▸case-01 I need a weekly schedule for my neighborhood bistro for next week. We operate 7 AM to 10 PM daily, with heavy lunch (11:30 AM - 2 PM) and dinner (6 PM - 9 PM) rushes. Here is my team: Marco (Head Cook, $22/hr, unavailable Tue), Elena (Line Cook, $18/hr), David (Server, $15/hr, max 30 hrs/wk), Sarah (Server, $15/hr, unavailable Thu night), and Leo (Busser/Support, $14/hr, minor - max 20 hrs/wk). Projected revenue is $12,000 and my target labor cost is 25%. Please generate a complete plan that includes: 1) a breakdown of required headcount by shift period based on expected demand, 2) a person-by-person schedule across the week showing shift times, role, station, and weekly hour totals, 3) a labor cost calculation against our 25% target with recommendations on where to adjust, and 4) an audit section highlighting any potential guardrail risks like overtime, short rest periods between shifts, or availability conflicts. | fail→fail | 39,998 | 60,723 | +52% | 1 | 1 | 0% | 8,444 | 8,977 | +6% | 0 | 0 | — |
▸case-02 We run a downtown coffee shop open daily from 6:00 AM to 6:00 PM, with our biggest rushes between 7:30-10:00 AM and 2:00-4:00 PM. Our team consists of 2 lead baristas ($19/hr), 3 regular baristas ($16/hr), and 1 support team member ($14/hr, high school minor). Expected revenue next week is $14,000, and our labor spend target is 22%. Time-off requests: Maya (Lead Barista) is off Wednesday. Please provide:
- A demand-driven headcount matrix across different time blocks of the day for each role.
- Detailed roster per worker showing assigned shift hours, roles, and total weekly hours worked.
- A labor budget analysis evaluating total wage cost against our 22% target, detailing any gap and trimming/adding suggestions.
- A list flagging schedule issues like clopenings, overtime risks, minor hourly limits, or time-off conflicts. | fail→fail | 56,915 | 50,914 | -11% | 1 | 1 | 0% | 8,414 | 8,947 | +6% | 0 | 0 | — |
▸case-03 Can you build next week's schedule for our fast-casual pizzeria? We're open 11 AM to 11 PM Monday through Sunday, with major demand spikes on Friday night and during Sunday football (6 PM - 10 PM). I have 3 cooks ($18/hr), 4 front-of-house servers ($15/hr), and 2 dishwasher/prep staff ($14/hr). Worker availability notes: Sam (Cook) can't work Friday evenings; Jordan (Server, minor) can only work up to 18 hours total and no late shifts. Revenue forecast is $18,000 with a labor cost cap of $4,500.
Please deliver:
1. A coverage matrix matching shift periods and demand intensity to staff counts for cooks, servers, and support.
2. A complete weekly employee schedule detailing individual shift start/end times, positions, and total weekly hours for each person.
3. A financial summary showing total projected payroll cost as a percentage of revenue versus our cap, including guidance on where to trim or add labor.
4. An alert section identifying any schedule compliance flags, such as close-to-open shifts without proper rest, overtime warnings, or availability violations. | fail→fail | 46,140 | 53,502 | +16% | 1 | 1 | 0% | 8,452 | 8,985 | +6% | 0 | 0 | — |
▸case-04 Our restaurant employs 10 non-exempt team members in California. I need to calculate the federal and state tax withholdings for this bi-weekly payroll cycle given their W-4 elections and gross pay. Please calculate the standard tax withholdings, net pay distribution, and employer payroll tax liabilities. | pass→pass | 19,687 | 28,440 | +44% | 1 | 1 | 0% | 2,721 | 4,170 | +53% | 0 | 0 | — |
