Hospitality AI

Reference and evidence

Separate from the pitch

The main presentation ends before this appendix. This appendix holds the full product reference, market assumptions and detailed reports.

Product status: proposed platform. Developer tests in a Demo environment do not establish business acceptance or accepted live performance. Most capabilities remain proposed.

Core buyer: independent small and midsize groups operating multiple hospitality properties. Major global brand portfolios are excluded, including those run by regional franchise managers.

Market scope

Geographies and commercial assumptions

Priority markets are Middle East, Europe, Latin America and the Caribbean, Canada, the United States and Australia. They are priorities within the wider eligible scope.

Worldwide scope excludes China, Russia and North Korea. Hong Kong and Macao are included in the China exclusion. Europe includes Türkiye and Cyprus; Egypt is in Africa; Mexico and the Caribbean are in Latin America. Country rows are assigned once.

Covered annual software scenarios: about USD 53m, USD 262m and USD 787m.

Eligibility and pricing assumptions. Not a verified global total addressable market, observed demand or a buyer census. The model quantifies 158 of 244 eligible reporting areas; 86 remain unquantified. Stock definitions and dates vary.

Priority geography base scenarios

Middle East
USD 13m
Europe
USD 93m
Latin America
USD 41m
Canada
USD 6.2m
United States
USD 34m
Australia
USD 4.1m

Rounded annual software scenarios, USD. The Latin America amount includes the Caribbean. Priority geography amounts do not sum to the covered global subtotal; other eligible regions remain in the model. All regional scenarios and coverage.

Buyer boundary and stock conversion

The working model uses 2 to 100 operating properties and no more than 20,000 operating rooms at parent or operator level, with at least two qualifying independent properties. This is an unvalidated commercial assumption, not approved policy or an industry standard.

Single property, larger enterprise and franchise routes require separate economics. A mixed manager contributes only qualifying independent properties. Parent control and purchasing rights must be checked; one group is not counted again for each country.

About 28.9 million reported rooms are filtered through assumed scope, independent and group shares. The base gives about 2.7 million eligible rooms, 32,000 properties and 4,600 buyer equivalents. These are modeled equivalents, not identified or deduplicated companies. Missing areas are not zero.

Buyer definition and model bridge

Pricing, launch scope and sales capacity

The base annual price hypothesis is USD 12,000 per group, plus USD 2,400 per property, plus USD 48 per room. A group with seven properties and 630 rooms gives USD 59,040 for the future full platform. The assumed launch package at half price gives USD 29,520. These are arithmetic illustrations, not accepted quotes or willingness to pay evidence.

Full platform opportunity, conditional launch opportunity and sales capacity answer different questions. The conditional launch serviceable available market covers UK, Ireland, Canada, US, Australia and UAE only. Its low, base and high annual software scenarios are about USD 75k, USD 2.0m and USD 17m, conditional on compatible systems, language, workflow fit and operating readiness.

The capacity based serviceable obtainable market gives about USD 55k, USD 510k and USD 2.4m in ending annual recurring revenue in commercial year three. These are sales, onboarding and retention assumptions, not contracts, pipeline or a share of total market.

Annual recurring revenue is a recurring run rate, not recognized annual revenue. Implementation, bespoke connectors, usage, managed services, customer savings, funding, valuation and payment volume are separate. No generally saleable market, accepted price, margin, ROI or funding need is established.

Launch and capacity models · Editable workbook

First release and operating responsibilities

Evidence and action boundaries

What the benchmark supports

An anonymous operator case reports developer tested email FAQ, messaging and read only reservation components in a Demo environment. Business acceptance and accepted live performance are not established.

Voice is on hold and testable. Reservation change completion reports conflict and acceptance is unresolved. Most enterprise workflows remain proposed.

What the first release proposes

Approved property knowledge, reviewed replies, read only enquiries on an agreed property management system adapter and staff initiated tasks. A property management system is the hotel system of record for reservations and availability.

People review guest messages, accept tasks, perform physical work and verify results. Complaints, negative and sensitive messages go to staff without an automatic guest reply. Invoice requests route to the relevant property or finance owner without an AI draft.

Ownership, delivery and measures

Customer content and data owners approve facts and access. Business testers supply representative enquiries and protected testing time. Dispatchers and supervisors own acceptance, physical fulfilment and exceptions. The provider owns reliable integrations, traceability, controls, monitoring and agreed technical support.

Discovery of roughly 2 to 4 weeks and first release hardening and business testing of roughly 8 to 16 weeks are conditional discussion assumptions. They depend on source access, reuse, one stable adapter, content, named testers and delivery capacity. They do not cover delivery of all 36 workflows.

