Commissioned Research
Top 12 Best Hotel Guest Experience Software of 2026

GITNUXSOFTWARE ADVICE

Tourism Hospitality

Top 12 Best Hotel Guest Experience Software of 2026

Compare hotel guest experience software options for hotel teams, covering key features and tradeoffs in a practical shortlist of tools.

20 min readUpdated Editorially scoped research
How we ranked these tools
01Editorial Scope

Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.

02Source Research

Search agents gather the source set and the review record, including transcriptions of video reviews and podcasts.

Read our full methodology →

Framework: Features 40% · Ease 30% · Value 30%

Gitnux may earn a commission through links on this page — this does not influence rankings. Editorial policy

Hotel operators and technical evaluators use guest experience software to automate the guest journey, unify messaging, and route feedback into actionable workflows. This comparison helps teams weigh integration depth and configuration effort against operational goals like mobile check-in, upsells, survey capture, and reputation response handling in one guest data model.

Canary Technologies is the best pick for hotels that need routed guest conversations with clear operational ownership, since request replies stay accountable to current work status across departments, whereas Hotelhero fits mid-size teams that want simpler inbox-based routing with tracked resolution steps in one thread.

Editor’s top 3 picks

Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.

Editor pick
1

Canary Technologies

Request routing ties guest messages to operational ownership so every reply reflects the work status.

Best for: Fits when hotels need routed guest conversations with staff ownership across departments.

2

Hotelhero

Editor pick

Request-to-department routing with tracked resolution steps tied to a single guest conversation reduces handoff errors.

Best for: Fits when mid-size hotels need routed guest request workflows with one inbox for staff coordination.

3

TrustYou

Editor pick

Review and reputation response management tied to sentiment trend reporting across a hotel group.

Best for: Fits when hotel groups need governed review response operations and reputation trend reporting.

Comparison Table

1
enterprise
9.4/10
Overall
2
8.7/10
Overall
3
enterprise
8.6/10
Overall
4
8.5/10
Overall
5
API-first
8.3/10
Overall
6
vertical specialist
7.7/10
Overall
7
enterprise
7.5/10
Overall
8
7.0/10
Overall
9
vertical specialist
6.8/10
Overall
10
enterprise
6.5/10
Overall
11
SMB
6.2/10
Overall
12
5.7/10
Overall
#1

Canary Technologies

enterprise

Hotel guest management software covering digital check-in, upsells, messaging, and payments.

9.4/10
Overall
Features9.4/10
Ease of Use9.3/10
Value9.5/10
Standout feature

Request routing ties guest messages to operational ownership so every reply reflects the work status.

Canary Technologies is a guest messaging and service-request workflow system built around routing rules and shared conversation context. The unified guest inbox model supports closed-loop handling so request updates stay attached to the original guest interaction. Multilingual messaging and automated translation reduce friction for international guests that require faster response cycles. Integration depth is strongest where the property needs staff workflows tied to operational ownership rather than only outbound broadcasts.

A key tradeoff is that request routing quality depends on how well staff roles and operational ownership are defined before launch. Properties that already have mature housekeeping task integration often see faster time-to-value because routing can map directly to the teams that complete work. A strong usage situation is handling peak in-stay volume when guest questions and service requests arrive across channels and must be triaged with consistent SLAs.

Pros
  • +Unified guest inbox keeps request context attached to every update
  • +Request routing turns guest messages into accountable operational work
  • +Workflow automation supports pre-arrival engagement and in-stay handling
  • +Multilingual messaging reduces turnaround time for guest questions
Cons
  • –Routing rules require governance to avoid misrouted service requests
  • –Deeper PMS or CRM synchronization depends on available connectors
  • –Automation logic can become complex without a documented ownership map
  • –Mobile touchpoints may require additional integration effort
Use scenarios
  • Front office operations teams

    Triage messages during peak check-in

    Lower response-time variance across shifts

  • Guest experience managers

    Standardize pre-arrival outreach

    More consistent arrival information

Show 2 more scenarios
  • Multilingual guest support teams

    Handle international questions at scale

    Faster comprehension and resolution

    Multilingual messaging and translation keep guest-facing replies readable across languages.

