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White Paper: “Breaking down silos: towards an integrated commercial organisation in the hotel and tourism industry” - Revenue Generation Hub

  • Writer: Guillaume
    Guillaume
  • Oct 9
  • 20 min read

Updated: Oct 10

Revenue Generation Hub
  1. Introduction: The end of silos in the hotel industry

    • Context of change (digitalisation, AI, new distribution models, customer changes)

    • Diagnosis of historical silos (sales, marketing, revenue, distribution)

    • The challenges of integration: performance, customer experience, profitability


  2. Towards an integrated organisation: principles and governance

    • The Revenue Generation Hub organisational model

    • Cross-functional governance: joint management, shared objectives

    • Data culture and cross-functional collaboration

    • Redefined roles and responsibilities


  3. Best business practices in an integrated model

    • Sales: consultative approach, account management, data-driven prospecting

    • Marketing: omnichannel strategy, content, branding, CRM and automation

    • Revenue Management: pricing strategy, dynamic forecasting, contribution to overall strategy

    • Distribution: OTA/direct arbitrage, metasearch, connectivity, technological tools

    • CRM & loyalty: personalisation, lifetime value, customer data


  4. Technologies, AI and automation: drivers of convergence

    • The modern hotel technology ecosystem (PMS, CRS, CRM, RMS, BI, etc.)

    • Generative and predictive AI in sales and marketing

    • Automation, productivity and augmented experience

    • Skills management and change management


  5. Conclusion: Roadmap for transformation towards a revenue generation hub

    • Practical steps for auditing and implementation

    • Organisational maturity indicators

    • 5-year vision for the unified commercial role in the hotel industry



Chapitre 1

Part 1 — The end of silos in the hotel and tourism industry


1.1. A sector undergoing profound change


The hotel and tourism industry is currently undergoing a transformation on a scale comparable to that brought about by the advent of the internet in the 2000s. After two decades of digitalisation, a new set of disruptions is shaking up the way the industry operates:

  • Artificial intelligence and automation,

  • the widespread use of real-time data,

  • the rise of direct channels,

  • the reinvention of customer behaviour (autonomy, immediacy, personalisation),

  • and the hybridisation of business models (coliving, bleisure, local experiences, etc.).


In this context, the expanded commercial function — i.e. marketing, sales, revenue management, distribution and CRM — becomes the strategic core of hotel performance. However, in most organisations, these functions still operate in silos, a legacy of a time when channels were distinct, tools were poorly interconnected and skills were compartmentalised.


This fragmented organisation limits the ability of a hotel or group to optimise its overall revenue, to be consistent in its message across all customer touchpoints, and to adapt quickly to a constantly changing market.


1.2. The observation: silos inherited from a bygone era


Historically, sales, marketing and revenue management departments have developed sequentially and in an unintegrated manner:


  • Sales initially revolved around direct relationships, corporate segments, MICE, tour operators and agencies. It was based on a portfolio approach and human relationships, often with little digitalisation.

  • Marketing has long been confined to communication, advertising and press relations — its strategic role in generating revenue is still recent.

  • Revenue management emerged with the rise of dynamic pricing tools, often considered a centre for technical analysts rather than a strategic player in commercial policy.

  • Distribution, on the other hand, has digitised more quickly, but with a focus on arbitrage between channels, without always being aligned with brand strategy or profitability objectives.

  • Finally, CRM and loyalty programmes have long been under-exploited, perceived as a back-office function rather than an active lever for performance and personalisation.


Result :


  • Sometimes conflicting objectives (volume vs. margin, visibility vs. profitability, occupancy vs. average revenue).

  • Non-shared databases.

  • Siloed decision-making processes.

  • Inconsistent customer experience across channels.


1.3.The impact of silos on performance


The impacts of this compartmentalised organisation are numerous and profound:


  1. Sub-optimisation of overall income

    Revenue management can optimise prices, but if marketing does not support the right segments or if sales neglect certain distribution levers, performance will remain limited. The challenge is no longer just to ‘sell more’, but to sell better, at the right time and at the right acquisition cost.


  2. Loss of agility

    In a market where demand signals change within hours, decisions must be synchronised. A siloed model creates slow response times and prevents a coordinated response to market fluctuations, events, or competition.


  3. Inconsistency in the customer message

    Customers do not distinguish between internal departments: they perceive a single brand. However, they often receive different messages depending on the channel (price, tone, offers). This undermines the consistency of the promise and trust.


