Executive Summary
Agentic Commerce in 5 Sentences
- Commerce is moving into conversations. Your fragmented booking experience (different engines for rooms, dining, spa, golf, activities) is costing you direct booking conversions right now.
- Conversational commerce can be implemented on your owned channels (website, mobile app, SMS, voice) immediately. You do not need to wait for third-party platforms or industry protocols.
- Agentic Commerce is one of six work streams within Revenue Impact, a core area of Sherpera’s AI Transformation work for luxury resort, travel, and destinations.
- The same foundation that enables conversational booking on owned channels positions you to plug into third-party platforms (ChatGPT, Perplexity, social commerce) as they open for hospitality.
- The conviction behind the work: AI handles the repeatable. People create the unforgettable. Conversational commerce removes booking friction so guests get to the unforgettable faster.
Commerce is moving into conversations. While you are still directing guests through form-based booking engines, the world is shifting to natural language transactions.
Here is what most luxury properties miss: You can implement conversational commerce on your own properties right now. You do not need to wait for third-party platforms or industry protocols.
The fragmented booking experience you are forcing on guests, different engines for rooms, dining, spa, golf, activities, can be collapsed into natural conversations that happen on YOUR website, YOUR mobile app, YOUR SMS channels, YOUR voice systems.
And the same foundation that enables conversational booking on your owned channels positions you to plug into third-party platforms (ChatGPT, social commerce, future channels) as they open for hospitality.
This is the Agentic Commerce challenge, and it is one of the work streams where AI Transformation creates the clearest near-term revenue impact for luxury resort, travel, and destinations.
The conviction behind the work is simple. Luxury resort, travel, and destination organizations should not be relegated to AI flattening service into something generic. AI’s job is to remove booking friction so guests reach the unforgettable faster, not to replace the warmth of human service that defines luxury.
AI handles the repeatable. People create the unforgettable.
Immediate value plus strategic positioning. That is the work.
The Shift: Agentic Commerce Is Already Happening (Just Not in Hospitality Yet)
In September 2025, OpenAI and Stripe launched the Agentic Commerce Protocol (ACP), an open standard enabling agentic commerce for retail products. Within weeks, Etsy sellers and major brands like Glossier, SKIMS, and Spanx enabled purchasing directly in ChatGPT conversations.
“Hey ChatGPT, I need a large t-shirt under $40” now leads to actual purchases, not just recommendations.
Meanwhile, Booking.com and Expedia integrated with ChatGPT’s Apps SDK in October 2025, bringing travel discovery into conversational interfaces. Travelers can now search for hotels and flights through natural dialogue, though they still complete bookings on traditional platforms.
The pattern is clear: commerce is fragmenting across conversational channels. Retail moved first. Travel is exploring. Hospitality needs to act.
But You Do Not Need to Wait for Third-Party Platforms
Here is what most properties miss while watching retail’s agentic commerce evolution: You can implement this on your own properties right now.
The immediate opportunity is not ChatGPT or Perplexity or some future platform. It is YOUR website. YOUR mobile app. YOUR SMS channels. YOUR phone system.
Think about your current guest booking experience:
Current State (Form-Based, Fragmented)
- Guest wants romantic weekend package
- Navigates to room booking engine, forms, dropdowns, date pickers
- Separately books spa treatments, different system, re-enters dates
- Makes dinner reservations, OpenTable or Resy, third login
- Reserves golf tee time, another platform, fourth transaction
- Arranges wine tasting, fifth separate booking
Five different booking engines. Five logins. Five confirmation emails. Page hops. Form friction. Abandonment.
Conversational Commerce on YOUR Channels (Implementable NOW)
Guest: “I want a romantic weekend package, oceanview room, couples massage on Saturday, dinner reservations both nights, and wine tasting Sunday afternoon.”
Your System: “Perfect. I found availability for November 15-17. Oceanview suite ($850/night), couples massage at 2pm Saturday ($420), reservations at Coastal Kitchen for 7pm both nights, and premium wine tasting at 11am Sunday ($150). Total is $2,847. Ready to book?”
