodservice industry. Back in the late 1900s (a phrase I like to begin my stories with, which makes me look archaic in my students’ eyes), I worked for a major foodservice distribution company and drove two to four hours to manually take CDM, CFPP’s/DTR’s/RD’s weekly truck orders. Now they have the option for automated inventory, PAR management and ordering, which gives professionals the gift of time to focus on other tasks. Over the past decade, advances in artificial intelligence, mobile applications (apps), automation systems, and predictive analytics have fundamentally reshaped how the Certified Dietary Manager, Certified Food Protection Professional (CDM, CFPP) plans menus, monitors operations, trains staff, enhances food safety, and supports client-centered care. These tools now influence nearly every aspect of nutrition and foodservice management.

For CDM, CFPPs, the rapid emergence of digital tools directly intersects with the CDM, CFPP Scope of Practice and Code of Ethics — both of which emphasize safe, high quality, efficient, and person-centered care (ANFP, 2023a; 2023b). When implemented responsibly, technology enables CDM, CFPPs to improve outcomes, reduce waste, personalize dining experiences, and strengthen team performance, while maintaining ethical integrity and professional accountability.

THE DIGITAL TRANSFORMATION OF FOOD SERVICE: TECHNOLOGY IN DAILY OPERATIONS

AI, apps, and automation are no longer futuristic concepts; they are already embedded in healthcare and long-term care food service. We have real-time demonstration as well as research that AI-driven tools for food waste tracking, menu optimization, and inventory forecasting improve operational efficiency and environmental sustainability.

In practice, these innovations may be as simple and powerful as a Bluetooth enabled digital thermometer linked to a daily food safety checklist. When temperatures fall outside safe ranges, the system can prompt corrective actions in real time. This type of guided automation functions like a simplified, interactive HACCP plan, clear enough for a first-time foodservice employee to follow accurately, while still meeting regulatory expectations. Have too much food at the end of your production day? There’s an app for that! The app coordinates selling low-cost meals or ingredients to consumers from retailers that have waste at the end of the day. Consumers can browse the options on the app and order for pick-up at a designated time. Foodservice operators feel good about their waste going to individuals who value sustainability or are struggling with food insecurity.

ChatGPT has become one of those acronyms we mention casually, often without stopping to consider what it means. I realized recently that I couldn’t even define “GPT.” The term stands for Generative Pre-trained Transformer, a type of artificial intelligence trained on large volumes of existing information to generate human-like responses.

Not long ago I polled a variety of nutrition and foodservice professionals about how they use AI, apps, or automation in their workplace, and received a wide range of responses:

Forecast purchasing and production needs with your prime vendor software upgrades. “At first I mistrusted the purchasing models, but now that I have embraced the software, I have a few hours back in my week!” reports a 20-year CDM, CFPP.
Reduce pre- and post-consumer food waste by creating production and preparation lists. An RDN reports incentivizing her team with a waste reduction contest. They use AI to generate their spreadsheet and create charts to visualize which shift has the lowest waste in dollars. Her team also reported using ChatGPT to create their team names. There are some very fun team names like The Leftover Legends and The Lean Green Cuisine Team.
Identify allergen and cross-contact risks. When the FDA officially added sesame as a top allergen, a CDM, CFPP was able to locate all sesame products in her spring menu with one question to her desktop AI program.
Track client preferences and dining patterns. An RDN gave the example of tallying survey results into a chart that was AI-generated for a quick menu planning meeting graphic.
Expand recipes. One CDM, CFPP reported faster results by using AI to generate formulas in a spreadsheet for recipe modifications with changing RSVPs or census.
Fine-tune or polish professional communications. One administrator called ChatGPT her “thought partner” and uses the technology to quickly revise her emails or group messages. A director of an education program reports: “I often use it to reword or organize emails or meeting minutes. I tweak everything it gives me and don’t put my full trust in it.”
Create educational materials or brainstorm presentation ideas. When looking for quick handouts with assessment questions to validate learning, a CDM, CFPP responded that “AI makes appropriate and visually simple handouts that are helpful for quick in-services.” She reported that it’s always important to verify that all information is evidence-based and accurate.
Utilize apps for patient success. One outpatient dietitian reports: “I use apps with my patients. There are helpful apps for continuous glucose monitoring (CGM), sleep, exercise, and food tracking. I always review what ChatGPT gives me for accuracy and tailor to the patient’s needs.”

Commonly used foodservice technologies include AIenhanced menu planning systems, inventory and purchasing platforms, and waste tracking tools. While adoption levels vary by facility, industry trend reports indicate growing reliance on digital forecasting, automated menu engineering, and AI-supported inventory controls (Datassential, 2024).

SCOPE OF PRACTICE: WHERE TECHNOLOGY FITS

Within their Scope of Practice, CDM, CFPPs play key roles in menu implementation, safe foodservice operations, staff training and supervision, quality assurance, and client engagement (ANFP, 2023a). Today’s digital tools fit naturally within these responsibilities by streamlining nutrition analysis, simplifying compliance documentation, improving onboarding and continuing education processes, and supporting more accurate forecasting for inventory and production. CDM, CFPPs have always balanced clinical accuracy with hospitality-driven care, and technology simply strengthens their ability to do so. Importantly, technology enhances but never replaces professional judgment. CDM, CFPPs remain responsible for validating AI outputs and ensuring that decisions are ethical, clinically appropriate, and person-centered. A robot or algorithm cannot replicate the caring CDM, CFPP who brings a warm meal to a family member sitting bedside or offers a listening ear to a staff member. These moments of empathy remain central to our profession.

MENU PLANNING AND NUTRITION ANALYSIS

AI-supported menu planning systems are increasingly capable of analyzing nutrient patterns, allergens, cost fluctuations, and client preferences all at once. At Lincoln Gardens Senior Living (fictitious for storytelling purposes), the implementation of an AIenhanced menu system reduced the time needed to develop a full menu cycle from three weeks to one, while also improving allergen tracking accuracy. The department also noted steady improvements in client satisfaction because the software allowed them to customize menus more efficiently and offer better variety. CDM, CFPPs can further enhance these systems by reviewing AI-generated menus for cultural accuracy, therapeutic diet requirements, and seasonal ingredient considerations.

CLIENT MEAL ORDERING APPLICATIONS

Tablet and kiosk-based ordering platforms have proven especially effective in increasing autonomy and reducing diet order errors. Visual menus with large-font text and high-quality photographs increase engagement, particularly for older adults or individuals with cognitive limitations. At Maple Ridge Care Center (another fictitious facility), the use of a meal-ordering app significantly reduced tray error while boosting dining participation among clients. The software’s photo-based options empowered clients to make real-time choices, and families expressed appreciation for the clarity and ease of use.