  4. Operational overload

    Each department manages its own tools, reports and dashboards. The time spent consolidating information reduces the time available for analysis and decision-making.


  5. Demotivation and loss of meaning

    Teams operate within narrow boundaries without visibility on the overall impact of their work. Successes are not always shared, and tensions between departments build up.


1.4. A new imperative: aligning functions around the customer and overall revenue


Industry leaders (large groups, integrated chains, multi-hotel clusters) have gradually come to understand the need to align their business lines around a single objective: maximising overall revenue and customer satisfaction.

This involves creating integrated structures often referred to as ‘Commercial Engines’, ‘Revenue Generation Hubs’ or ‘Commercial Performance Offices’, bringing together the following functions under a single management structure:


  • Sales (B2B, B2C, MICE)

  • Marketing & digital communication

  • Revenue management & pricing

  • Distribution and e-commerce

  • CRM, loyalty and data analytics


This model does not seek to eliminate specialisations, but rather to streamline collaboration and share data, objectives and decisions.


1.5. The new drivers of change


Several structural trends are now accelerating the end of silos:


  1. The explosion of data and connected tools

    PMS, CRS, RMS, CRM and BI tools now provide an integrated view of customers and performance. The technical boundaries between business lines are disappearing. The challenge is no longer about accessing data, but about leveraging it together.


  2. AI and automation

    Generative artificial intelligence (such as ChatGPT) and predictive artificial intelligence (machine learning for demand, segmentation, price recommendations) are revolutionising practices. Sales and marketing functions are becoming augmented: they rely on algorithms to analyse, personalise and predict. This requires cross-functional teams capable of talking about ‘revenue’, “brand” and ‘technology’ at the same time.


  3. The omnichannel and conscious customer

    Modern customers move seamlessly between digital and physical, leisure and work, websites and instant messaging. They want a smooth, personalised and consistent experience. However, this consistency can only exist if internal departments operate as a single system.


  4. New economic models

    Coliving, workations, long-term rentals, local experiences, direct distribution via social media... These models blur the lines between segments and require a rethink of commercial segmentation: less by channel, more by customer need.


  5. Pressure on profitability and control of acquisition costs

    With rising costs and continued dependence on certain OTAs, profitability is becoming a priority. This requires a consolidated view of customer acquisition costs, which only an integrated model can provide.


1.6. Towards a unified performance model


Transformation is not about artificially merging departments, but about creating a unified performance system based on:


  • Shared governance,

  • cross-functional processes,

  • integrated tools,

  • shared objectives,

  • and a collective culture of data and customer value.


This change is not just organisational: it is cultural. It involves shifting from a territorial mindset to one of continuous cooperation, where each business line contributes to the same equation: ‘What revenue, for which customer, at what cost and with what experience?’


1.7. The challenges for management


For leaders, this movement requires three key areas of focus:


  1. Rethink governance: clarify roles, create cross-functional steering committees, establish common KPIs.

  2. Reorganise teams: update job descriptions, create cross-functional hubs (data, performance, automation).

  3. Drive cultural change: develop hybrid skills, strengthen collaboration, align incentives and objectives.


1.8. Conclusion of Part 1


The days when marketing ‘created desire’, sales ‘signed contracts’ and revenue managers ‘optimised prices’ independently of each other are long gone. Modern sales performance is based on an integrated ecosystem, centred on data and the customer.

Breaking down silos does not mean eliminating expertise, but rather ensuring that different areas of expertise are in constant dialogue with each other, working towards a common goal: creating sustainable value for customers, teams and the company.



Part 2 — Towards an integrated organisation: principles and governance


équipe intégrée

2.1. From the hierarchical model to the integrated model


For a long time, sales and marketing departments in the hotel industry operated according to a vertical hierarchical structure:


  • a sales and marketing director (or sometimes two separate departments),

  • specialized departments: sales, communications, revenue management, e-commerce, CRM, etc.

    Each entity pursued its own objectives, with separate reporting and sometimes disconnected strategies.


The new paradigm is based on a horizontal and integrated organization, often referred to as a “Revenue Generation Hub” or “Commercial Engine,” where business lines operate as a network around a common goal:


Maximizing long-term overall revenue by optimizing customer value and channel profitability.


This model emphasizes cross-functionality and shared responsibility, while maintaining distinct areas of expertise.