▸case-05 At our sports bar, we collect total shift tips daily and distribute them among front-of-house staff according to a point system (Servers get 1.0 point, Bussers 0.5 points, Bartenders 1.2 points). Yesterday's total tip pool was $1,450 across 8 shifts. Please calculate the exact tip payout per employee based on their points worked. | pass→pass | 17,696 | 14,736 | -17% | 1 | 1 | 0% | 1,878 | 2,290 | +22% | 0 | 0 | — |
▸case-06 We are conducting annual performance reviews for our retail line staff. Please evaluate these employee self-assessment forms against our 5-core-competency rubric (Customer Focus, Teamwork, Punctuality, Quality of Work, Adaptability) and generate numerical ratings and constructive feedback for each employee. | fail→fail | 12,452 | 13,497 | +8% | 1 | 1 | 0% | 1,178 | 1,835 | +56% | 0 | 0 | — |
▸case-07 I run an artisanal bakery open 6 AM to 4 PM daily. We get 70% of our daily foot traffic between 6:30 AM and 9:30 AM. My staff includes 2 Bakers ($20/hr) and 3 Counter Associates ($15/hr). A flat 2-person counter schedule all day seems easiest. Please build next week's schedule with a weekly revenue forecast of $10,000 and target labor budget of 24%, showing coverage by day-part, employee schedules, labor cost check, and guardrails. | fail→fail | 57,240 | 46,937 | -18% | 1 | 1 | 0% | 8,313 | 8,846 | +6% | 0 | 0 | — |
▸case-08 Create a weekly shift schedule for our steakhouse open Wed-Sun 5 PM - 11 PM (kitchen closes at 10 PM, closing cleanup finishes at 12 AM) plus Sunday brunch 9 AM - 2 PM. Team: Chef Mark ($25/hr), Sous Chef Anna ($20/hr, needs Sat night off), Servers Tom and Lisa ($14/hr). Target labor spend is 26% of $15,000 expected revenue. Be careful with scheduling the Saturday close into Sunday morning. | pass→pass | 51,747 | 44,352 | -14% | 1 | 1 | 0% | 7,382 | 7,727 | +5% | 0 | 0 | — |
▸case-09 Schedule our retail boutique staff for next week. Hours: Mon-Sat 10 AM - 8 PM, Sun 12 PM - 6 PM. Roster: Manager Claire ($22/hr), Associate Jim ($16/hr), and High School Student Leo ($13/hr, minor - legally capped at 15 total hours during school weeks and no shifts after 7 PM). Expected sales: $8,000. Labor target: 20%. Provide the complete schedule structure. | pass→fail | 58,767 | 40,243 | -32% | 1 | 1 | 0% | 8,296 | 8,829 | +6% | 0 | 0 | — |
▸case-10 Build a weekly schedule for our taco truck operating Mon-Fri 11 AM to 9 PM. We have 2 cooks ($18/hr) and 2 window operators ($15/hr). I haven't tracked hourly sales breakdown, but we operate in a financial district business park. Revenue target is $7,000, labor target is 22%. Time off: Window operator Maya is unavailable Mon morning. | pass→pass | 53,736 | 50,262 | -6% | 1 | 1 | 0% | 7,796 | 8,616 | +11% | 0 | 0 | — |
▸case-11 Generate a schedule for our 24-hour diner's weekend shifts (Fri 10 PM to Sun 10 PM). Team: 4 full-time servers ($15/hr) who all want roughly equal weekend hours (around 16-20 hrs each). Target labor budget is $2,200 on $8,000 projected weekend revenue. Peak hours are Fri/Sat 11 PM - 3 AM (post-bar) and Sat/Sun 9 AM - 1 PM (breakfast). | fail→pass | 46,992 | 43,104 | -8% | 1 | 1 | 0% | 8,303 | 7,565 | -9% | 0 | 0 | — |
▸case-12 We need a weekly schedule for our craft brewery taproom open Tue-Sun 3 PM - 11 PM (Fri/Sat open until 12 AM). Team: Head Bartender Ray ($20/hr), Bartenders Beth and Carl ($16/hr), Support Staff Sam ($14/hr). Ray wants up to 35 hours to avoid overtime. Target labor cap: 25% of $12,000 projected revenue. Ray requested Thursday off. | pass→pass | 32,706 | 35,101 | +7% | 1 | 1 | 0% | 5,700 | 6,912 | +21% | 0 | 0 | — |
▸case-13 Build next week's schedule for our fitness center open Mon-Fri 5 AM - 10 PM. Peak workout hours are 5:30 AM - 8:30 AM and 5:00 PM - 8:00 PM. Team: 3 Front Desk Staff ($15/hr), 2 Maintenance ($16/hr). I want to trim front desk to 1 person all day to keep labor super cheap. Revenue is $9,000, labor target 18%. | fail→fail | 30,314 | 51,030 | +68% | 1 | 1 | 0% | 4,070 | 5,619 | +38% | 0 | 0 | — |