  • Service recovery coordinators

    Close the loop on complaints

    More traceable recovery outcomes

    Conversation-linked updates support consistent follow-up from acknowledgment to resolution.

Best for: Fits when hotels need routed guest conversations with staff ownership across departments.

#2

Hotelhero

SMB

Digital guest journey platform for hotels with mobile check-in and messaging.

8.7/10
Overall
Features8.7/10
Ease of Use8.7/10
Value8.7/10
Standout feature

Request-to-department routing with tracked resolution steps tied to a single guest conversation reduces handoff errors.

Hotelhero is positioned as a hotel guest experience workflow system where staff respond inside one place for each guest context. Core capabilities include guest messaging, request routing to the correct department, and configurable follow-up steps after a request is completed. Admin controls support team workflows through assignment rules and role-based access so operations managers can control who can view and act on specific conversations.

The main tradeoff is that departments still need disciplined setup of routing rules and service categories to keep conversations from misrouting. Hotelhero fits teams that already run structured request types and want automation around in-stay handling and post-stay feedback.

Pros
  • +Unified guest inbox keeps requests and replies in one thread
  • +Configurable routing rules send tickets to the right department
  • +Operational controls cover assignments and role-based access
  • +Workflow steps support tracked resolution and consistent follow-up
Cons
  • –Strong setup dependency to define categories, routing, and escalation paths
  • –Limited depth in guest-facing automation if front desk needs custom logic
  • –Multichannel mapping can require process alignment across departments
Use scenarios
  • Front desk managers

    Route late check-in requests quickly

    Faster response and fewer escalations

  • Guest services teams

    Handle maintenance issues during stay

    Cleaner handoffs between departments

Show 2 more scenarios
  • Customer experience leaders

    Run service recovery after complaints

    Consistent resolution documentation

    Track the request lifecycle from acknowledgment to closure so recovery actions are auditable.

  • Operations coordinators

    Standardize post-stay follow-ups

    Higher completion rate on follow-ups

    Apply workflow steps to collect feedback and close loops after the stay ends.

Best for: Fits when mid-size hotels need routed guest request workflows with one inbox for staff coordination.

#3

TrustYou

enterprise

Hotel guest feedback and reputation software for surveys, reviews, and experience analytics.

8.6/10
Overall
Features8.6/10
Ease of Use8.6/10
Value8.6/10
Standout feature

Review and reputation response management tied to sentiment trend reporting across a hotel group.

TrustYou works best when hotel groups need a governed process for collecting post-stay feedback and online reviews into repeatable reporting. It supports review management workflows that help coordinate what gets answered, who answers it, and how properties monitor outcomes after service recovery actions. The value concentrates around reputation measurement, response handling, and cross-property visibility rather than replacing core guest messaging channels.

A tradeoff appears in organizations that require deep in-stay service request automation and routing directly inside guest messaging. TrustYou fits when teams already run messaging, check-in, and request intake through other systems and want a dedicated layer for feedback intake, sentiment reporting, and response operations.

Pros
  • +Centralizes review and survey signals for structured response workflows
  • +Group reporting improves visibility across multiple properties
  • +Response management supports repeatable service recovery operations
  • +Sentiment and reputation tracking supports continuous improvement cycles
Cons
  • –Less direct for in-stay request routing and guest messaging orchestration
  • –Governance needs defined ownership to keep response workflows consistent
  • –Integration depth depends on existing review and survey sources
  • –Reporting setup takes time to match reporting needs to property structure
Use scenarios
  • Guest experience operations teams

    Coordinate review replies and tracking

    Faster, consistent service recovery actions

  • Multi-property hotel groups

    Standardize reputation reporting across assets

    Clearer improvement priorities by property

Show 1 more scenario
  • Brand quality managers

    Diagnose service issues from feedback trends

    Lower recurrence of key complaints

    Quality teams analyze recurring themes in reviews and survey results to target training and process changes.