2.2. The fundamentals of integrated sales management


Integrated management is based on four guiding principles:


  1. A unified view of revenue and performance

    Rather than tracking isolated indicators (occupancy rate, RevPAR, acquisition cost, email open rate, etc.), performance must be managed holistically, using a consolidated dashboard that includes:


    Total revenue by segment and channel

    Marginal contribution (after acquisition cost)

    Long-term customer value (Customer Lifetime Value)

    Profitability by channel and customer type

    Satisfaction and loyalty (NPS, repurchase rate)


    This systemic view changes everything: it allows for intelligent arbitration between commercial, marketing, and pricing actions, based on their overall impact on value.


  2. A culture of shared data

    Data becomes the glue that binds collaboration together. Each department contributes to a shared repository (customer data, revenue, booking behavior, campaign performance, post-stay feedback). Decisions are no longer based on intuition or hierarchy, but on consolidated and shared insights.

    This requires:

    technological interoperability (PMS, RMS, CRM, BI, channel manager, marketing automation tools); data governance (reliability, updating, ownership, use); and analytical democratization: making data readable and actionable for everyone.


  3. Shared objectives and KPIs


    All Revenue Hub roles must share convergent objectives:


    Common overall revenue KPIs (RevPAR + TRevPAR + GOPPAR);

    Acquisition cost KPIs (OTA/direct ratio, cost per lead, marketing ROI);

    Customer KPIs (satisfaction, loyalty, repurchase rate);

    Collective efficiency KPIs (decision speed, time to market, forecast quality).


    The key is that success is no longer individual or departmental, but collective.


  4. Cross-functional governance


    Instead of a pyramid model, we favor cross-functional committees and collaborative hubs, for example:


    Strategic committee: defines the vision, major objectives, and budgets.

    Performance committee: analyzes indicators and adjusts strategies.

    Customer committee: aligns communication, experience, and offerings.

    Thematic task forces: CRM projects, automation, AI, etc.


    These bodies must have real collective decision-making power.


2.3. The organizational model of the Revenue Generation Hub


  1. Overall diagram


    A typical model for integrated sales management within a hotel group or cluster could be as follows:


    Chief Commercial Officer (CCO)

    ├── Revenue Management & Distribution

    │   ├─ Pricing & Forecasting

    │   ├─ Channel Strategy

    │   └─ Business Intelligence & Data Analytics

    ├── Sales & Account Management

    │   ├─ Corporate & MICE

    │   ├─ Leisure & Tour Operators

    │   └─ Groups & Events

    ├── Marketing & Digital

    │   ├─ Brand & Content

    │   ├─ Performance Marketing (SEO, SEA, Social Ads)

    │   ├─ CRM & Marketing Automation

    │   └─ Communication & Public Relations

    └── Customer Experience & Loyalty

        ├─ Guest Journey Optimization

        ├─ Loyalty Programs

        └─ Feedback & Service Quality


    All these divisions operate under cross-functional management, with joint projects, a unified strategy, and consolidated reporting.


  2. The central role of the CCO (Chief Commercial Officer)


    The CCO becomes the guarantor of consistency and synergy between business lines. Their role is not merely hierarchical: they act as a conductor, aligning priorities, facilitating communication, and allocating resources according to the value generated. They must have an analytical, marketing, and business mindset, as well as a detailed understanding of technology.


2.4. Collaborative processes


An integrated organization only works if it is based on clear cross-functional processes:


  1. Annual planning process

    Each year, the business performance plan must be developed collectively:

    • Marketing defines the brand strategy and awareness drivers.

    • Revenue management establishes forecasts and pricing strategy.

    • Sales sets priorities for prospecting and account maintenance.

    • CRM plans loyalty initiatives.


    These plans are aligned from the outset to avoid contradictions (for example, promoting a segment without available capacity, or launching a campaign without consistent pricing).


  2. Weekly performance meetings


    Every week, an integrated performance review brings together the managers of each division. The goal is to cross-reference market information, demand, marketing actions, and sales results. This approach allows for immediate agility: adjusting prices, campaigns, sales priorities, and channels.


  3. Cross-functional projects


    Mixed teams (marketing, RM, IT, sales) work on specific projects: CRM overhaul, email automation, AI integration into forecasting, website redesign, etc. Each project becomes an opportunity for collaboration and cross-skills development.


2.5. Organizational culture: breaking down human silos


Transformation is not just a matter of organizational charts—it affects corporate culture.


