5-Out vs ClearCOGS vs Lineup.ai vs PreciTaste

5-Out is AI forecasting software for restaurants. 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. PreciTaste is kitchen management software that forecasts demand per item and turns the forecast into prep lists, hourly production plans and supplier orders for the crew. All four are listed under Demand Forecasting. The main differences are in price, audience and platforms.

Key differences

  • price

    Starting prices: ClearCOGS at USD 50 per location per month; Lineup.ai at $79 (currency not stated) per location per month. The currency or billing basis differs, so they are not directly comparable. 5-Out and PreciTaste do not publish a starting price.

  • audience

    Not every audience is shared. Entries that only one product lists: 5-Out: Quick-service and fast casual operators; ClearCOGS: Toast restaurants wanting self-serve forecasts; Lineup.ai: Multi-location quick-service and fast-casual restaurants; PreciTaste: Fast-casual and quick-service chains.

  • platforms

    Platform support differs. 5-Out: Web; ClearCOGS: Web; Lineup.ai: Web; PreciTaste: Web, iOS, Android.

  • integrations

    5-Out names 15 integrations, ClearCOGS names 4 integrations, Lineup.ai names 14 integrations and PreciTaste names 3 integrations. 1 partner appears in every list.

Side by side

5-Out vs ClearCOGS vs Lineup.ai vs PreciTaste: side-by-side comparison from published vendor information
Field5-OutClearCOGSLineup.aiPreciTaste
What it is5-Out is AI forecasting software for restaurants.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.PreciTaste is kitchen management software that forecasts demand per item and turns the forecast into prep lists, hourly production plans and supplier orders for the crew.
Best forQuick-service and fast casual operators; Franchise groups; Single sites and multi-unit operatorsToast restaurants wanting self-serve forecasts; Brands and franchise systems; Quick-service, bakery and barbecue operators; Venues and institutionsMulti-location quick-service and fast-casual restaurants; Franchises and regional restaurant groups; Cafes and coffee shopsFast-casual and quick-service chains; Donut and coffee shop franchisees; In-store bakeries and grocery hot bars
Pricing modelQuote onlySubscription per location (self-serve Toast tier); enterprise quotedSubscription per locationQuote only
Starting priceNot publishedUSD 50 per location per month$79 (currency not stated) per location per monthNot published
Free planNot publishedYesNot publishedNot published
Free trialNot publishedNot publishedYesNot published
ContractNot publishedNot publishedMonthly or annual commitmentNot published
PlatformsWebWebWebWeb, iOS, Android
CountriesNot publishedUnited StatesUnited StatesNot published
LanguagesNot publishedNot publishedNot publishedNot published
Number of integrations154143
CertificationsNot publishedNot publishedNot publishedGDPR
Security practicesNot publishedNot publishedNot publishedNot published
FoundedNot publishedNot published20202013
HeadquartersNot publishedChicago, United StatesLubbock, United StatesNew York, United States
OwnerNot publishedNot publishedTimeForge (added Lineup.ai to its product suite, announced 6 August 2024)Not published
Last reviewed29 September 202629 September 202629 September 202629 September 2026

Integrations

Named by all four

  • Toast

Named only by 5-Out

  • Craftable
  • Harri
  • MarginEdge
  • MarketMan
  • Aloha
  • Micros
  • Restaurant365
  • SevenRooms
  • Simphony
  • xtraCHEF

Named only by ClearCOGS

  • Fresh KDS

Named only by Lineup.ai

  • Clover
  • Heartland
  • Olo
  • Omnivore
  • OpenTable
  • Snowflake
  • Tock
  • UKG
  • Upserve

Named only by PreciTaste

  • Convotherm (ConvoSense)
  • PAR Technology

Which to choose

5-Out

Choose 5-Out if your business matches one of the audiences it is listed for: Quick-service and fast casual operators; Franchise groups; Single sites and multi-unit operators.

ClearCOGS

Choose ClearCOGS if you are in one of these groups: Toast restaurants wanting self-serve forecasts; Brands and franchise systems; Quick-service, bakery and barbecue operators.

Less suited to: 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.

PreciTaste

Choose PreciTaste if you are in one of these groups: Fast-casual and quick-service chains; Donut and coffee shop franchisees; In-store bakeries and grocery hot bars.

What we could not confirm

5-Out

  • Any price or plan detail (the pricing page shows none in its text)
  • Contract term
  • Headquarters, founding year, team size and funding (the vendor shows logos without names)
  • Countries, interface languages and security certifications
  • Whether there are iOS or Android apps
  • Vendor performance figures (COGS and labour improvements) are unaudited claims and are not used here

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

PreciTaste

  • Any price or plan
  • Contract terms
  • Legal entity name
  • Funding
  • Employee count
  • Countries served
  • Interface languages
  • Security certifications

Go further

5-Out profileClearCOGS profileLineup.ai profilePreciTaste profile

Other comparisons with these products

Sources

Facts on this page come from the pages below. Prices and features change, so confirm with each vendor before you buy.

5-Out, reviewed 29 September 2026

  1. Homepage: positioninghttps://www.5out.io
  2. Product modules and onboardinghttps://www.5out.io/solutions
  3. Forecast method, features, target customershttps://www.5out.io/faq
  4. Integration partnershttps://www.5out.io/partners
  5. Customer storieshttps://www.5out.io/customers
  6. Founders and originhttps://www.5out.io/about
  7. Pricing pagehttps://www.5out.io/pricing

PreciTaste, reviewed 29 September 2026

  1. Homepage and module listhttps://precitaste.com/
  2. FAQ: modules, POS, hardware, offices, founding, customershttps://precitaste.com/faq/
  3. Prep modulehttps://precitaste.com/daily-prep-management/
  4. Forecast module and customer quotehttps://precitaste.com/demand-forecasting/
  5. Company and leadershiphttps://precitaste.com/about/
  6. Partner page and GDPR statementhttps://precitaste.com/partners/
  7. iOS app listinghttps://apps.apple.com/us/app/precitaste-restaurant-ai/id6753580238
  8. Google Play listinghttps://play.google.com/store/apps/details?id=com.precitaste.tasteos