Check weekly payroll against your own benchmarks with an AI checklist, and pressure-test a lease
Reid Schilling, chef/owner of Cowbell Seafood & Oyster in Washington, D.C., speaking on a James Beard Foundation webinar
Every week he uploads payroll summaries to an AI tool with clear instructions to check them against defined benchmarks, plus a checklist of specific items to verify, so abnormalities get flagged. During a lease negotiation he uses AI as a partner to compare the pitfalls it sees with the ones he sees. The recap doesn't name the AI tool.
ChatGPT Free $0; Go $8/mo; Plus $20/mo · Claude $17/mo billed annually ($20 monthly); free plan available
Easy · or we do it from $149/mo
ChatGPT, Claude
The problem
Reviewing payroll and sales reports line by line is slow, and independent owners often have no board or advisor to help with big decisions like a lease negotiation.
What happened
"I can compare the pitfalls it sees with the pitfalls I think I see. That can wind up saving you big time in the long term," he says. The James Beard Foundation recap suggests adding your tip model and other benchmarks to catch errors before they hit your bottom line. No savings figure is given.
Quoted in the source: Reid Schilling, chef/owner, Cowbell Seafood & Oyster. Source: James Beard Foundation: 10 Tips on How to Use AI Tools in the Restaurant Business (JBF Impact Team) (2026-07-10) · Added 2026-10-16.
How to set it up yourself
- What Cowbell does: Reid Schilling uploads weekly payroll summaries to an AI tool with instructions to check them against his benchmarks and a checklist of items to verify, and uses AI as a sounding board on a lease. The tool isn't named.
- Write your benchmarks down first: labor % of sales, overtime limits, tip pool rules, pay rates by role. In ChatGPT select New project in the sidebar (or + New Project in Claude) and paste the prompt below as the project instructions.
- Each week, export the payroll summary from your payroll provider, remove Social Security numbers and bank details, and upload it to a new chat in the project. Check every flag against the original report before payroll is approved.
- For a lease, paste the clauses and the landlord's position into a separate chat and ask for the risks and questions you should raise. Have a lawyer review the lease before you sign; AI fills in blanks and can be wrong.
Copy-paste prompt
Check this weekly payroll summary for {RESTAURANT NAME} against these benchmarks: {BENCHMARKS, e.g. labor under 32% of sales, no one over 40 hours without approval, tip pool split per our tip model}. Go through this checklist: {CHECKLIST ITEMS}. List every line that breaks a rule, with the employee role, the number and the rule. Don't change any figures; if data is missing, say so.One short email a day: 3 new AI use cases from real small businesses, each with its source and setup steps, plus a Tool of the Day. Free, no spam, unsubscribe anytime.
Tools used
ChatGPT
General AI assistant for writing, research, brainstorming and analysis.
From Free $0; Go $8/mo; Plus $20/mo; Pro $100/mo (checked 2026-10-14)
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Claude
AI assistant for writing, long documents, analysis and coding help.
From $17/mo billed annually ($20 monthly) (checked 2026-10-15)
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Checked prices: ChatGPT: from Free $0; Go $8/mo; Plus $20/mo; Pro $100/mo (verified 2026-10-14) · Claude: from $17/mo billed annually ($20 monthly) (verified 2026-10-15)
Rather not do it yourself?
We'll set this up in your tools, in your voice, tested. $149/mo with setup included (6-month minimum), or $497 pay-once. Satisfaction guarantee: we'll fix it until it works. Pay-once setups: or we refund your setup fee. $149/mo plan: cancel in the first 30 days and we refund your first month. Terms. We reply within 1 business day.
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