AI Revenue Intelligence   
 


   1525%   - ,  -   :  ,  ,   OTA,  .   15   hospitality, -CIO        :  USALI,  RMS  AI-,  , 12-  .        ,     PMS  -  50 .     .





AI Revenue Intelligence   



 



  , 2026



ISBN 978-5-0070-5105-7

     Ridero




   



   AI    - ,  -   ,              AI-.








Hotel Value Leakage Model    ,       

    .       ,    .          .







    15        

   ,     - .

- ,  . - ,   . - OTA,   . - ,  , , ,  .

  .     .

     hospitality         CIO                ,       :

Decision latency     1224  ,  .

Data fragmentation          .

Channel dependency      ,   OTA.

Human overload     ,      20 .

    1525%  GOPPAR.  - ,   . - ,       ,        .

AI        . AI    ,      .  ,      .

        AI  .        AI    .

      20262027   -   .         .  .

      .




 


  2025          Trip_com Group    Technology Game Changers: Future Trends in Travel & Tourism.    ITB Berlin.    94%  travel-  AI mission-critical      .

: WTTC ? Trip_com Group, Technology Game Changers: Future Trends in Travel & Tourism, 5  2025.  8     .

     2026-  NYU School of Professional Studies   Boston Consulting Group   AI-First Hotels: Faster to Build, Leaner to Operate, and Richer in Customer Experience.     10% hospitality-       future built,    cutting-edge AI-      . 25%   AI-scaling.  65%  .

: NYU SPS Jonathan M. Tisch Center of Hospitality + Boston Consulting Group, AI-First Hotels: Faster to Build, Leaner to Operate, and Richer in Customer Experience, 2  2026. Lead author Tom McCaleb (BCG)..

    .  ,    AI-First       .        - .

        .   ,         .          tech-,  ,    .            .   2026           -     17%.            17%.   ,     .

: , 5  2026,          -    2%.    Interfax,  2026.




     


   .      CIO     (20152022).     hospitality-tech     ,  ,   , SPA, -.   ,          ,   .      .

       ,     hospitality-tech: Raviorate (AI Revenue Advisor   ), Keiront (    USALI), Hostyki (    ).      , , MENA  APAC.

       .           ,   ,     .  .     .      .             ,              .

       

             30200 .   :

Hotel Value Leakage Model   ,    .              .

          AI-     .

    , ,  .

    , , , , .      ,   .

      .     -,    ,           .

   :

     .   . ,       ,   .

  .        PMS  RMS    .       ,        .

,  AI    .       ,  AI  ,   ,    ,     .




   


      .

    ,     AI      .   .  ?  I () ?  II () ?    .    .       .

    GM  revenue manager          .  III (AI  ) ?  IV () ?  VI ().  I  II      .

      ,   hospitality-   .  45 (USALI  ) ?  11 (   ) ?  19 (12- ).       .

     -,      Hotel Value Leakage Model   .      ,      .

 .




 1

 1.   








 . Revenue manager  .    Booking, Ostrovok,  .    Excel.  .   .


 2024      HITEC  .           .         ,   ,  ,       hospitality. , ,    ,   .

 : ,   ,     AI.     .    .    .  ,                 .            revenue management .

      ,   ,     . Revenue manager          .  .    Booking, Ostrovok   .    Excel.      :       Excel-,  ,   ,  .  .    .

    .  .     .        60   ,   .   Booking,     ,   .  , .   .    .   .  .     ,      .

          ?    -   .          ?             -  . .  .   .




 


    .  revenue manager    120   .                ,  40%  . 40%  120    48   ,  576   .     .   .   .

:         .            ,  ,  ,  revenue manager   .                .

    .      .

    .  revenue manager     ,     .         ,  ,          .    Booking  .         .   .

BCG   AI-First Hotels ( 2026-)    .    latency   revenue-.          ,       37% RevPAR      .

: BCG ? NYU SPS, AI-First Hotels: Faster to Build, Leaner to Operate, and Richer in Customer Experience, 2  2026.   commercial AI- transformations.

:   37%         BCG     .         A/B  (       ,    real-time RMS).       4.

:     

   100    RevPAR 200    65%.      4,75  .  revenue manager              0,51%     .      2448     (  , 812 ,    4  5070 ).

   -     .         100250       .

:   ,  .          revenue management,  ,  ,  .    ,  speed    ,     .




  


    .         600      ,    ,      .             .  ,     ,  ,        .