▸case-14 Schedule staff for our boardwalk ice cream shop for next week (Mon-Sun 12 PM - 10 PM). Forecast indicates a heatwave on Sat/Sun with double normal traffic. Team: 4 Scoopers ($14/hr), 1 Shift Lead ($18/hr). Scooper Jake cannot work Sunday. Projected revenue: $15,000 ($6,000 of it on Sat-Sun). Labor target: 20%. | pass→fail | 59,185 | 45,292 | -23% | 1 | 1 | 0% | 8,287 | 8,820 | +6% | 0 | 0 | — |
▸case-15 Generate a weekly schedule for our catering kitchen (Mon-Fri 7 AM - 5 PM). Heavy prep needed Mon/Wed 7 AM - 11 AM and event execution Fri 11 AM - 8 PM. Staff: Chef Dan ($24/hr), Prep Cook Rosa ($17/hr, max 30 hrs/wk), Prep Cook Tim ($17/hr). Revenue forecast: $14,000, labor cap: 22%. Rosa requested Friday off. | pass→fail | 48,268 | 51,625 | +7% | 1 | 1 | 0% | 6,813 | 8,828 | +30% | 0 | 0 | — |
▸case-16 Schedule our indie bookstore cafe for next week (Mon-Sat 8 AM - 7 PM, Sun 10 AM - 5 PM). Staff: 2 Barista-Clerks ($16/hr), 1 Cafe Lead ($20/hr). Revenue forecast is $6,000, target labor is 25%. We have no historical hourly foot traffic data. Lead Alex is off Monday. | pass→fail | 47,537 | 50,038 | +5% | 1 | 1 | 0% | 8,277 | 8,810 | +6% | 0 | 0 | — |
▸case-17 Please schedule our pet grooming salon for next week (Tue-Sat 8 AM - 6 PM). Team: 2 Senior Groomers ($22/hr), 2 Junior Groomers ($17/hr), 1 Receptionist ($15/hr). Groomer Nina is unavailable Wednesday afternoon (after 1 PM). Expected revenue: $8,500, labor spend target: 28%. | fail→fail | 47,423 | 47,297 | -0% | 1 | 1 | 0% | 7,718 | 8,808 | +14% | 0 | 0 | — |
▸case-18 Build a weekly schedule for our sushi bar open Tue-Sun 4 PM - 11 PM. Staff: 2 Chefs ($26/hr), 2 Line Cooks ($19/hr), 3 Servers ($14/hr). Expected revenue is $16,000 with a strict labor target of 22%. Initial draft shifts yield $4,200 in labor cost. Show me how to trim labor to hit the target. | fail→fail | 37,575 | 54,112 | +44% | 1 | 1 | 0% | 6,819 | 8,818 | +29% | 0 | 0 | — |
▸case-19 Construct next week's schedule for our express car wash open Mon-Sun 8 AM - 7 PM. Roster: Supervisor Marcus ($21/hr), 4 Technicians ($15/hr). Saturday and Sunday account for 60% of volume (peak 10 AM - 3 PM). Supervisor Marcus is off Tuesday. Forecasted revenue is $11,000, labor cap is 20%. | fail→fail | 47,616 | 44,760 | -6% | 1 | 1 | 0% | 8,280 | 8,813 | +6% | 0 | 0 | — |
▸case-20 Build a weekly schedule for our escape room venue open Wed-Fri 4 PM - 11 PM, Sat-Sun 11 AM - 11 PM. Team: 2 Game Masters ($16/hr), 1 Lead ($19/hr), 1 Support Tech ($14/hr, minor - max 16 hrs/wk, no work past 9 PM on school nights Wed/Thu). Revenue forecast $7,500, labor budget target 24%. | fail→fail | 46,157 | 44,881 | -3% | 1 | 1 | 0% | 8,294 | 8,827 | +6% | 0 | 0 | — |
▸case-21 Schedule staff for our pawn shop open Mon-Sat 9 AM - 6 PM. Roster: Manager Dave ($24/hr), Valuer Sam ($20/hr), Clerk Tina ($15/hr). Sam requested Saturday off. Peak customer visits occur Mon morning and Sat all day. Revenue forecast is $9,000, target labor budget is 21%. | fail→pass | 41,891 | 38,426 | -8% | 1 | 1 | 0% | 5,971 | 7,519 | +26% | 0 | 0 | — |
▸case-22 Build next week's schedule for our bowling center open Mon-Thu 3 PM - 11 PM, Fri 3 PM - 1 AM, Sat 11 AM - 1 AM, Sun 11 AM - 10 PM. Team: Desk Attendant Roy ($16/hr), Desk Attendant Sue ($16/hr), Mechanic Ben ($22/hr), Support Dan ($14/hr). Roy wants to avoid working Friday night close followed by Saturday morning open. Revenue forecast: $14,000, labor target: 23%. | fail→pass | 30,946 | 43,791 | +42% | 1 | 1 | 0% | 6,394 | 8,573 | +34% | 0 | 0 | — |