Guest: “Yes.”
Done. One conversation. One transaction. On YOUR channel. Protecting YOUR direct booking margin.
This is not theoretical. This is implementable today if you have the right foundation.
And here is the strategic beauty: the same data and content architecture that enables conversational booking on your owned channels positions you to plug into third-party platforms when hospitality-specific opportunities emerge.
Immediate value (better conversion on owned channels) plus strategic positioning (future channel agility). Both come from the same foundation.
Why Most Luxury Resorts Are Not Ready
Here is the uncomfortable truth: even if you decided to implement conversational commerce on your website tomorrow, most luxury properties could not do it.
And these same gaps block participation in third-party platforms when they open for hospitality.
Why?
Your Booking Infrastructure Is Fragmented
- Different engines for rooms, dining, spa, activities, golf, events
- Each requires forms, page hops, separate authentication
- No unified data layer connecting offerings
- No structured content describing what you actually sell
Your Data Is Not Accessible
- Availability and pricing trapped in disparate systems
- No real-time APIs for external platforms to query
- Guest preferences scattered across silos
- Inventory data does not speak a common language
Your Content Is Not Machine-Readable
- Room descriptions exist as human-readable text, not structured data
- Policies buried in PDFs and web pages
- Amenities and offerings lack semantic markup
- No way for AI to understand what you offer and how to book it
The result:
Immediately: You cannot implement conversational commerce on your own channels because your systems cannot support it.
Future: When conversational commerce channels open for hospitality, properties without proper foundation will watch from the sidelines while prepared competitors and OTAs capture bookings.
The OTA Advantage (and Your Vulnerability)
Here is what is happening while you figure out your booking engine problems:
OTAs are building conversational infrastructure:
- Booking.com and Expedia already integrated with ChatGPT
- They are investing in AI-first discovery and booking experiences
- Their data is structured, accessible, and ready for any new channel
- They have the architecture to plug into emerging protocols quickly
They will own conversational commerce in hospitality if you do not build yours.
Think about it: when travelers shift to conversational booking (and they will), OTAs will be there with seamless experiences. Direct booking channels will still be stuck with forms and page hops.
Every percentage point of bookings that moves to conversational channels without your direct participation is margin you are losing to OTA commissions.
How the Work Shows Up Inside AI Transformation
Agentic Commerce is one of six work streams within Revenue Impact, one of the four areas where AI Transformation creates measurable impact for luxury resort, travel, and destinations. The other three areas are Guest Experience, Team Empowerment, and AI-Ready Foundations. Every AI Transformation engagement assesses opportunities across all four and prioritizes based on the property’s specific situation.
For Revenue Impact, the work spans six interconnected work streams:
- AI Visibility (AEO): Structured data, schema.org, JSON-LD, intent mapping, and proof signals so guests can find you when they search with AI engines
- Agentic Commerce: Conversational booking on owned channels and readiness for third-party platforms as they open for hospitality
- Direct Booking Protection: OTA leakage reduction, channel optimization, owned-channel performance improvements
- Conversion Optimization: AI-powered improvements to existing booking funnels and friction points
- Operational Efficiency: Automation that reduces margin drag across departments
- Leakage Reduction: Identifying and closing revenue capture gaps
The 90-Day Activation
Most AI Transformation engagements begin with a 90-Day Activation. The Activation establishes the working partnership and produces specific deliverables:
- Opportunity Map: A structured assessment of where AI Transformation can create the clearest impact across all four areas at this specific property
- KPI Baselines: Measurable starting points for conversion, abandonment, OTA leakage, channel performance, and direct booking margin
- Readiness Assessment: Honest evaluation of foundation gaps, data accessibility, integration health, and adoption capacity
- Quick Wins: Specific, achievable improvements implemented within the 90 days that demonstrate immediate value, including a working conversational booking prototype
- Strategic Roadmap: A sequenced plan for the ongoing partnership, prioritizing initiatives across all four areas based on the property’s situation
For Agentic Commerce specifically, the Activation typically reveals:
- Where fragmented booking flows are costing you the most direct conversion right now
- Which offerings are easiest to consolidate into the first conversational booking experience
- The specific data and content architecture gaps blocking conversational commerce capability
- How your existing systems can be orchestrated through an integration layer (without rip-and-replace)
- The phased path from first prototype to omni-channel conversational commerce
Foundation Assessment
The Activation evaluates your readiness for conversational commerce across all your offerings:
Accommodations:
- Room inventory and availability systems
- Pricing and rate management
- Booking engine integration points
- Guest preference and history data
Dining:
- Restaurant reservation systems
- Menu data and dietary information
- OpenTable, Resy, Tock integrations
- Table management and availability
Experiences and Activities:
- Spa booking systems
- Golf tee times
- Activity scheduling
- Event and group sales workflows
Content and Data Structure:
- How offerings are described and categorized
- Whether data is structured or unstructured
- API availability and documentation
- Integration complexity and architecture
The Goal: Understand exactly what needs to change to enable conversational commerce participation when channels open.