A proposed cell is one product or technical lead, two integration engineers, one full stack engineer and shared quality, security and design support. Availability is unconfirmed. No support service level agreement is created by this document.

Measure useful drafts, factual and privacy errors, unresolved handovers, verified task outcomes, review burden and total operating cost against an agreed baseline. Zero unapproved sends or writes is a test gate, not a guarantee about all future traffic. A routed task, sent reply or closed conversation does not establish completed physical work.

Higher authority remains separate

Reservation enquiries create no booking, hold, change, cancellation or payment link. Private status requires sufficient identity checks and minimal disclosure. Existing systems retain authority.

Later reservation changes require a permitted field change, zero financial impact rules, exact approval, fresh checks, duplicate prevention and source readback. New bookings and hosted payment requests need separate provider rights and business acceptance. Card data stays outside the assistant. Capture, refunds, bank changes and supplier payments require separate authority. Autonomous and physical controls are disabled by default.

Full authority and reliability controls

Complete product reference

36 canonical workflows

Simple examples below are illustrative and proposed. Stage codes describe proposed sequencing, not accepted live capability. All original requirements and 39 additional candidates remain in the linked product report.

Proposed stage
Capability group

36 of 36 workflows

UC01Keep guest requests togetherR1

Guest service & reservations

Illustrative proposed use: A guest emails after a chat with two questions about the same stay.

Who needs it
Reservations agents and duty managers
  1. Guest contacts the property
  2. Assistant gathers open requests
  3. Agent sends a complete reply
What people do
An agent checks every answer and sends the reply; a supervisor owns queue coverage.
Result to verify
One review queue shows the conversation, each open request and its owner.
Authority and limit
R1 permits staff approved messages and internal records; unclear guest identities remain separate.

Full UC01 requirements and acceptance criteria

UC02Assign and track service requestsR1

Guest service & reservations

Illustrative proposed use: A guest reports a broken light and asks for fresh towels.

Who needs it
Guest services agents and department dispatchers
  1. Guest reports a need
  2. Dispatcher accepts linked tasks
  3. Staff records the work done
What people do
People assess urgency, accept assignments, perform the work and verify the outcome before a reviewed reply.
Result to verify
Each request has an owner and visible progress, including any work still outstanding.
Authority and limit
Creating a task does not complete the work; emergencies follow the human emergency procedure.

Full UC02 requirements and acceptance criteria

UC03Return a guest’s lost itemR2

Guest service & reservations

Illustrative proposed use: A guest asks whether a coat was left after checkout.

Who needs it
Housekeeping staff and guest services agents
  1. Staff logs a found item
  2. Assistant suggests possible matches
  3. Custodian approves the return
What people do
The property custodian verifies ownership and approves disclosure and release before arranging return.
Result to verify
The claim has a custody record and a confirmed return or an open exception.
Authority and limit
A suggested match proves no ownership; shipment purchases and payments need a separate process.

Full UC03 requirements and acceptance criteria

UC04Understand guest voice messagesR2

Guest service & reservations

Illustrative proposed use: A guest sends a voice message in another language asking about arrival and breakfast.

Who needs it
Guest services agents and reservations staff
  1. Guest sends a voice note
  2. Assistant transcribes and translates
  3. Agent approves a reply
What people do
A staff member checks names, dates and instructions and approves the text or audio reply.
Result to verify
Staff can review the original audio, translated request and each unanswered item together.
Authority and limit
Only tested languages and formats qualify; uncertain speech needs clarification and adds no booking authority.

Full UC04 requirements and acceptance criteria

UC05Answer calls and arrange handoverR2

Guest service & reservations

Illustrative proposed use: A caller asks an approved property question and then requests a person.

Who needs it
Callers and reservations staff
  1. Guest calls an enabled number
  2. Assistant answers within approved scope
  3. Staff receives a handover
What people do
Staff take complaints and complex cases; they own callbacks when a transfer fails.
Result to verify
The caller receives permitted information, a transfer or an assigned callback request.
Authority and limit
Live voice needs its own release approval, tested telephone route and staffed fallback; bookings and payments remain separate.

Full UC05 requirements and acceptance criteria

UC06Prepare a useful local itineraryR2

Guest service & reservations

Illustrative proposed use: A guest asks for a local afternoon plan with step free access.

Who needs it
Concierges and guest services staff
  1. Guest explains interests and needs
  2. Assistant drafts feasible options
  3. Guest chooses with staff help
What people do
Concierge staff check changing details, accessibility and unusual arrangements and handle any booking handoff.
Result to verify
A proposed itinerary shows what is suggested, what is verified and what still needs confirmation.
Authority and limit
Suggestions are not bookings; provider availability and accessibility require current confirmation.

