Lineup.ai
AI-driven sales, labor and menu-item forecasting plus automated scheduling for restaurants.
By Lineup.ai · 4.3/5 Value-Position score (estimate)
Positioning guardrails
Best for
- Multi-location quick-service and fast-casual restaurant groups that need hourly, daily and weekly sales forecasts.
- Franchise and chain operators that want consistent forecasting, scheduling and labor targets across every location.
- Restaurant groups with POS or warehouse sales data (Toast, Square, Brink, Clover, Snowflake) that manage labor cost as a percentage of sales.
- Operators who want an employee mobile app for availability, shift swaps and schedule notifications.
Ideal size: Multi-location ops teams (5-500+) people · Multi-location operator with POS data and labor-cost targets
Not for
- Businesses outside food service, such as retail, hotels or manufacturers.
- Operators who cannot or will not supply historical POS or sales data.
- Teams looking for a complete HR, payroll or accounting suite rather than forecasting and scheduling.
Value metrics scorecard
Time-to-Value
2-4 weeks after POS connection
~30 days to first production value
Total Cost of Ownership
$8,046/yr
Starts at $853 · Per location, per month: $79 Forecasts Only and $149 Forecasts + Scheduling; 10% discount on an annual commitment; unlimited users.
Implementation Friction
2/5
Engineering + admin effort required
Value-Position score
out of 5 · model estimate
Full cost breakdown
Mandatory implementation fee
None
Seat tiers
Unlimited users and employees per location; no seat minimum; add locations as you grow.
Add-on costs
- None
Company & support
Who is behind Lineup.ai, and how your team gets help once it is live.
Market position
Where Lineup.ai sits against its closest alternatives. Pick any two of cost, speed, friction and buyer score, and up to 9 companies to compare.
Quadrant view
Typical annual cost × Time-to-value
The lines cross at the median of the solutions shown, so about half sit on each side of each line. A dashed ring marks an outlier pinned to the edge; hover for its value.
Companies on the chart 6 / 10
- Lineup.ai
- UrbanPiper
- HungerRush
- Otter
- TouchBistro
- 7shifts
Add or change companies
Up to 10 companies including Lineup.ai. Listed closest first.
Stack fit signal
Compatibility with standard B2B ecosystems.
No supported MCP path today, so it cannot be driven from an AI client.
AI & MCP readiness
What Lineup.ai ships in AI, and what it asks of your ecosystem.
AI features shipped
The product's forecasting is machine-learning driven: each location gets its own prediction model built from historical sales plus external demand signals. No model provider, bring-your-own-key option, AI audit log or AI governance feature is documented on the pages reviewed.
Your data & models
- Trains on your data
- Not recorded — ask the vendor
- Runs on
- Not recorded
- AI pricing
- Included in the plan
In your ecosystem
- AI connection
- Not supported
- Model key
- Not recorded
- AI usage audit
- Not recorded
Compliance attestations
* IAPP AIGP certifies individuals, not products. It means named staff hold the credential — not that the platform does.
Bottom line
Lineup.ai is AI/machine-learning forecasting software for restaurants. It turns POS sales history plus external signals such as weather, events and holidays into hourly, daily and weekly sales, labor and menu-item forecasts, then uses them to automate scheduling. Pricing is per location per month: $79 for forecasting only and $149 for forecasting plus scheduling, with unlimited users and a 10% annual discount. Multi-location fast-casual, QSR and franchise groups use it to keep labor cost in line with sales.
Frequently asked questions
How much does Lineup.ai cost?
Pricing is per location, per month: $79 for the Forecasts Only plan and $149 for Forecasts + Scheduling, both including unlimited users and employees. Committing annually takes 10% off. No implementation fee is published.
How quickly can a restaurant group go live?
Lineup.ai is built around click-to-connect POS and data integrations (Toast, Brink POS, Square, Clover, Heartland, Upserve, Omnivore, Snowflake and others) and offers a risk-free trial. The vendor does not publish a standard implementation timeline or fee, so plan on a short data-connection phase before forecasts are production-grade.
Do we have to use Lineup.ai's scheduling module?
No. Lineup.ai's own FAQ states that you do not need to use the built-in scheduling features to access and benefit from the sales forecasts, so forecasting can be bought on its own at the lower plan price.
What data feeds the forecasts?
Historical sales and demand-intelligence data aggregated by machine learning. Every location has its own prediction model, and external inputs include weather, events, traffic and holidays.
Is Lineup.ai a fit for a non-restaurant business?
No. Sales forecasting, labor targets, menu-item forecasting and shift scheduling are all designed around restaurant operations, from cafes and local groups to QSR and franchise chains. Companies outside food service should look at general-purpose forecasting tools instead.