Gap Analysis: What’s Blocking Channel Agility
The assessment reveals specific foundation gaps preventing rapid channel deployment:
Data Architecture Gaps:
- Hub-spoke model missing (PMS-centric architecture blocks agility)
- No unified availability and pricing layer
- Real-time data access limited or nonexistent
- Guest data scattered across disconnected systems
Content Structure Gaps:
- Offerings described as human text, not machine-readable data
- Policies and procedures buried in documents
- No semantic markup (schema.org, JSON-LD)
- Missing structured metadata for AI consumption
Integration Gaps:
- Closed vendor architectures blocking API access
- Point-to-point integration chaos
- No composable architecture enabling best-of-breed tools
- Legacy systems without modern integration capabilities
Commerce Flow Gaps:
- Fragmented booking engines creating friction
- Multiple authentication and payment flows
- No unified commerce layer across all offerings
- Manual fulfillment coordination across departments
Each gap directly limits your ability to participate in conversational commerce channels.
Quick Wins: 90-Day Deliverables
The Activation does not just identify problems. It delivers immediate improvements including your first conversational commerce implementation:
Unified Commerce Experience (Weeks 1-4)
- Connect fragmented booking engines through integration layer
- Create single authentication flow across all offerings
- Implement unified payment processing
- Reduce friction in current form-based booking paths
Result: Foundation for conversational interface that can orchestrate across systems.
Conversational Booking Prototype (Weeks 4-8)
- Implement first conversational booking flow on YOUR website
- Natural language interface for multi-offering packages
- Collapse form friction into dialogue
- Test with real guests, measure conversion improvement
Result: Working proof that conversational commerce on owned channels improves conversion now.
Structured Content Implementation (Weeks 5-8)
- Implement schema.org markup for key offerings
- Create JSON-LD structured data for rooms, dining, activities
- Structure policies and procedures for machine access
- Build transactional schemas for bookings
Result: Content accessible to both YOUR conversational system and future third-party platforms.
Commerce Intent Catalog (Weeks 6-8)
- Map how guests naturally express booking intent
- Create conversation flows for common requests
- Identify booking patterns across all offerings
- Document fulfillment requirements per offering type
Result: Understanding of what conversational commerce looks like for your property specifically.
Multi-Channel Deployment Plan (Weeks 8-10)
- Roadmap for expanding conversational booking to mobile app
- SMS and messaging channel strategy
- Voice channel implementation approach
- Third-party platform readiness assessment
Result: Clear path from first implementation to omni-channel conversational commerce.
Measurement Dashboard (Weeks 10-12)
- Track conversational vs traditional booking conversion
- Monitor friction points eliminated
- Measure time-to-book improvement
- Calculate direct booking margin protection
Result: Clear ROI from conversational commerce on owned channels.
The Transformation Roadmap
Quick wins prove value with conversational commerce on owned channels. The roadmap shows how to expand and build channel agility:
Phase 1: Owned Channel Conversational Commerce (Months 4-8)
- Expand from website prototype to full production
- Deploy to mobile app with native conversational interface
- Implement SMS and messaging booking flows
- Add voice channel capability (phone, smart speakers)
Outcome: Conversational booking operational across all YOUR channels, improving conversion and protecting direct booking margins.