Full UC06 requirements and acceptance criteria

UC07Plan food orders and staffingR2

Property operations & sustainability

Illustrative proposed use: A restaurant manager plans breakfast ingredients for a busy weekend.

Who needs it
Food and beverage managers, chefs and buyers
  1. Manager reviews occupancy and sales
  2. Assistant forecasts demand and gaps
  3. Manager approves the plan
What people do
Chefs check recipes, buyers place orders and managers approve staffing in the existing systems.
Result to verify
A draft plan shows likely demand, stock needs and uncertainty for a defined service.
Authority and limit
Begin with advice only; no automatic supplier order, roster change or ingredient substitution.

Full UC07 requirements and acceptance criteria

UC08Prepare campaigns for permitted audiencesR2

Commercial & guest experience

Illustrative proposed use: A marketing manager prepares a return stay offer for guests who agreed to marketing.

Who needs it
Marketing managers and revenue owners
  1. Manager sets the campaign objective
  2. Assistant drafts audience and content
  3. Owners approve before export
What people do
People verify consent and commercial terms, approve the audience and send through the marketing system.
Result to verify
A reviewable campaign brief connects the audience, offer and creative to an explicit objective.
Authority and limit
No automatic campaign send or paid spend; missing consent excludes a contact.

Full UC08 requirements and acceptance criteria

UC09Explain changes in market demandR2

Commercial & guest experience

Illustrative proposed use: A revenue manager reviews a demand shift for next month’s weekends.

Who needs it
Revenue managers
  1. Licensed market data arrives
  2. Assistant explains comparable changes
  3. Revenue manager decides action
What people do
Revenue staff check local context and source comparability and apply any changes in the native system.
Result to verify
A cited market brief shows possible actions and the evidence and uncertainty behind them.
Authority and limit
Read only in R2; stale or incomparable data limits advice and cannot trigger an automatic price change.

Full UC09 requirements and acceptance criteria

UC10Coordinate guest offers and preparationR2

Commercial & guest experience

Illustrative proposed use: A guest opts into an available service and staff need to prepare it before arrival.

Who needs it
Guest services and marketing teams
  1. Eligible stay creates a prompt
  2. Owner approves an offer or task
  3. Staff records actual delivery
What people do
People check consent and capacity, approve contact and tasks, and perform or arrange the chosen service.
Result to verify
The guest’s choice connects to owned preparation and a record of what was actually delivered.
Authority and limit
No automatic purchase, upgrade or paid extra; a task still needs human fulfilment.

Full UC10 requirements and acceptance criteria

UC11Check possible duplicate guest profilesR2

Commercial & guest experience

Illustrative proposed use: A data steward reviews two records that may belong to the same guest.

Who needs it
Guest data stewards and guest teams
  1. Permitted profile records change
  2. Assistant suggests possible matches
  3. Steward approves or keeps separate
What people do
Stewards decide uncertain links, approve source corrections and handle any mistaken match.
Result to verify
An approved linked guest view shows the evidence while preserving the original records and permissions.
Authority and limit
Begin with analytical links only; matching does not grant consent or permission to merge source records.

Full UC11 requirements and acceptance criteria

UC12Plan an event room layoutR3

Commercial & guest experience

Illustrative proposed use: A client asks whether a venue can support a dinner and a presentation.

Who needs it
Event sales and banqueting teams
  1. Client shares event needs
  2. Assistant drafts layout options
  3. Venue team approves setup
What people do
Venue professionals verify capacity, access, equipment and safety; staff approve the final setup and perform the work.
Result to verify
A versioned visual proposal and setup specification give the client and staff a shared plan.
Authority and limit
A rendered layout certifies no safety and commits no booking, contract or supplier order.

Full UC12 requirements and acceptance criteria

UC13Check comparable room pricesR2

Commercial & guest experience

Illustrative proposed use: A revenue manager investigates different displayed prices for the same room and dates.

Who needs it
Revenue staff
  1. Staff selects equivalent offers
  2. System checks terms and amounts
  3. Revenue owner investigates differences
What people do
Revenue staff verify that offers are comparable and decide any correction in the native system.
Result to verify
An exception list shows evidenced differences with dates, terms and possible causes.
Authority and limit
Initial access is read only; an unavailable rate or failed connection is not evidence of a pricing breach.

