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AI in Operations · Phase 4

How I Used AI to Redesign a Menu in 48 Hours.

Full prompts, real outputs, and every decision that followed. A compression of the thinking that precedes conventional menu redesign.

Bonita Lao · Lao Group Consulting · 8 min read

The following scenario is based on a composite of AI-assisted menu analysis work conducted across multiple engagements. Identifying details have been generalized. The session structure, prompts, and outcomes reflect real patterns observed in practice.

A conventional menu redesign process takes weeks. Committee meetings. Culinary workshops. Costing sessions. Ownership presentations. The thoroughness is usually justified — a menu change in a private club or luxury resort carries real operational and reputational stakes. But the time required is significant. And in most operations, that time is the bottleneck.

What I want to show you here is a different kind of process. Not a replacement for the conventional one. A compression of the thinking that precedes it. Using AI as the primary analytical partner, a full menu architecture analysis and redesign proposal can be completed in forty-eight hours. Here is what that actually looks like.

The starting point

The scenario: a mid-sized private club dining operation. Forty-six items across lunch and dinner. Three dining venues with almost no shared ingredients. Food cost consistently over budget. Turnover higher than the operation wanted. The menu had grown over four years without a formal architectural review.

First prompt: structural analysis. Identify every orphan ingredient. Map ingredient overlap across all three venues. Flag the ten items with the lowest revenue contribution relative to production complexity. Output: two minutes. The analysis identified twenty-three orphan ingredients — significantly more than the culinary director had estimated — and flagged eleven items for review, of which seven were in the bottom quartile for both revenue and ingredient efficiency.

The AI didn’t tell me anything that wasn’t already in the data. It told me in two minutes what would have taken two days to surface manually. That compression changes what is possible in a week.

The redesign process

Second prompt: given the orphan ingredient list and the low-performing item flags, suggest a revised menu architecture that reduces item count by twenty percent, eliminates or consolidates the highest-risk orphan ingredients, and maintains the culinary identity of the operation as described. Output: a proposed menu framework showing which items to retain, which to remove, and which to redesign around shared ingredients.

Third prompt: cost modeling. Project the theoretical food cost impact of the proposed changes — reduction in orphan ingredient carrying costs, improvement in ordering volumes for retained core ingredients, estimated waste reduction based on improved ingredient utilization. Output: a directional analysis that moved the ownership conversation from “we think this will help” to “here is the range of improvement we are designing toward and why.”

What forty-eight hours produced

A complete menu architecture proposal: a revised item list, a consolidated ingredient structure, a cascade design for the three highest-cost proteins, and a phased implementation sequence ready for presentation to the culinary team and the ownership group. Not a final document. A starting point of a quality that would normally have required two weeks to produce.

The culinary director reviewed the proposal, made adjustments based on their knowledge of the specific membership, and added the layers of culinary judgment that only an experienced operator can provide. What AI produced was the analytical foundation. What the culinary director produced was the finished thinking. Together, in forty-eight hours, they had something the conventional process would have taken a month to reach.

That is what AI does, used correctly. It does not replace the people who know the kitchen. It gives them more to work from, faster. And in an operation where time is the most constrained resource, faster matters enormously.

Ask yourself: If you could compress the analysis phase of your next menu decision from two weeks to forty-eight hours, what would you do with the time you recovered?

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