Phase 2: Data Foundation Maturity (Months 6-10)
- Implement hub-spoke data architecture
- Data warehouse or lake as central repository
- Real-time data pipelines for availability and pricing
- Unified guest profile across all systems
Outcome: Data accessible and queryable for both owned and future third-party channel integrations.
Phase 3: Content Architecture for Multi-Channel (Months 8-12)
- Omni-channel content platform (OCP) implementation
- Comprehensive structured content for all offerings
- API-first content delivery
- Multi-channel publishing capability (owned plus third-party)
Outcome: Content deliverable to any channel in required format.
Phase 4: Third-Party Channel Readiness (Months 10-14)
- Plugin architecture for emerging platforms
- Rapid integration capability (days, not months)
- Channel-specific adaptation layer
- Discovery and visibility optimization per platform
Outcome: Ability to participate in third-party conversational commerce channels as they open for hospitality.
Phase 5: Continuous Optimization (Months 12+)
- A/B testing across all conversational interfaces
- Conversion optimization per channel
- New channel evaluation and deployment
- Performance measurement and refinement
Outcome: True omni-channel conversational commerce. Owned channels performing at peak, strategic participation in third-party channels as opportunities emerge.
The Conversation IS the Commerce™
This is more than a tagline. It is a fundamental shift in how commerce happens.
Traditional Commerce
- Guest discovers property (search, ads, word of mouth)
- Guest visits website or calls
- Guest navigates booking engine (forms, dropdowns, page hops)
- Transaction completes (if they do not abandon)
Conversational Commerce
- Conversation happens anywhere (ChatGPT, WhatsApp, Instagram, voice assistant)
- Intent expressed naturally (“I need a romantic weekend getaway near Napa”)
- Discovery, comparison, and booking flow as dialogue
- Transaction completes within conversation
There is no separation between “browsing” and “buying” in conversational interfaces. The conversation IS the commerce.
Properties that understand this are building foundation now. Properties that do not are optimizing booking forms while the world moves to conversations.
First-Party First, Third-Party When Ready
Be clear about the strategic sequence:
Start with First-Party Conversational Commerce (NOW)
Your owned channels are where conversational commerce creates immediate value:
- Your website: Conversational booking interface replacing form-based engines
- Your mobile app: Native natural language booking flows
- Your SMS and messaging: Text-to-book capability for guests
- Your voice channels: Phone system, smart speakers in rooms
Why start here:
- You control the experience and brand
- You own the customer relationship
- You protect direct booking margins
- You prove ROI before expanding
- You learn what works for YOUR guests and offerings
- You build foundation without third-party dependencies
Then Expand to Third-Party Channels (When Opportunities Open)
The same foundation that powers owned channel conversational commerce enables third-party participation:
- AI platforms: ChatGPT, Claude, Gemini, Perplexity (when hospitality protocols emerge)
- Social commerce: Instagram, Facebook, WhatsApp Business
- Voice assistants: Alexa, Google Assistant, Siri
- Emerging platforms: Whatever comes next
Why This Sequence Matters
Properties that wait for third-party platforms:
- No immediate value (platforms may take years for hospitality)
- Scramble to participate when channels open
- Sacrifice strategic control for speed
- Pay whatever vendors charge for rushed implementations
Properties that start with owned channels:
- Immediate ROI from improved conversion
- Proven conversational commerce capability
- Foundation already built when third-party channels open
- Deploy to new platforms strategically, not desperately
The Strategic Advantage: While competitors wait for ChatGPT to “support hospitality,” you are already converting guests through conversational experiences on YOUR channels. And when third-party opportunities materialize, you plug in quickly because the foundation exists.
First-party first. Third-party when ready. Not either/or, sequential.