  1. Promoting cooperation


    The success of a hotel is no longer measured by the performance of a single department, but by the collective ability to deliver a profitable experience. Managers must therefore:


    • reward collective results (cross-functional bonuses),

    • encourage transparency and information sharing,

    • recognize the contribution of other departments to success.


  2. Develop hybrid profiles

    New commercial professionals must be versatile:

    • A revenue manager who understands digital marketing,

    • a salesperson who is proficient in data and CRM,

    • a marketer who speaks the language of pricing.

    This means rethinking internal training and promoting mobility between functions.


  3. Establish collaborative spaces


    Face-to-face or virtual meetings, integrated messaging tools, shared dashboards, joint work sprints: the organization must encourage daily interactions.


2.6. Integrated management tools


To support this cross-functional approach, connected tools are needed. Some examples of best practices:


  • A single dashboard (often via Power BI or an in-house tool) combining revenue, marketing, sales, and CRM data.

  • A shared ticketing or pipeline system to track sales and marketing actions.

  • Automated workflows between CRM and PMS to follow up with customers, segment, and measure ROI.

  • Enriched customer data (via CDP or DMP) used by both marketing and revenue management.

The goal is to eliminate redundancies and enable a 360° view of the customer and performance.


2.7. Governance and reporting


  1. Governance

    • Quarterly strategy committee: approves strategic directions, budgets, and major projects.

    • Monthly performance committee: analyzes consolidated KPIs and decides on corrective actions.

    • Short daily meetings (10-15 min): rapid alignment of operational priorities.


  2. Reporting

    • Consolidated reporting based on shared KPIs.

    • Real-time visualization (BI).

    • Highlighting correlations between marketing actions, pricing, and sales (e.g., the effect of an SEA campaign on RevPAR).

    This governance promotes rapid and collective decision-making.


2.8. The role of senior management


The success of an integrated model depends on strong sponsorship from senior management. The CEO must:


  • favor cross-functional collaboration,

  • protect collaborative initiatives,

  • encourage shared accountability.


Without this support, silos tend to reform naturally, under the pressure of habits and historical objectives.


2.9. Conclusion of Part 2


The success of an integrated sales department depends on a delicate balance:

  • preserve the expertise of each profession,

  • but break down barriers in decision-making, data, and objectives.


The model of tomorrow is not a collection of departments, but a living, customer- and value-centric organization where technology connects talent.


The Revenue Generation Hub then becomes the strategic driver of hotel performance—agile, analytical, customer-focused, and sustainable.



Part 3 — Best business practices in an integrated model


modèle intégré

3.1. Rethinking the operating logic: from “service” to “flow”


A common mistake in hotel sales organizations is to continue thinking in terms of functional departments:


  • “Marketing sends leads to sales,”

  • “Revenue management sets prices and sales executes,”

  • “CRM manages the customer base once the sale is made.”


In an integrated model, this sequential logic is replaced by a continuous flow logic:

the customer enters, interacts, books, stays, returns—and each step feeds into the next.


Each function becomes an interdependent building block of the customer journey and the revenue journey.

To achieve this, the missions and interactions of each business line must be redefined.


3.2. The role of the sales representative in an integrated model


The role of the sales representative is undergoing profound change: it is no longer limited to selling, but is becoming one of relationship and value building.

  1. Data-driven and consultative approach

    The days of cold calling and mass follow-ups are over. Modern salespeople rely on behavioral and transactional data (CRM, PMS, BI) to:

    • target high-potential prospects,

    • personalize your sales pitch,

    • anticipate needs,

    • and adjust your actions according to the customer's actual profitability.


    The approach becomes consultative: he does not “sell” rooms, he supports the customer in achieving their goal (running a successful seminar, accommodating their teams, creating an experience).


  2. Collaboration with Revenue Management

    Sales representatives must work hand in hand with revenue managers:

    • Understand dynamic pricing strategies.

    • Offer flexible contracts (price barriers, dynamic clauses).

    • Provide revenue teams with field feedback on market signals (unconverted demand, customer expectations, competitive pressures).

    Revenue, for its part, must provide sales with opportunity tables: under-exploited segments, demand windows, profitability thresholds.


  3. Tools and automation


    Modern CRM tools (Salesforce, HubSpot, Revinate, etc.) enable:

    • prioritize leads,

    • automate certain follow-ups,

    • track prospect maturity,

    • analyze the ROI of each account.

    This means that sales representatives spend less time on data entry and more time on high value-added human interaction.


