Financial analysis · adoption-ready estimate

Roster - Smart Scheduling for Hourly Teams

If an entrepreneur "adopted" this product today, here's the realistic math.

Fermi summary

Sign 150 restaurants at $65/month and you have $117k ARR - but Homebase is free, 7shifts raised $105M, and restaurants fold at 60%/year, so the honest expected value after investment is negative in year one.

Market size (TAM)

$350.0M

~500k US restaurant and retail SMB locations with 5+ hourly employees × $58/month average scheduling software spend × 12

Year-1 ARR range

$28k - $385k

midpoint $114k

Gross margin

80%

Investment to production

$34k

Dev: $15k for state-by-state labor law engine, mobile PWA, billing hardening. Integrations: $9k for Toast/Square/Lightspeed POS connectors (

Probability of success

12%

P(reaching mid case in 12 months)

Expected take-home Y1

$-24000

probability-weighted, after investment

Go-to-market motion

Cold email to restaurant managers via Google Maps + Chamber lists → free 30-day trial → convert at $65/month per location, targeting 8 closes/month by month 7.

Key risks

Homebase offers a fully functional free tier for single-location teams - the exact buyer this product targets can get 80% of the value for $0, making paid conversion conversations brutal
Restaurant failure rate is ~60% in year 1 and ~80% in year 5, meaning your customer base churns not because they leave you but because they go out of business - CAC recovery math breaks down fast
Predictive scheduling laws (Fair Work Week, NYC, Chicago, Oregon, etc.) are jurisdiction-specific, actively changing, and if your compliance engine gets one wrong you're liable - building this correctly is a recurring engineering tax, not a one-time feature

Generated by the Wishdeal Factory financial-analysis agent. Numbers are honest Fermi estimates, not guarantees. Real outcomes depend on the operator. The studio is bullish on the engineering quality, agnostic on the business outcome.