ClearCOGS vs Lineup.ai
ClearCOGS is AI demand-forecasting software for restaurants that reads sales data from the POS and sends daily plans for food prep, ordering and labour. Lineup.ai is restaurant software that forecasts sales, labour and menu items with machine learning and can turn the forecast into a staff schedule. Both are listed under Demand Forecasting. The main differences are in price, audience and integrations.
Key differences
price
On price, ClearCOGS at USD 50 per location per month; Lineup.ai at $79 (currency not stated) per location per month. These figures are not directly comparable because the currency or billing basis is not the same.
audience
Audience differs between the profiles. Listed by one product alone: ClearCOGS: Toast restaurants wanting self-serve forecasts; Lineup.ai: Multi-location quick-service and fast-casual restaurants.
integrations
On integrations, ClearCOGS names 4 integrations and Lineup.ai names 14 integrations. 3 partners appear in every list.
company background
ClearCOGS is based in Chicago, United States and Lineup.ai in Lubbock, United States.
Side by side
| Field | ClearCOGS | Lineup.ai |
|---|---|---|
| What it is | ClearCOGS is AI demand-forecasting software for restaurants that reads sales data from the POS and sends daily plans for food prep, ordering and labour. | Lineup.ai is restaurant software that forecasts sales, labour and menu items with machine learning and can turn the forecast into a staff schedule. |
| Best for | Toast restaurants wanting self-serve forecasts; Brands and franchise systems; Quick-service, bakery and barbecue operators; Venues and institutions | Multi-location quick-service and fast-casual restaurants; Franchises and regional restaurant groups; Cafes and coffee shops |
| Pricing model | Subscription per location (self-serve Toast tier); enterprise quoted | Subscription per location |
| Starting price | USD 50 per location per month | $79 (currency not stated) per location per month |
| Free plan | Yes | Not published |
| Free trial | Not published | Yes |
| Contract | Not published | Monthly or annual commitment |
| Platforms | Web | Web |
| Countries | United States | United States |
| Languages | Not published | Not published |
| Number of integrations | 4 | 14 |
| Certifications | Not published | Not published |
| Security practices | Not published | Not published |
| Founded | Not published | 2020 |
| Headquarters | Chicago, United States | Lubbock, United States |
| Owner | Not published | TimeForge (added Lineup.ai to its product suite, announced 6 August 2024) |
| Last reviewed | 29 September 2026 | 29 September 2026 |
Integrations
Named by both
- PAR Brink
- Square
- Toast
Named only by ClearCOGS
- Fresh KDS
Named only by Lineup.ai
- 7shifts
- Clover
- Heartland
- Olo
- Omnivore
- OpenTable
- Snowflake
- Tock
- Tripleseat
- UKG
- Upserve
Which to choose
ClearCOGS
Choose ClearCOGS if your business matches one of the audiences it is listed for: Toast restaurants wanting self-serve forecasts; Brands and franchise systems; Quick-service, bakery and barbecue operators.
Our profile lists a weaker fit: Restaurants on POS systems other than Toast may need a sales conversation: the vendor says its self-serve product launched with Toast and is only beginning to reach other POS systems.
Lineup.ai
Choose Lineup.ai if you fit its listed audience: Multi-location quick-service and fast-casual restaurants; Franchises and regional restaurant groups; Cafes and coffee shops.
What we could not confirm
ClearCOGS
- Pricing for non-Toast and enterprise customers, contract term and free trial
- Founding year, legal entity name and employee count
- Full list of supported POS systems beyond Toast, Square and PAR Brink
- Security certifications
- Countries served and interface languages
- Vendor performance claims (waste and labour reductions) are marketing figures and were not independently checked
Lineup.ai
- Whether Lineup.ai is still sold to new customers or is being merged into TimeForge products
- Contract renewal terms
- Funding and team size
- Mobile app platforms (iOS or Android)
- Security certifications, languages and countries outside the US
Sources
Facts on this page come from the pages below. Prices and features change, so confirm with each vendor before you buy.
ClearCOGS, reviewed 29 September 2026
- Homepagehttps://www.clearcogs.com
- Toast tier, pricing, FAQhttps://www.clearcogs.com/toast/
- Square integrationhttps://www.clearcogs.com/square/
- PAR Brink integrationhttps://www.clearcogs.com/par-brink/
- Food prep forecastinghttps://www.clearcogs.com/prep/
- Labour forecastinghttps://www.clearcogs.com/labor/
- Enterprise positioninghttps://www.clearcogs.com/enterprise/
- Foundershttps://www.clearcogs.com/about/
- Seed round and Chicago datelinehttps://www.clearcogs.com/blog/clearcogs-raises-seed-round/
- Customer nameshttps://www.clearcogs.com/case-studies/
- Support contacthttps://www.clearcogs.com/contact-us/
- Vendor product descriptionhttps://www.clearcogs.com/llms.txt
Lineup.ai, reviewed 29 September 2026
- Homepagehttps://www.lineup.ai
- Pricing and FAQhttps://www.lineup.ai/pricing/
- FAQhttps://www.lineup.ai/faqs/
- Integrationshttps://www.lineup.ai/integrations/
- Who it serveshttps://www.lineup.ai/about-us/
- How it workshttps://www.lineup.ai/how-it-works/
- Customershttps://www.lineup.ai/customers/
- TimeForge announcement, founding yearhttps://timeforge.com/press-releases/timeforge-adds-lineup-ai-to-its-platform-of-ai-powered-forecasting-and-labor-solutions-for-restaurants/

