AI Menu Engineering: How The Mudpuppy Grew Sales Without Raising Prices
What if your restaurant could grow sales without raising a single price? On the newest episode of The Hospitality Hangout, Amir Harpaz, owner of The Mudpuppy at Cherokee Outdoor Resort, shows how AI menu engineering turned a seasonal lakeside restaurant into a real-world case study in restaurant technology, menu psychology, and operational efficiency. Recorded live from SpotOn Studios at the National Restaurant Association Show, it is a masterclass for any operator staring down thinner margins.
What is AI menu engineering?
AI menu engineering is the practice of using artificial intelligence and menu-psychology research to optimize how a menu is built, from item placement and layout to descriptions, visual presentation, and the order in which guests encounter choices. Rather than simply hiking prices, the goal is to guide ordering behavior so guests naturally gravitate toward higher-margin, higher-satisfaction items. Amir and his team packaged this approach into a tool they call Menu Mind.
How did The Mudpuppy use AI to grow sales?
The Mudpuppy is a dockside spot on Tellico Lake in Tennessee known for hot food, cold drinks, live music, boat-friendly dining, seafood, burgers, and cocktails. Behind that laid-back lakefront vibe sits a surprisingly data-driven operator. Amir explains how Menu Mind, trained on menu-psychology research, helped the restaurant rethink menu layout, item placement, wording, and visual design. According to Amir, the payoff was a major year-over-year sales lift with similar guest counts, proof that smarter menu design, not higher prices, can move the needle on restaurant performance.
Why does menu psychology matter more in 2026?
With guest traffic under pressure and price fatigue setting in across the industry, operators are searching for growth that does not lean on raising prices. Menu psychology, how layout, framing, and descriptions shape what people order, is one of the few levers that can lift average check and satisfaction at the same time. Pairing it with AI means those decisions are guided by data and behavior patterns rather than gut feel, which is exactly what The Mudpuppy demonstrates.
How does POS data feed the process?
Great menu decisions start with clean data. Amir describes how the restaurant leans on its SpotOn point-of-sale integrations to understand what sells, when, and alongside what, then feeds those signals back into menu design. That closed loop, POS data informing menu changes, and menu changes measured back through the POS, is what separates a one-time menu refresh from an ongoing optimization engine. It is also a reminder that your tech stack is only as valuable as the decisions you make with it.
What can independent operators take away?
The most encouraging part of the conversation is that this is not enterprise-only. The Mudpuppy is a single, seasonal, independent restaurant, and it still built and deployed a working AI menu tool. The lesson for owners and operators: you do not need a national footprint to benefit from restaurant AI. Start with the data you already collect, apply menu-engineering principles, test changes, and measure the lift. Better menu design is available to anyone willing to be intentional about it.
Who should listen to this episode?
If you are a restaurant owner, operator, or hospitality leader trying to protect margins without alienating guests, this one is for you. Amir's story connects the dots between AI menu engineering, menu psychology, POS strategy, and real financial results, told from the perspective of an operator actually doing it, not just theorizing about it.
Ready to hear the full playbook? Give The Hospitality Hangout a listen and start with this episode with Amir Harpaz of The Mudpuppy. New listeners: this is a perfect place to jump in.
Where to listen: Spotify | Apple Podcasts | YouTube Music | Amazon Music | iHeartRadio | Pocket Casts