Why Foundation Matters More Than Features
Here is the pattern we see repeatedly:
Property A: Implements chatbot from vendor X
- Works poorly because it cannot access actual availability data
- Cannot complete bookings because systems do not integrate
- Abandoned after six months
- Money wasted, no foundation built
Property B: Builds data and content foundation first
- Can deploy conversational interfaces that actually work
- Can plug into emerging channels as they open
- Can switch vendors if better options emerge
- Investment compounds over time
The difference: Property A bought a feature. Property B built a capability.
Features are ephemeral. Vendors come and go. Protocols evolve. What persists is the foundation: structured data, composable architecture, and strategic ownership of your technology destiny.
How Agentic Commerce Connects to the Other Three Areas
Agentic Commerce sits within Revenue Impact, but it runs on the same foundation as the other three areas of AI Transformation. The work compounds across all four.
Guest Experience: Pre-arrival intelligence, preference memory, concierge augmentation, service recovery, sentiment tracking, and loyalty orchestration. Conversational commerce informed by guest history feels personal rather than transactional. The same knowledge base architecture serves both areas.
Team Empowerment: Cross-functional alignment, shared roadmap, organizational knowledge, AI champions, internal copilots, and workflow automation. Operational AI makes fulfillment coordination across departments work seamlessly when conversational commerce orchestrates multi-offering bookings.
AI-Ready Foundations: Governance discipline, organized knowledge, connected systems, integration health, cleaner data, and adoption infrastructure. Foundation work makes Agentic Commerce deliver, then compounds capability across every future initiative.
The four areas do not run as separate projects. They progress together inside a single AI Transformation engagement, sequenced for compounding value.
What Success Looks Like
Immediate (90 Days):
- Conversational booking prototype operational on website
- Reduced form friction and booking abandonment
- Unified experience across previously fragmented systems
- Measurable conversion improvement on owned channels
- Clear ROI proving conversational commerce value
Near-Term (6-12 Months):
- Conversational booking operational across website, mobile app, SMS, voice
- Hub-spoke data architecture powering real-time availability
- 20-40% conversion improvement vs traditional form-based booking
- Direct booking margin protection through superior owned-channel experience
- Foundation ready for third-party channel participation
Long-Term (12-24 Months):
- Best-in-class conversational commerce across all owned channels
- Strategic participation in third-party platforms as they open for hospitality
- Channel-agile architecture enabling rapid deployment to new opportunities
- Competitive advantage through early-mover owned-channel capability
- Proven track record attracting guests away from OTA experiences
The Payoff: While competitors struggle with fragmented booking engines and wait for third-party platforms to “support hospitality,” you are already converting guests through superior conversational experiences on YOUR channels. And when third-party opportunities emerge, you deploy strategically through existing foundation rather than scrambling under pressure.
Who This Is For
Primary Decision Maker: Marketing and Revenue Leadership
- Control digital strategy and direct booking performance
- Face pressure to reduce OTA dependency and improve conversion
- Need to eliminate booking friction hurting direct channel performance
- Want immediate ROI from technology investments (not just future preparation)
- Recognize that conversational commerce is happening in retail and coming to hospitality
Supporting Stakeholders:
- IT Leadership (implementation and architecture)
- Operations (fulfillment and coordination across offerings)
- Revenue Management (channel strategy and margin protection)
- General Management (budget approval and strategic alignment)
The Conversation Typically Starts When:
- Direct booking conversion rates are disappointing vs OTA performance
- Guests complain about booking friction (multiple engines, forms, page hops)
- You recognize the fragmented booking experience is costing you revenue NOW
- You see conversational commerce transforming retail and want that capability
- You have been pitched vendor chatbots that do not actually enable booking
- You want to improve owned-channel performance while preparing for future opportunities
Common Objections (and Honest Answers)
“We do not know what channels will emerge, so why build now?”
Exactly. You do not know which channels will emerge. That is WHY you need foundation that enables rapid deployment to ANY channel. Waiting until channels are established means you are building under pressure, sacrificing strategic control to meet deadlines.
Foundation equals optionality. No foundation equals dependency on whatever vendors can deliver quickly (usually poorly).
“Can we just buy a solution from [vendor]?”