Full UC13 requirements and acceptance criteria

UC14Plan cleaning and maintenance workR2

Property operations & sustainability

Illustrative proposed use: A supervisor prepares tomorrow’s cleaning plan while engineering schedules recurring fault checks.

Who needs it
Housekeeping supervisors and engineering managers
  1. Teams review rooms and capacity
  2. Assistant proposes separate work plans
  3. Supervisors assign and review work
What people do
Supervisors assign people, engineers diagnose faults and authorized staff decide room readiness after actual work.
Result to verify
Coordinated proposed schedules show cleaning priorities, maintenance windows and capacity gaps.
Authority and limit
Advice comes first; no automatic shift changes, room release, equipment control or deferred safety inspection.

Full UC14 requirements and acceptance criteria

UC15Support a room cleaning checkR3

Property operations & sustainability

Illustrative proposed use: An attendant completes an approved checklist and a supervisor reviews a possible missing amenity.

Who needs it
Room attendants and housekeeping supervisors
  1. Attendant records checklist evidence
  2. Assistant flags visible omissions
  3. Supervisor checks before room release
What people do
People inspect cleanliness, equipment and safety, resolve disputed flags and authorize room release.
Result to verify
An advisory checklist highlights items for inspection and records the supervisor’s decision.
Authority and limit
Photos are optional under approved privacy rules and cannot prove hygiene or release a room automatically.

Full UC15 requirements and acceptance criteria

UC16Explain payment settlement differencesR2

Finance & procurement

Illustrative proposed use: An analyst investigates why a payment processor’s settlement differs from expected receipts.

Who needs it
Finance analysts and financial controllers
  1. Finance imports settlement records
  2. System matches references and amounts
  3. Analyst reviews unresolved differences
What people do
Finance validates exceptions and approves any proposed accounting correction through the existing workflow.
Result to verify
A match set and exception queue show explained differences and any incomplete cash picture.
Authority and limit
The first release is read only; matching authorizes no refund, transfer, supplier payment or ledger posting.

Full UC16 requirements and acceptance criteria

UC17Prepare invoices for approvalR2

Finance & procurement

Illustrative proposed use: A supplier invoice arrives and must be checked against the order and receipt.

Who needs it
Accounts payable clerks and budget holders
  1. Invoice enters the approved inbox
  2. System checks and drafts coding
  3. Budget holder and finance approve
What people do
People approve expenditure and exceptions; supplier bank changes use an independently verified process.
Result to verify
A draft invoice and approval task preserve the original evidence and show any mismatch.
Authority and limit
Enabled writes are limited to draft invoice records; no automatic supplier creation, bank edit or payment release.

Full UC17 requirements and acceptance criteria

UC18Check the nightly guest ledgerR2

Finance & procurement

Illustrative proposed use: A night auditor checks guest charges, payment batches and bank timing at the agreed cutoff.

Who needs it
Night auditors and financial controllers
  1. Nightly reporting cutoff arrives
  2. System reconciles charges and tenders
  3. Controller reviews close exceptions
What people do
Auditors validate unusual items and control totals; the controller approves any proposed journal.
Result to verify
A reproducible nightly report separates folio differences, settlement timing and unresolved close items.
Authority and limit
Initial mode is read only; late bank feeds stay incomplete and no invented balancing entry is permitted.

Full UC18 requirements and acceptance criteria

UC19Understand staff working conditionsR2

People & everyday coordination

Illustrative proposed use: Staff voluntarily answer an approved short question about their working week.

Who needs it
HR leads and participating staff
  1. HR approves a voluntary question
  2. Staff choose whether to respond
  3. HR reviews safe aggregate themes
What people do
HR checks privacy, interprets themes and leads agreed improvement actions with staff.
Result to verify
A sufficiently large group can receive an aggregate trend and an HR reviewed action plan.
Authority and limit
No individual sentiment score or automated employment decision; small groups are suppressed and sensitive disclosures follow a confidential human route.

Full UC19 requirements and acceptance criteria

UC20Track agreed staff commitmentsR2

People & everyday coordination

Illustrative proposed use: A manager forwards an authorized meeting note containing actions that need confirmed owners.

Who needs it
Employees and team managers
  1. Staff shares an approved source
  2. Assistant proposes actions and dates
  3. People accept and confirm completion
What people do
People accept assignments, set priorities, resolve ownership disputes and provide completion evidence.
Result to verify
A shared queue links accepted commitments to their source and shows what remains open.
Authority and limit
Start with proposed tasks and optional reminders; external follow ups need explicit communication permission.

Full UC20 requirements and acceptance criteria

UC21Review energy and water useR3

Property operations & sustainability

Illustrative proposed use: A facilities manager investigates an unusual overnight energy reading.