Best for: Fits when hotel groups need governed review response operations and reputation trend reporting.

#4

HotelFriend

SMB

All-in-one guest experience and hotel management software with booking and upselling modules.

8.5/10
Overall
Features8.5/10
Ease of Use8.5/10
Value8.5/10
Standout feature

Workflow routing with closure tracking turns guest conversations into assigned, resolved operational tasks.

HotelFriend functions as a hotel guest experience platform that connects booking details to in-stay communication across the guest journey. It supports automated pre-arrival and on-property messaging so staff can respond to needs with less manual coordination. It also centralizes guest interactions to help hotels maintain consistent service across multiple channels.

Pros
  • +Unified guest inbox that consolidates requests and replies in one place
  • +Message automation reduces manual follow-ups for common requests
  • +Workflow routing helps assign guest requests to the right team
  • +Multilingual messaging supports consistent responses across guest languages
Cons
  • –Deeper PMS and CRS automation coverage can require integration work
  • –Governance tools for multi-property access control are less granular than leaders
  • –Reporting focuses more on conversation outcomes than operational SLAs
  • –Complex request taxonomies can take time to set up consistently

Best for: Fits when mid-market hotels need workflow-driven guest messaging with routing and closure tracking.

#5

HiJiffy

API-first

Conversational guest communication software for hotel websites, messaging channels, and automation.

8.3/10
Overall
Features8.3/10
Ease of Use8.3/10
Value8.3/10
Standout feature

Request routing with task follow-ups based on conversation intent, so staff handoffs keep continuity without re-entering details.

HiJiffy focuses on guest messaging and digital concierge workflows tied to reservations, from pre-arrival to in-stay requests. The system centers on a unified guest inbox so staff can triage conversations, route requests, and respond within defined service windows.

Pros
  • +Unified guest inbox keeps all pre-arrival and in-stay conversations in one thread
  • +Multilingual messaging includes automated translation for guest-facing responses
  • +Request routing turns guest intents into actionable handoffs to staff teams
  • +Automation supports follow-up tasks to close the loop on service requests
Cons
  • –Deeper property system coverage depends on integration depth with the PMS
  • –Complex workflow changes require careful configuration of routing rules
  • –High-volume deployments need governance to keep response templates consistent
  • –Feature coverage is stronger for messaging flows than for review management suites

Best for: Fits when a hotel needs guided guest messaging, routed requests, and multilingual concierge support across stays.

#6

Respage

vertical specialist

Guest communication and reputation management platform offering messaging, surveys, and review responses.

7.7/10
Overall
Features7.7/10
Ease of Use7.7/10
Value7.7/10
Standout feature

Workflow-driven request routing that maps guest messages into staff operations tasks within the same flow.

Respage manages guest communications across the full stay using an automated guest messaging workflow and a property operations layer. It focuses on request handling by routing inbound guest issues into staff-visible tasks for faster follow-up.

Pros
  • +Request workflows turn guest messages into trackable staff tasks
  • +Multilingual messaging supports consistent guest replies across languages
  • +Automation reduces manual follow-up on common in-stay requests
  • +Guest communication history supports continuity across multiple contacts
Cons
  • –Deep property integration depends on the setup choices made for ops systems
  • –Complex routing rules require careful configuration to prevent misassignment
  • –Coverage of kiosk and keyless integration is limited without added connections
  • –Reporting for multi-property rollups can feel thin for large portfolios

Best for: Fits when a property needs guided messaging and task routing for in-stay requests without custom development.

#7

Kipsu

enterprise

Real-time guest communication platform via text and social messaging.

7.5/10
Overall
Features7.5/10
Ease of Use7.5/10
Value7.5/10
Standout feature

Workflow-driven request tracking with assignment rules that keep guest conversations tied to operational ownership.