Vendors sell features, not foundation. They will sell you a chatbot that fails because your data is not accessible. Or a “conversational commerce platform” that cannot integrate with your actual booking systems.
Strategic capability cannot be procured. It must be built.
“This sounds expensive and time-consuming.”
The 90-Day Activation delivers quick wins in 90 days while building toward transformation. You get immediate ROI (improved conversion on current channels) while progressively strengthening foundation.
What is expensive is staying stuck: losing bookings to OTAs, watching competitors enable capabilities you cannot match, and eventually rushing to deploy poorly-integrated solutions under pressure.
“We are locked into vendor contracts.”
Composable architecture works alongside existing systems. You do not rip and replace. You build strategic capabilities vendors do not provide, then transition away from closed systems as contracts allow.
The foundation you build now makes eventual migration possible. Without it, you are trapped.
“Will not hospitality-specific vendors solve this for us?”
Legacy hospitality vendors are the problem, not the solution. They profit from your dependency and have no incentive to enable channel agility. They will eventually build inferior “conversational commerce” features that lock you into their ecosystem.
Best-in-class foundation beats inferior hospitality-specific features every time.
The Urgency Is Both Immediate and Strategic
Immediate Opportunity (Owned Channels)
Your fragmented booking experience is costing you revenue right now:
- Guests abandon when forced through multiple booking engines
- Forms and page hops create friction that OTAs do not have
- Every abandoned booking is revenue you are losing
- Conversational commerce on YOUR channels can fix this today
You do not need to wait for third-party platforms. The ROI is available immediately through better conversion on owned channels.
Strategic Urgency (Third-Party Channels)
The landscape is forming while you figure out your booking engines:
Retail conversational commerce is proven. OpenAI’s ACP launched September 2025. Major brands enable purchases in ChatGPT. The infrastructure exists and works.
OTAs are positioning for hospitality. Booking.com and Expedia integrated with ChatGPT October 2025. They are building the conversational layer between travelers and properties.
Protocols will emerge. We do not know if hospitality adopts something like ACP, creates alternatives, or fragments across platforms. But something will emerge.
Properties with foundation will plug in strategically. Properties without it will scramble desperately.
The Complete Picture
Immediate urgency: Fix owned-channel conversion NOW through conversational commerce.
Strategic urgency: Build foundation that enables third-party participation when opportunities emerge.
Properties that act now get both. Properties that wait get neither.
The strategic move: Implement conversational commerce on owned channels for immediate ROI, while building foundation that positions you for third-party opportunities as they materialize.
The Path Forward
Discovery Conversation
The process begins with understanding your current commerce infrastructure, your booking flows across all offerings, your data and system architecture, and where AI Transformation can create the clearest near-term revenue impact.
90-Day Activation
Most engagements start here. The Activation is a defined 90-day working engagement that establishes opportunity mapping, KPI baselines, readiness assessment, quick wins (including a working conversational booking prototype), and the strategic roadmap.
Ongoing Partnership
After the Activation, engagements evolve into ongoing AI leadership at one of four partnership levels: AI Advisor, AI Activation, AI Implementation, or AI Transformation. The right level matches the internal execution capacity and strategic ambition the property actually has. Sherpera serves as your strategic AI transformation partner across multi-year work, with the goal of building your team’s independent capability over time, not creating ongoing dependency.
The outcome: Best-in-class conversational commerce across all owned channels, channel-agile foundation ready for third-party platforms as they emerge, and direct booking margin protected from OTA encroachment.
Ready to Explore What’s Possible?
The conversation is the commerce. The question is whether you will implement it on YOUR channels now, or wait while OTAs and competitors move ahead.
Properties that move on Agentic Commerce now will protect direct booking margin, improve conversion on owned channels, and position themselves for third-party platforms as they open for hospitality. Properties that wait will watch fragmented booking experiences cost them revenue while better-prepared competitors capture the conversational commerce shift.
AI handles the repeatable. People create the unforgettable.
Conversational commerce removes booking friction so guests reach the unforgettable faster.
Book a discovery conversation to explore what AI Transformation can do for your direct booking performance and channel agility.