      RMS-  .             .

     Decision Latency

  Hotel Value Leakage Model.       Decision Latency.   ,  .   revenue management       .

      .         .            . Maintenance-   ,      ,      .        .  ,       ,   .

      37% RevPAR      .         10%  .

AI-,   Decision Latency     .   real-time     .   AI-,       (    )    .

    RMS  AI-      .            -.




   


               .

     decision latency.   revenue manager       .   ,    ?   ?   ?         .

        revenue manager.    20            .        .

      RMS-.        .           ,      .

 .




 2



 2.   ,   








 60%      OTA,    .    .

 2022  Booking   .            ,         .    Booking   6580%  -   .

: CNews,  2026,     .  2022  Booking + Airbnb  6580%  -     .

  Booking      . Ostrovok .           -.     Tinkoff Travel ( T-Banking Travel), MTS Travel, -2.0, .

  2026       -.        Booking    .    .            .




 2026:  


  2026            17%.          : Azimut Hotels, Cosmos Hotel Group,  , Alean Collection, Accor,  , ,  .         50  ,           .

: , 5  2026,          -    2%. :    ().

  2026-      .   ,    .    17%.  ,                            2025-.    .    .

: Interfax,  2026; Profi.Travel,  2026.          .   17%   .

    .    .             .

                 100 ?     .   .     .

     2026 

       . , , , . .   60%      OTA,        .

      .

      .    .    .    .

       .      email   .             .           .       .      ,       .

  ,     OTA.  ,   OTA    ,       .  .




   


BCG   AI-First Hotels          2024 .    (digital direct)  262  . OTA  266  .   .

: BCG ? NYU SPS, AI-First Hotels, 2  2026.   commercial transformations.    STR + Skift Research 2025.

  .    OTA    .     .   .

 ,  ,       -    .           OTA.         .    ,        .

  ,  ,      ,   80%   OTA    .

Channel Dependency   

  Hotel Value Leakage Model.        Channel Dependency.    1525% ,     OTA.         .

   .

   ,    , 1325%   .        1517%    -  .        100     1517   .

       .    OTA, , .       (, , ).                ,    .           ,  .

    .       .    SPA, , ,  .     .  OTA          .      .             - .

 :    

AI-,   Channel Dependency            AI-.

 .       WhatsApp, Telegram, MAX, VK    .   Booking customer support.    . .     AI-    .      .    .      pre-arrival .   .    .           ,          .

     OTA.      .    ,     2      .




   


         .

    channel-.       .    OTA?        channel dependency.     .

  ,        .   booking engine? WhatsApp Business?   Telegram?  email-?   .            .

              .     2026            booking engine,   MAX (),  Telegram ().     .  .  .

    ,   .




 3

 3. AI-First Hotel:  








AI        . AI    .       20262027,     .


       .      . Channel dependency  .     ,     ,    .       .

         -  . PMS   . Channel manager  . CRM,    . POS   . SPA  .   .   .       Excel-   .          - .      .    .

    .    2026-.   AI ,       .             .




  


  2026  Boston Consulting Group   NYU School of Professional Studies   AI-First Hotels: Faster to Build, Leaner to Operate, and Richer in Customer Experience. ,   ,        .

 .  BCG Build for the Future 2025 Global Study ( 1250   )  10% hospitality-    future built     cutting-edge AI-      . 25%   AI-scaling     AI-,    . 8%  AI-future built   .  65%  .

: BCG ? NYU SPS, AI-First Hotels: Faster to Build, Leaner to Operate, and Richer in Customer Experience, 2  2026. Lead author Tom McCaleb (BCG managing director).    BCG Build for the Future 2025 Global Study (n=1250 , n=12 hospitality firms, n=59 travel/tourism overall).

   .     .         .   .

  ,  BCG    AI-scaling  AI-first.

Ritz-Carlton San Francisco  AI-  housekeeping schedules  check-out patterns         20%. IHG    predictive housekeeping models. AI-  food waste   hotel groups   50%  food waste   . Hilton Connie  Marriott Botlr  AI-,        .  -   53%     20212022 ; 70%    .

: BCG Executive Perspectives March 2026 Building an AI-First Hotel Company,  BCG    2  2026.      BCG   : AHLA, Skift, Hospitality Net.

  .     .   262   digital direct  266  OTA   2:   .       .

   . 65%       staffing shortages  2025 .     11,2%   .         .           .     ,     .