Who needs it
Facilities and sustainability managers
  1. Approved meter readings arrive
  2. Assistant flags a possible anomaly
  3. Facilities reviews an intervention
What people do
Facilities checks equipment limits and carries out approved work; sustainability and finance validate any reported savings.
Result to verify
A resource dashboard and intervention proposal show the baseline, uncertainty and observed follow up.
Authority and limit
Begin read only; equipment control needs separate engineering approval, safe limits and local override.

Full UC21 requirements and acceptance criteria

UC22Connect reliable operational dataF0

Knowledge, data & leadership

Illustrative proposed use: A steward connects the permitted reservation fields needed for the first release.

Who needs it
Data stewards and analysts
  1. Owner approves fields and purpose
  2. System checks and transforms feeds
  3. Steward publishes a trusted view
What people do
Domain owners approve data definitions and stewards resolve failed checks and source corrections.
Result to verify
A governed data view shows definitions, source lineage, freshness and any quality issue.
Authority and limit
F0 covers the first release slice; the hub cannot silently correct operational systems or call stale data current.

Full UC22 requirements and acceptance criteria

UC23Answer approved operational questionsR2

Knowledge, data & leadership

Illustrative proposed use: A manager asks how booking pickup compares with budget for an authorized property.

Who needs it
Analysts and managers
  1. Manager asks a defined question
  2. Controlled queries calculate the answer
  3. Manager reviews evidence and gaps
What people do
People clarify business definitions, review incomplete answers and decide what action to take.
Result to verify
An answer, chart or permitted export uses approved definitions and cites the supporting data.
Authority and limit
Read only with property and data access checks; no arbitrary database commands or invented joins.

Full UC23 requirements and acceptance criteria

UC24Find the current approved answerR1

Knowledge, data & leadership

Illustrative proposed use: A front office agent looks up the current breakfast policy for the correct property.

Who needs it
Employees and content owners
  1. Staff asks a scoped question
  2. Assistant retrieves approved content
  3. Staff reviews a cited answer
What people do
Content owners approve publication and corrections; staff review answers and raise gaps or conflicting policies.
Result to verify
A cited answer or draft shows current authorized guidance, with a review queue for improvements.
Authority and limit
Search is read only and publication needs a separate role; edited replies do not automatically become policy.

Full UC24 requirements and acceptance criteria

UC25Prepare a leadership reporting packR2

Knowledge, data & leadership

Illustrative proposed use: A finance leader prepares the monthly pack using an agreed cutoff and reporting template.

Who needs it
Finance leaders and executive assistants
  1. Reporting period reaches its cutoff
  2. Assistant drafts figures and commentary
  3. Owners validate and approve release
What people do
Owners validate figures and explanations and the authorized report owner checks the audience before release.
Result to verify
A versioned reporting pack links its figures and commentary to reproducible evidence.
Authority and limit
No automatic distribution to boards, lenders or investors; unverified explanations stay labelled as hypotheses.

Full UC25 requirements and acceptance criteria

UC26Compare possible operating decisionsR3

Knowledge, data & leadership

Illustrative proposed use: Leaders explore how later checkout might affect cleaning capacity.

Who needs it
Leaders and operational specialists
  1. Team defines a decision and baseline
  2. Model compares assumptions and ranges
  3. Experts assess the tradeoffs
What people do
Domain experts approve assumptions and judge plausibility; any chosen intervention follows normal operational approvals.
Result to verify
A modeled comparison shows possible outcomes, constraints and sensitivity to uncertain assumptions.
Authority and limit
A simulation is not a forecast guarantee and cannot change reservations, staffing, prices or equipment.

Full UC26 requirements and acceptance criteria

UC27Screen potential development sitesR2

Acquisition & development

Illustrative proposed use: An analyst reviews new site listings against an approved geographic and asset brief.

Who needs it
Development analysts and investment teams
  1. Permitted site records arrive
  2. Assistant organizes and ranks evidence
  3. Analyst qualifies the opportunity
What people do
Analysts verify ownership, planning and constraints; investment teams decide whether to commission further checks.
Result to verify
A ranked digest and evidence linked lead show fit, missing information and next review tasks.
Authority and limit
No owner contact, offer, bid, registration or financial commitment; screening does not replace professional due diligence.

Full UC27 requirements and acceptance criteria

UC28Review development project progressR2

Acquisition & development

Illustrative proposed use: A project director reviews a delayed update that conflicts with the approved budget and programme.

