Lineup.ai
AI-powered sales, labor, and menu-item forecasting and automated scheduling for restaurants.
By Lineup.ai · 4.0/5 verified-buyer score
Positioning guardrails
Best for
- Multi-location restaurant groups needing hourly, daily, and weekly sales forecasts
- Fast casual, quick-service, and franchise chains managing labor cost percentages
- Cafes and coffee shops wanting automated, demand-driven shift scheduling
- Operators with POS or Snowflake data who want forecasting without heavy IT work
Ideal size: 50–1,000 employees people · Multi-location restaurant group with POS data and labor-cost targets
Not for
- Non-restaurant businesses; forecasting models and integrations are foodservice-specific
- Single-site operators with no POS or structured sales data to feed the models
- Buyers who need payroll, HR, and ERP from the same vendor
Value metrics scorecard
Time-to-Value
2–4 weeks
~30 days to first production value
Total Cost of Ownership
$1,788/yr
Starts at $948 · Per location, per month: $79 (Forecasts Only) or $149 (Forecasts + Scheduling); 10% off with an annual commitment
Implementation Friction
2/5
Engineering + admin effort required
Buyer Score
out of 5 · verified buyers
Full cost breakdown
Mandatory implementation fee
None
Seat tiers
Unlimited users and employees; no minimum number of locations
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 relative to every other solution in the database. Toggle axes to compare on cost, speed, friction, or buyer score.
Quadrant view
Typical annual cost × Time-to-value
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
Sources describe machine-learning sales, labor, and menu-item forecasting with a separate prediction model per location, using historical sales plus demand signals such as weather, events, traffic, and holidays. No vendor statement on customer-supplied model keys or per-action AI logging was found.
In your ecosystem
- AI connection
- Not supported
- Model key
- Not recorded
- AI usage audit
- Not recorded
Industry verdicts
How Lineup.ai speaks to each vertical it serves — same data, sector lens.
Restaurants & Food ServiceThinner margins demand tighter control.
Best for in Restaurants & Food Service
- Multi-location restaurant groups needing hourly, daily, and weekly sales forecasts
- Fast casual, quick-service, and franchise chains managing labor cost percentages
- Cafes and coffee shops wanting automated, demand-driven shift scheduling
- Operators with POS or Snowflake data who want forecasting without heavy IT work
Not for
- Non-restaurant businesses; forecasting models and integrations are foodservice-specific
- Single-site operators with no POS or structured sales data to feed the models
- Buyers who need payroll, HR, and ERP from the same vendor
Lineup.ai is purpose-built for foodservice: cafes and coffee shops, fast casual, quick-service, local and regional groups, and franchise or chain operators. A shared forecasting and scheduling workflow lets multiple locations run the same process, compare performance, and hold managers to labor targets, and the vendor claims forecasts run about 35% more accurate than traditional methods. Evidence of value is strongest for multi-site operators with clean POS data; one customer, Carrot Express, reports roughly 300 basis points of payroll reduction across 17 restaurants. Single-site operators gain less from cross-location consistency, and non-restaurant businesses are out of scope.
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 a restaurant forecasting and scheduling platform. Machine learning predicts location-level sales, labor, and menu-item demand from POS data plus signals like weather, events, traffic, and holidays, producing hourly, daily, and weekly forecasts that feed a schedule builder or partner tools such as 7shifts. Pricing is per location per month, with a 'Forecasts Only' plan and a 'Forecasts + Scheduling' plan. Integrations include Toast, Square, Clover, Brink POS, Snowflake, Omnivore, OpenTable, and UKG.
Frequently asked questions
How is Lineup.ai priced?
Pricing is per location, per month. The entry 'Forecasts Only' plan is $79 per location/month and the 'Forecasts + Scheduling' plan is $149 per location/month, with a 10% discount on an annual commitment. Both plans include unlimited users and employees and item-level forecasting, and you can start with as many locations as you like and add more later.
How accurate are the forecasts?
The vendor states its AI-powered forecasting is about 35% more accurate than traditional forecasting methods, and that each location gets its own prediction model. One named customer, Cabo Bob's, reports the sales forecast landing within 2% or 3% of actual sales after a few months of monitoring.
Which POS and data systems does Lineup.ai integrate with?
The integrations page lists 14 integrations, including point-of-sale systems Toast, Brink POS, Square, Clover, Heartland, Upserve and Omnivore, data platforms Snowflake and Olo, reservation tools OpenTable, Tock and Tripleseat, and workforce systems 7shifts and UKG. The vendor also says it will work with you to integrate other systems.
Do we need to use Lineup.ai scheduling to get the forecasts?
No. The pricing FAQ states you do not need to use the built-in scheduling features to access and benefit from the sales forecasts, so a location can run forecasting on its own and keep its existing scheduling process.
Is there a trial if the forecasts do not work for us?
Yes. The vendor states it offers a risk-free trial period and will prove how accurate its sales forecasts are or refund the full trial period.