  4. Integrated sales KPIs

    • Revenue by segment/account

    • Lead-to-booking conversion rate

    • Customer value over 12 months

    • B2B acquisition cost

    • Contribution to overall RevPAR


3.3. Marketing: from storytelling to revenue generation


Hotel marketing has evolved from a communication-based approach to an omnichannel performance function.

  1. A unified strategy between brand and performance

    Marketing must balance two dimensions:

    • Branding: the promise, positioning, emotional identity.

    • Performance: conversion, ROI, campaign profitability.

    These two approaches are no longer mutually exclusive: a strong brand facilitates conversion, and performance data informs content strategy.


  2. Collaboration with other divisions

    • With revenue management: align campaigns with demand windows and tailor promotions to pricing strategies.

    • With sales: produce personalized materials, develop sales pitches, and qualify leads digitally.

    • With CRM: reactivate dormant customers, segment databases, and automate campaigns.


  3. The importance of marketing data

    Thanks to analytics and marketing automation tools, marketing becomes a source of strategic insight:

    • traffic and revenue sources,

    • search behavior,

    • channel performance,

    • contribution of content to conversion.


  4. Integrated marketing KPIs

    • Overall ROI by channel (SEO, SEA, social, display)

    • Customer acquisition cost (CAC)

    • Website/campaign conversion rate

    • CRM engagement rate

    • Contribution to direct revenue


  5. Concrete example

    An SEA campaign can be calibrated not only according to the volume of clicks, but also according to net revenue per channel. Marketing and revenue management work together to adjust budgets according to the most profitable segments.


3.4. Revenue Management: From Price Optimization to Value Strategy


The revenue manager is no longer an isolated technician, but a strategist for overall performance.

  1. A Total Revenue-oriented approach

    The goal is no longer just to optimize the room rate, but the overall revenue per guest:

    • Accommodation + F&B + upselling + extras

    • Acquisition cost + length of stay + loyalty

    • Profitability per channel

    This approach requires working closely with marketing and CRM to understand how customers book, consume, and return.


  2. Artificial intelligence at the service of RM

    Next-generation RMS systems (IDeaS, Duetto, Atomize, Pace, etc.) leverage AI to:

    • forecast demand,

    • automatically adjust prices,

    • recommend strategies by segment.

    The RM becomes an analytical conductor, capable of explaining and translating this data into operational decisions.


  3. Collaboration with sales and marketing

    • With sales: set dynamic pricing structures in contracts.

    • With marketing: target promotions during periods of low demand.

    • With CRM: identify high-potential customers for reactivation campaigns.


  4. Integrated revenue management KPIs

    • RevPAR / TRevPAR

    • GOPPAR (Gross Operating Profit per Available Room)

    • Forecast accuracy

    • Net RevPAR (after distribution costs)

    • Contribution by channel and segment


3.5. Distribution: a technological and strategic pivot point


Distribution is no longer just a channel management function—it is at the heart of business strategy.

  1. From channel management to mix management

    It is no longer a question of choosing between OTAs and direct sales, but rather of managing the optimal distribution mix according to:

    • seasonality,

    • demand,

    • acquisition cost,

    • and net profitability.


  2. Collaboration with revenue and marketing

    • Revenue defines the pricing strategy and channel hierarchy.

    • Marketing drives the direct channel (SEO, metasearch, CRM).

    • Distribution ensures price consistency, visibility and connectivity (GDS, OTA, website, channel manager).


  3. The importance of smart rate parity

    The objective is no longer strict parity, but perceived parity: the customer must always perceive the direct site as the most advantageous in terms of value (benefits, flexibility, services).


  4. Integrated distribution KPIs

    • OTA/Direct ratio

    • Net acquisition cost per channel

    • Revenue per channel/net margin

    • Direct website conversion rate

    • Content quality and visibility


3.6. CRM and customer loyalty: data at the heart of strategy


CRM is no longer just an emailing tool, but the central nervous system of customer knowledge.

  1. Unify customer data

    The CRM must aggregate all sources: PMS, website, social media, feedback, loyalty programme, points of sale. The aim is to obtain a 360° view of the customer, accessible to all departments.


  2. Automation and customisation

    CRM campaigns should be:

    • automated based on behaviour (booking, stay, feedback),

    • personalised according to customer value,

    • integrated with revenue and marketing actions (e.g. re-engaging customers in a segment under pricing pressure).