Who needs it
Project directors and project managers
  1. Owners submit project updates
  2. Assistant compares approved baselines
  3. Managers resolve gaps and risks
What people do
Project professionals verify status and risk; authorized officers approve any budget, variation or baseline change.
Result to verify
A review snapshot shows project evidence, exceptions and accountable follow up tasks.
Authority and limit
Initially read only with internal tasks; reported or photographed progress is not certified completion.

Full UC28 requirements and acceptance criteria

UC29Organize site progress photosR2

Acquisition & development

Illustrative proposed use: A site manager reviews weekly photos and discovers that a required viewpoint is missing.

Who needs it
Site managers and project directors
  1. Staff uploads permitted site photos
  2. Assistant groups views and flags gaps
  3. Site manager verifies the report
What people do
Site professionals confirm dates, investigate visible differences and approve the internal report.
Result to verify
A dated gallery and coverage report make missing evidence and comparable views easy to find.
Authority and limit
Photos certify no completion, safety or payment milestone; external publication needs separate approval.

Full UC29 requirements and acceptance criteria

UC30Find recurring guest experience issuesR2

Knowledge, data & leadership

Illustrative proposed use: A quality manager investigates repeated noise comments across permitted reviews and messages.

Who needs it
Quality managers, guest services and leaders
  1. Permitted feedback enters analysis
  2. Assistant suggests themes with uncertainty
  3. People review and assign improvements
What people do
People review complaints and sensitive cases, validate the interpretation and decide improvement work.
Result to verify
A theme dashboard and review queue show recurring issues with source coverage and uncertainty.
Authority and limit
Inferred sentiment is not surveyed satisfaction; negative cases get no automatic reply and compensation needs separate approval.

Full UC30 requirements and acceptance criteria

UC31Prepare updates on agreed objectivesR2

Knowledge, data & leadership

Illustrative proposed use: A department head submits evidence for a monthly objective and explains a changed target.

Who needs it
Department heads and executive support staff
  1. Reporting cycle requests owner updates
  2. Assistant checks evidence and changes
  3. Owners attest and reviewer approves
What people do
People set targets, verify progress, explain changes and approve the final update.
Result to verify
A versioned update pack distinguishes evidenced progress, changed definitions and missing submissions.
Authority and limit
Missing information stays unknown; no automatic target change, external distribution or individual performance assessment.

Full UC31 requirements and acceptance criteria

UC32Confirm a dining or activity bookingR2

Guest service & reservations

Illustrative proposed use: A guest chooses an available in house activity and asks staff to reserve a place.

Who needs it
Concierges, food and beverage staff and guest services
  1. Guest confirms the offered terms
  2. Staff approves a checked booking
  3. System reads back provider confirmation
What people do
People approve commitments, confirm provider arrangements and perform the service; staff reconcile uncertain booking outcomes.
Result to verify
The guest receives a reviewed confirmed reference or a clearly pending request with an owner.
Authority and limit
No implicit charge or deposit; paid commitments need UC36 and uncertain results must be checked before retrying.

Full UC32 requirements and acceptance criteria

UC33Answer availability and reservation questionsR1

Guest service & reservations

Illustrative proposed use: A guest asks about room availability and the status of an existing reservation.

Who needs it
Reservations agents and front office staff
  1. Agent verifies property and identity
  2. System retrieves permitted current facts
  3. Agent reviews and sends the answer
What people do
Staff check the complete draft, resolve unanswered items and approve the reply.
Result to verify
A reviewed draft gives permitted availability, indicative price, policy or status information with its query time.
Authority and limit
Read only with no booking, hold, change, cancellation or payment link; private status needs verified identity and excludes sensitive stay details.

Full UC33 requirements and acceptance criteria

UC34Review eligible changes or cancellationsR2

Guest service & reservations

Illustrative proposed use: A verified guest requests a permitted reservation change with no financial impact.

Who needs it
Reservations agents and front office staff
  1. Rules check identity and eligibility
  2. Staff approves the exact proposed change
  3. System rechecks, writes and reads back
What people do
Staff approve both the specific change and reply and handle exceptions or uncertain results.
Result to verify
An approved change is confirmed only after the actual reservation state has been checked.
Authority and limit
Separate write permission, approved eligibility and zero financial impact are required; any price change blocks execution and acceptance is unresolved.

Full UC34 requirements and acceptance criteria

UC35Create an approved new reservationR3

Guest service & reservations

Illustrative proposed use: A guest accepts a checked offer and explicitly asks the reservations team to book.