:    BCG ? NYU SPS.   staffing  American Hotel & Lodging Association (AHLA).

  AI-First Hotel

  AI-First Hotel   ,    AI-   .  ,      AI   .

 .  .     2007           .    mobile-friendly.      mobile-first      ,      .       .    mobile-friendly    mobile-first   .

 AI    .  AI-friendly      AI-   . RMS    PMS, AI-      ,      .  ,    .

 AI-First    AI      .      data fabric. AI      ,    .           .

Hotel Value Leakage Model    

      .              .








 3.1. Hotel Value Leakage Model     

    Decision Latency.   ,  .    37% RevPAR  .       revenue management.           ,    ,       .

    Data Fragmentation.         ,   .    1015% upsell-    AI-    .      II    USALI.

    Channel Dependency. 6080%      OTA.      ,     ,     .    1525% .        IV.

    Human Overload.   ,     . 3040%       20   .     V  .

    .    1525%  GOPPAR.  - ,   . -  .

:  37%, 1015%, 1525%, 3040%          (BCG, WTTC, HotelTechReport)    50+  .             -  .            4.

      

   .      hospitality-  .

   , :

        30200 .    .

 -  CFO   ,    .

   ,   hospitality-         AI.

   hospitality-tech       .

    , :

        .       .   BCG       .

    -   .             .     .

         .    .    ,     .

        

 .       hospitality-tech: Raviorate, Keiront, Hostyki.       .    conflict of interest.

  ,   .

           .           .

  ,      ,         ,    .  RMS-  Raviorate  Duetto, IDeaS, Atomize, RoomPriceGenie.    Hostyki       LMS-.

      PMS  CRM-,      .      .    ,    .

        ,      .      ,    Raviorate,   ,     ,      .     ,    .




   


      .

      .      :      BCG   . Future built (cutting-edge AI). AI-scaling (    ). AI-aware (, ). Behind ().          AI-aware  Behind.    .

       .            .     .             .

   .        .         .  ,       .   .

    .




 4



 4. USALI: ,    








      P&L  USALI        ,     .

            .       .       .

 ,    .      SPA.         .        .     .   , ,      .    .

     .     .  SPA  .  ,      .     .      Data Fragmentation.    ,   .




  USALI


USALI  Uniform System of Accounts for the Lodging Industry.    .   1926         ,         -,      .          .

    ,  Hospitality Financial and Technology Professionals (HFTP)  2014 .             , all-inclusive packages, ESG-, FTE , sustainability reporting.

: HFTP, Uniform System of Accounts for the Lodging Industry, 12th Edition, 2014.  de facto     hospitality-.   HFTP.     .

USALI   .

     operating departments. Rooms, Food and Beverage, Spa, Telecommunications, Other Operated Departments.     P&L   ,   ,   .        SPA   .

     (  )     (administrative, sales/marketing, property maintenance, utilities).       P&L.           .

    ,    . ADR, RevPAR, GOP, GOPPAR, EBITDA     .            .




 P&L  USALI


   USALI    .

  Total Revenue.    .

 Departmental Expenses (   )   Departmental Profit.               .

 Undistributed Operating Expenses (administrative, sales/marketing, IT, maintenance, utilities)   Gross Operating Profit  GOP.         , , .   ,     .

 Management Fees, Property Tax, Insurance   EBITDA.   ,     . EBITDA ?  =    .

 Depreciation, Interest, Taxes   Net Income.  ,     .

         .    ,    .

GOPPAR vs RevPAR    2026 

   hospitality     ADR (  )  RevPAR (   ).    ,   .    .

    GOPPAR (Gross Operating Profit Per Available Room).  GOP       .           .

  RevPAR  GOPPAR    .    RevPAR   GOPPAR   ,    ,    .    RevPAR   GOPPAR   ,    ,   .

    GOPPAR,   RevPAR. RevPAR         GOPPAR              .

         GOPPAR       .    ,   .     ,   .

  ,    USALI

  USALI   -        .         .

     .         .  USALI         USALI-    .     ,   .

    .         .      - ,   .

    .       P&L  USALI.      1,      Power BI  1,    .

  :           .                .        .        .      .     USALI      .    .




   


    USALI   .

      P&L  .       SPA?   ?    Rooms-?               .

     .       USALI-    .    -     .         USALI,     .

       .           .  USALI      .

 .




 5

 5.  : ADR, RevPAR, GOPPAR








      ,    .    Excel.


      GOPPAR     .        ,       ,    -         .




  .


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