  3. Loyalty as a revenue driver

    Loyalty programmes should no longer be based solely on points, but on recognition and experience:

    • exclusive direct benefits,

    • personalised content,

    • tailored offers based on history and value.


  4. Integrated CRM KPIs

    • Customer Lifetime Value (CLV)

    • Repurchase/retention rate

    • Revenue per loyal segment

    • CRM engagement rate

    • Contribution of campaigns to overall revenue


3.7. Points of convergence: the interaction matrix


Here is a simplified example of a collaboration matrix:

Area

Commercial

Marketing

Revenue

Distribution

CRM

Main Objectif

Generate B2B/B2C revenue

Attract and convert

Optimize pricing

Maximize profitability

Loyalty and personalisation

Shared data points

Pipeline clients, segments

Traffic, campaigns

Forecasts, segments

Channels, performances

Profils, behaviour

Collaboration

Feedback from the field

Alignment offers

Ajustement price

Strategy, mix

Targeted reactivation

Tools

CRM

BI / CDP

RMS

Channel Manager

CRM / Marketing Automation

Shared KPI

RevPAR / CAC

ROI / Rev Direct

GOPPAR

Mix Net

CLV


3.8. In summary: towards a culture of collective performance


Sales, marketing, revenue and CRM functions are no longer separate entities, but links in the same cycle:

  1. Marketing attracts.

  2. Revenue manages value and demand.

  3. Sales converts.

  4. CRM builds loyalty and reactivates.

  5. Data feeds the whole process.


Success is based on one simple rule:

Every action must be considered in terms of its overall impact on the customer and on net income.

3.9. Conclusion of Part 3


Best practices in integrated management do not involve merging everything together, but rather carefully coordinating each function around data, customers and value. Modern tools enable this synergy, but it is above all a question of culture and methodology.

Sales becomes a strategic partner, marketing a generator of measurable value, revenue a global driver, distribution a lever for efficiency, and CRM a connector of experience.



Part 4 — Technologies, AI and automation: drivers of convergence


Technologies, IA et automatisation

4.1. The modern technology ecosystem


To operate effectively in an integrated model, a sales and marketing department must rely on a coherent technological ecosystem that centralizes data, automates tasks, and facilitates decision-making.


  1. The essential building blocks

    1. PMS (Property Management System)

      • The operational heart of the hotel.

      • Manages reservations, check-in/out, rooms, billing, and customer history.

      • Examples: Mews, Clock, Apaleo, Opera, Misterbooking, RoomRaccoon.

    2. CRS (Central Reservation System)

      • Aggregates reservations across multiple hotels or properties.

      • Enables centralized control of availability and rates.

    3. RMS (Revenue Management System)

      • Optimizes pricing and availability in real time.

      • Integrates demand forecasts and dynamic pricing algorithms.

    4. CRM (Customer Relationship Management)

      • Centralizes all customer interactions.

      • Enables segmentation, personalization, and automation of campaigns.

    5. Channel Manager & Distribution Tools

      • Synchronization of rates and availability on OTAs, GDSs, direct websites, and metasearch engines.

      • Ensures rate consistency and multichannel visibility.

    6. BI / Analytics / Data Lake

      • Consolidates data from PMS, RMS, CRM, digital marketing, and sales.

      • Provides insights for strategic and operational management.

    7. Marketing Automation

      • Automation of email campaigns, push notifications, remarketing.

      • Detailed segmentation based on customer behavior and value.


  2. Integration and interoperability

    The key is that all these systems are connected and interoperable.

    • CRM data feeds into the RMS to adjust prices according to customer value.

    • Marketing campaign results inform commercial strategy and revenue management.

    • Sales information (B2B and B2C) adjusts distribution and availability in real time.


4.2. Artificial intelligence: from predictive to generative


AI is now a key lever for optimising revenue, communication and customer experience.
  1. Predictive AI

    • Forecasting: predicting demand by segment, channel, season and event.

    • Dynamic pricing: automatically adjusting prices according to demand and competition.

    • Behavioural segmentation: identifying the most profitable customers or those most likely to churn.


  2. Generative AI

    • Personalised content: emails, push notifications, chatbots, website recommendations.

    • Sales scenarios: personalised pricing proposals for groups or events.

    • Automatic analysis of customer feedback: extraction of insights from reviews and social media.


  3. Collaboration between humans and AI

    AI enhances human decisions:

    • Revenue managers can test scenarios quickly.