Who needs it
Reservations teams and commercial operations staff
  1. Guest accepts complete booking terms
  2. Staff approves a revalidated proposal
  3. System creates once and reads back
What people do
Staff approve the booking commitment, resolve commercial exceptions and review the confirmation.
Result to verify
A reservation is reported as confirmed or pending according to the actual source system result.
Authority and limit
A separately gated R3 proposal requiring booking rights and mature write controls; enquiries grant no booking or hold authority.

Full UC35 requirements and acceptance criteria

UC36Request payment through an approved providerR3

Guest service & reservations

Illustrative proposed use: Finance approves a payment request for a defined reservation amount and the guest pays through the provider.

Who needs it
Finance and reservations staff and guests
  1. Staff approves purpose and amount
  2. Guest uses a hosted provider link
  3. System verifies status and reconciliation
What people do
Finance controls requests and exceptions; the guest authorizes payment in the provider interface.
Result to verify
A tracked payment request shows a verified provider result and reconciliation status.
Authority and limit
A separately gated R3 proposal for hosted links only; no card details in messages and no capture, refund or bank changes.

Full UC36 requirements and acceptance criteria

What the stage codes mean

F0 is the shared foundation. R1 is the proposed first release. R2 and R3 are later modules with their own readiness and acceptance gates. Codes do not establish delivered capability.

39 additional candidate families

Historical candidates are unprioritized, proposed and unvalidated. They are separate from the canonical workflow count.

Candidate title, department and authority boundary
IDCandidateDepartmentBoundary
C01Digital arrival and mobile keysFront officeIdentity verification, lock hardware and native check in approvals; no automatic access credential issuance in this draft.
C02Departure folio review and split billingFront office and financeAuthoritative folio, verified identity, billing permissions and dispute ownership; financial adjustments need explicit authority.
C03Secure guest castingIT and guest servicesDevice pairing and automatic credential/session cleanup; primarily vendor integration rather than an AI differentiator.
C04Sold out date waiting listsReservationsOpt in contact, queue fairness and live inventory recheck; a notification is not a hold.
C05Room move coordinationOperationsRoom readiness and guest consent, baggage/privacy controls and coordinated PMS updates.
C06Corporate and group self serviceSales and reservationsAccount authentication, negotiated rates, rooming list access and complex billing; requires a separate commercial workflow.
C07Digital food orderingFood and beveragePOS/KDS acceptance, allergens and delivery ownership; payment is a separately approved stage.
C08Guest surveys and review managementQuality and marketingValid survey design, platform terms and human response ownership. Historical selective positive review solicitation is not adopted; avoid review gating.
C09Gift card administrationFinance and marketingIssuer liability, balances, redemption and fraud controls; no automatic issuance or value movement.
C10Employee access lifecycleHR and ITAuthoritative hire/leaver events, reversible provisioning and verified deactivation; access actions require independent controls.
C11Workforce schedulingHR and operationsAvailability, skills and approved employment/roster constraints; managers publish schedules, with worker consultation.
C12Chargeback evidence preparationFinanceVerified evidence sources, deadlines and human submission approval; risk controls and representment need provider integration.
C13Maintenance parts and housekeeping suppliesProcurement and operationsStock units, lead times, usage history and buyer approval; start with draft orders.
C14Coaching training and recognitionHR and managersTransparent purpose and human review; no individual decisions based solely on automated scores or guest sentiment.
C15Receivables and collectionsFinanceCredit policy, aged ledger reconciliation and approved contact rules; no autonomous dunning or credit decision.
C16Supplier payment batchesFinanceSegregated payment approval, verified supplier bank records and bank controls; separate from UC17 invoice approval.
C17Paid media and incrementalityMarketingSpend limits, audience permission, experiment design and approved campaign controls; ad platform setup is a dependency.
C18Commercial inventory and ancillary recommendationsRevenueComparable net contribution, channel rights and source readback; automated pricing or closure needs separate authority.
C19Corporate rate synchronizationRevenue and salesContractual rate source, code ownership and safe rollback/reconciliation; no silent overwriting of live rates.
C20Group lead triage and displacement analysisSales and revenueQualified enquiry, CRM ownership and validated displacement model; final quotes and commitments stay with staff.
C21Sales proposal preparationSalesApproved offer templates, versioning and authorized signatory; drafting cannot bind the operator.
C22Fit out procurement coordinationDevelopment and procurementApproved specifications, budget and supplier authority; software assists coordination without approving expenditure.
C23Software license and IT asset intelligenceIT and financeReliable inventory and usage, renewal ownership and human decisions; no automatic license cancellation or device disable.
C24Data rights request coordinationPrivacy and ITVerified requester, source coverage, retention exceptions and privacy owner review; no automatic deletion across systems.
C25Document and contractor evidence expiryCompliance and developmentQualified reviewers define required evidence and dates. OCR flags missing/expired documents; it cannot certify coverage or legal compliance.
C26Property opening and ramp upOpenings operations and commercialStage gates, dependencies and accountable readiness checks; a checklist does not prove a property is safe or ready.
C27Operational incident and compliance recordsSafety operations and facilitiesA qualified owner must define severity, emergency routes and required inspection evidence; no AI certification or replacement of emergency systems.
C28Month end close coordinationFinanceApproved close checklist, period locks and controller sign off; automation cannot bypass accounting controls.
C29Intercompany consolidationFinanceEntity/currency policies, reconciled balances and approved adjustments; jurisdictional accounting validation required.
C30Fixed asset and capital trackingFinance and developmentAsset register, depreciation policy and authorized capital approvals; native accounting system remains authoritative.
C31Expense reviewFinance and employeesApproved expense policy, evidence and separation of duties; reimbursement is a separate financial action.
C32Tax mapping and reporting assistanceFinanceQualified tax owner, approved jurisdiction/version rules and native filing controls; no automated legal compliance assertion or filing.
C33Financial control evidenceFinance and assuranceControl matrix, evidence sampling and independent reviewer; automated checks do not constitute an audit opinion.
C34Occupancy and demand forecastingRevenueHistorical coverage, forecast horizon and reference baseline; measure error before using in commercial decisions.
C35Labor and revenue analysisOperations HR and financeAligned business date, roster/pay data permission and consistent revenue definitions; no automatic staffing cuts.
C36Channel contribution and paceRevenue and financeCommission/cost completeness, comparable periods and attribution; recommendations begin read only.
C37Loyalty programme operationsMarketing and financeGuest consent, reward liability and transparent eligibility; no assumed enrollment or automatic points/value changes.
C38Promotion abuse reviewRevenue and securityValidated risk signals, fair review and appeal; automatic code revocation needs separately approved rules.
C39Overbooking and relocation planningReservations and duty managementVerified availability, commercial agreements and guest communication ownership; staff approve relocation and any spend.