    • Marketers can create personalised campaigns on a large scale.

    • Sales representatives can prepare proposals tailored to customer preferences and history.


AI is not a replacement, but a performance multiplier.


4.3. Process automation


Automation is the bridge between technology and cross-functionality.


  1. Concrete examples:

    1. CRM email automation: follow-up after booking, pre-stay upsell, post-stay thank you.

    2. Automatic rate adjustment: RMS ↔ Channel Manager integration.

    3. Dynamic segmentation: customer segments are automatically updated based on their behaviour.

    4. Automated reports: consolidated dashboards for CCO, revenue and marketing.


  2. Benefits :

    • Reduction in repetitive tasks.

    • Time saved for analysis and decision-making.

    • Consistency in cross-functional actions.


4.4. Organising teams around technology


The adoption of AI and automation requires a realignment of teams.


  1. New competences

    • Data literacy : Every manager must understand and utilise data.

    • AI & automation literacy: knowing how to use predictive and generative tools.

    • Cross-functional soft skills: communication, collaboration and agile project management.


  2. Hybrid roles

    • Revenue manager + data analyst

    • Commercial + CRM specialist

    • Marketing + automation & BI expert


This hybridisation breaks down silos and streamlines the flow of information.


4.5. The enhanced customer experience


Integrated technology is also transforming the customer experience:

  1. Personalisation: tailored recommendations and offers based on history, preferences and behaviour.

  2. Seamless multi-channel interaction: email, website, app, telephone, chatbot.

  3. Optimised stay: intelligent upselling, quick check-in/out, additional services offered at the right time.

  4. Real-time feedback: immediate adaptation to reported needs and issues.


    The customer enjoys a consistent and memorable experience, regardless of the function or channel.


4.6. Technology governance


For these technologies to be effective, clear governance is required:


  • Chief Technology Officer (CTO) or Digital Officer integrated into the commercial hub.

  • Data and technology committee bringing together marketing, revenue, sales and IT.

  • Technological KPIs: system uptime, data quality, reporting speed, tool adoption.

  • Pilot projects: testing AI and automation on pilot segments or hotels before global deployment.


4.7. AI, automation and cross-functional best practices


Here are the key areas of convergence:

Key areas

Best practices

Data

Centralize, clean up, segment, share

Decision

Algorithms + human judgement, unified dashboards

Process

Automate repetitive worflows, synchronize PMS/CRM/RMS

Collaboration

hybrid teams, regular meetings, commun workflow

Performance

 consolidated KPI, ROI multichannels, Customer Lifetime Value

These practices ensure that technology does not become yet another silo, but rather a catalyst for integrated performance.


4.8. Conclusion of Part 4


Technology and AI are not optional extras; they are the glue that breaks down silos and enables an integrated business model in the hospitality industry.

  • Connected tools make data accessible and usable for all functions.

  • AI and automation increase the efficiency and accuracy of decisions.

  • The organisation must adapt to create hybrid, agile teams capable of working towards common goals.

Technological transformation is therefore a key driver of overall performance and customer satisfaction, but it must be accompanied by a collaborative culture and clear governance.



Part 5 — Conclusion and roadmap for transformation into a revenue generation hub


Transformation

5.1. Summary of the guide


Throughout the previous four sections, we have demonstrated that:


  1. Historical silos are a major obstacle to performance: marketing, sales, revenue management, distribution and CRM must stop operating in isolation.

  2. An integrated organisation focused on the customer and overall revenue is essential to respond to technological and behavioural changes in the market.

  3. Best practices are based on:

    • hybrid and collaborative teams,

    • cross-functional and aligned processes,

    • consolidated KPIs focused on overall performance,

    • intelligent use of data and AI.

  4. Technology, AI and automation are not gadgets: they are the catalyst that connects businesses, increases productivity and personalises the customer experience.


The ideal model is that of a ‘Revenue Generation Hub’, where each business unit retains its expertise but collaborates on a daily basis to achieve common, measurable and shared objectives.


5.2. Key steps for transforming the organisation


The implementation of such a transformation can follow a pragmatic 5-step roadmap:


  • Step 1 : Diagnostic and audit

    • Map the current organisation: departments, roles, processes and tools.

    • Identify silos, duplications and inefficiencies.

    • Assess technological maturity and data quality.

    • Measure current performance using consolidated KPIs (RevPAR, CLV, marketing ROI, etc.).