Complete original catalogue data

Slide evidence

Sources behind the pitch

Source material is the cleared product definition, covered market model and competitive landscape. Dates, scenario assumptions and evidence limits remain in the detailed reports.

  1. Guest service depends on back office coordination
    Product and buyer
  2. Connect hotel systems through shared services
    Architecture and system authority
  3. Guest conversations
    Property questions and conversations Multilingual voice notes Call handling and handover Reservation and availability enquiries
  4. Guest service and experiences
    Service requests and updates Lost item returns Local itineraries Personalized stay preparation
  5. Guest bookings and payment requests
    Dining and activity bookings Eligible changes and cancellations Approved room bookings Hosted payment requests
  6. Rooms, food and service quality
    Food demand and stock Housekeeping and maintenance plans Room cleaning quality checks Guest feedback and recurring issues
  7. Commercial and event operations
    Campaign preparation Market demand insights Event layouts and setup Rate and parity checks
  8. Finance and resource use
    Payment settlement reconciliation Supplier invoice approval Guest ledger reconciliation Resource use and intervention proposals
  9. People, identity and shared knowledge
    Guest profile linking Voluntary staff feedback Staff commitments and reminders Approved knowledge and corrections
  10. Governed data and cross system answers
    Governed data connections Cross system questions
  11. Leadership reporting and scenarios
    Leadership reporting packs Operating decision scenarios Evidenced objective updates
  12. Acquisition and development
    Development site screening Development oversight Site photo evidence
  13. An extra night changes reservations and room work
    Reservation enquiries Change authority Housekeeping plan
  14. From supplier invoice to an approved accounting draft
    Supplier invoice requirements
  15. Measure completed work and total operating cost
    Measurement and total cost
  16. Base annual software scenario: USD 262m
    Market model and assumptions
  17. Compete against complete hospitality workflows
    Named alternatives and coverage
  18. Start with a bounded guest service release
    Sequence and evidence Operating ownership
  19. Agree the first operating validation
    Participation decisions

Public vendor examples retain their attribution and deployment limits in the landscape report. Vendor reported outcomes are not independently verified results or benefits of this proposed product. Published company revenue is separate from category software opportunity.

Detailed reports and models

Full supporting material

The source reports are preserved copies. Their original draft labels and typography remain unchanged. The two portable landscape links retain the transformation already recorded for the reviewed bundle. External citations require internet. Local pitch and reference files work after extracting the complete bundle.