    Deliverables: mapping, SWOT analysis, list of critical gaps.


  • Step 2 : Define the vision and the governance

    • Formulate a unified vision focused on the customer and overall revenue.

    • Create a target organisational model (Revenue Generation Hub).

    • Define roles, responsibilities and cross-functional committees.

    • Align senior management and the CCO with objectives and KPIs.

    Deliverables: target organisational chart, governance charters, shared KPIs.


  • Step 3 : Reorganisation and skills development

    • Create hybrid teams: sales + CRM, marketing + BI, revenue + data analyst.

    • Define cross-functional processes (annual planning, weekly reviews, collaborative projects).

    • Train teams in new skills: data literacy, AI, automation, customer value analysis.

    • Establish a collaborative culture with incentives aligned with collective performance.

    Deliverables: updated job descriptions, training plan, collective incentive plan.


  • Step 4: Technological implementation and automation

    • Integrate PMS, RMS, CRM, Channel Manager and BI tools into an interconnected ecosystem.

    • Deploy predictive and generative AI for forecasting, pricing and personalised marketing.

    • Automate repetitive workflows: CRM follow-ups, reporting, dynamic pricing.

    • Ensure data quality and governance.

    Deliverables: technological architecture, integration plan, data quality procedures.


  • Step 5: Management, monitoring and continuous improvement

    • Set up a consolidated dashboard bringing together all functions: revenue, sales, marketing, distribution, CRM.

    • Define a regular management cycle: daily/weekly/monthly reporting.

    • Analyse discrepancies, adjust processes, optimise the sales and marketing mix.

    • Promote a culture of continuous improvement with feedback and pilot projects.

    Deliverables: dynamic dashboards, review processes, continuous improvement roadmap.


5.3. Organisational maturity indicators


To measure progress towards an integrated organisation, the following indicators can be used:

Key areas

maturity indicators

Organisation

Existence of cross-functional committees and hybrid roles

Process

Integration of planning, sales, marketing and revenue

Data

Centralised and reliable customer data

Technology

Interconnected and automated ecosystem

Culture

Shared KPIs and collective incentives

Performance

Optimised overall revenue, marketing ROI, customer loyalty

 

A score or benchmark on these dimensions enables initiatives to be prioritised and progress in the transformation to be monitored.


5.4. The expected benefits of an integrated organisation


  1. Increased commercial performance: better occupancy, higher RevPAR, more direct sales and additional sales.

  2. Consistent and personalised customer experience: harmonised communication, tailor-made offers, enhanced loyalty.

  3. Strategic agility: rapid adaptation to changes in demand, unforeseen events or new opportunities.

  4. Operational efficiency: less duplication, automation of repetitive tasks, simplified reporting.

  5. Collaborative culture and team engagement: motivation, sharing of successes and a common vision.


5.5. Case study: 12-month roadmap

Months

Key Action

1-2

Organisational diagnosis and tool audit

3

Definition of vision and governance, alignment between CCO and CEO

4-6

Reorganisation of teams, job descriptions, initial training

7-9

Deployment of the integrated technology ecosystem

10-11

Key process automation and AI integration

12

Implementation of dashboards, shared KPIs and strategic review

 

This roadmap can be adapted according to the size and complexity of the group, institution or company.


5.6. Pitfalls to avoid


  1. Merging services without aligning objectives → silos reform.

  2. Ignoring culture and change management → resistance from teams.

  3. Multiplying tools without integration → complexity and fragmented data.

  4. Measuring only individual KPIs → loss of overall vision.

  5. Underestimating training and skills hybridisation → inefficiency of the integrated hub.


5.7. General conclusion


The transformation towards an integrated sales, marketing and revenue management approach is now a strategic imperative for the hotel and tourism industry.

  • Breaking down silos is not a luxury, it is a prerequisite for:

    • respond to market changes,

    • optimise revenue and profitability,

    • deliver a consistent and personalised customer experience.

  • The combination of integrated organisation, collaborative culture and intelligent technologies creates a ‘Revenue Generation Hub’, a driver of sustainable performance.

  • Success is based on a clear vision, unified management, hybrid teams and intelligent use of data.


By following a personalised roadmap, each establishment can transform its sales and marketing management, align its business lines and tools, and gain a tangible competitive advantage in an ever-changing hotel and tourism market. GF Travel Consulting will be delighted to assist you in this endeavour.




About the author:

Guillaume FILLY

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