Kipsu focuses on workflow-style guest communication and internal routing rather than a basic inbox. It tracks guest request lifecycles with statuses, assignments, and threaded history so staff can continue work without losing context.

Pros
  • +Ticket statuses and assignments map well to daily guest request workflows
  • +Conversation threads preserve context across staff handoffs
  • +Automation rules support consistent routing and follow-up behavior
  • +Integrations reduce manual duplication between guest channels and operations
Cons
  • –Omnichannel coverage depends on which channel connections are enabled
  • –Advanced governance controls can require careful process design

Best for: Fits when a hotel needs routed request workflows with tracked ownership across shifts.

#8

GuestRevu

SMB

Guest feedback and online reputation management software for hospitality.

7.0/10
Overall
Features7.0/10
Ease of Use7.0/10
Value7.0/10
Standout feature

Closed-loop service recovery ties guest issues to tracked resolution and follow-up status inside the guest communication workflow.

GuestRevu targets the hotel guest experience with a service-recovery and feedback workflow that focuses on closing the loop after issues are reported. It centers on guest messaging and review management tied to stay context, so responses can be routed to the right teams and tracked to resolution.

Pros
  • +Service-recovery workflow ties responses to a stay and a tracked outcome
  • +Unified guest inbox reduces context switching between requests and feedback
  • +Review management connects sentiment signals to internal follow-up tasks
  • +Configurable routing supports different operational responsibilities across teams
Cons
  • –Advanced automation requires careful setup of request categories and routing rules
  • –Omnichannel coverage depends on which messaging channels are connected per property
  • –Complex multi-property reporting can be slow to assemble without a consistent tagging approach
  • –Deep room-level workflows often require additional integration work

Best for: Fits when mid-size hotels need a managed service-recovery and feedback loop tied to guest conversations.

#9

CANIAS

vertical specialist

Hotel guest experience and messaging platform targeting Latin American hospitality markets.

6.8/10
Overall
Features6.8/10
Ease of Use6.8/10
Value6.8/10
Standout feature

Request and messaging state are managed together so guest-visible updates follow completed staff actions.

CANIAS runs guest messaging and request handling workflows that connect staff actions to guest-facing updates across a property. The system maps interactions into a structured guest journey so teams can track what was requested, what was done, and what the guest sees next.

Pros
  • +Guest messaging tied to task state reduces missed follow-through
  • +Operational workflow routing supports consistent in-stay handling
  • +Omnichannel contact coverage supports a unified guest conversation
  • +Integration options support coordination with hotel core systems
Cons
  • –Effective setup depends on mapping workflows to staff roles
  • –Advanced routing rules can add complexity for multi-department use

Best for: Fits when hotel teams need one operational loop tying guest messages to request resolution across departments.

#10

Revinate

enterprise

Hotel guest data and marketing software for personalized communications, surveys, and retention.

6.5/10
Overall
Features6.5/10
Ease of Use6.5/10
Value6.5/10
Standout feature

Operational service recovery around review management with response tracking and action visibility by property.

Revinate is strongest when the hotel needs a closed-loop process for reviews and guest feedback across properties. The workflow emphasis centers on routing feedback, drafting responses, and tracking whether service recovery actions were followed through. Integration depth matters here because Revinate value depends on pulling guest and stay context into consistent profiles.

Pros
  • +Review response workflow with tracking of follow-up actions
  • +Automation supports consistent guest messaging at key post-stay points
  • +Multi-property visibility helps spot patterns across locations
  • +Configuration supports role-based response governance for teams
Cons
  • –In-stay service request routing is not its primary workflow
  • –Requires integration discipline to keep guest context consistent
  • –Setup complexity rises with multilingual response and localization
  • –Omnichannel coverage depends on connected systems availability
Use scenarios
  • Guest experience leaders

    Reduce negative feedback impact after stays

    Faster recovery and fewer repeat issues

  • Revenue and brand teams

    Coordinate consistent guest messaging

    More consistent brand outcomes

Show 2 more scenarios
  • Operations managers

    Turn feedback into service actions

    Better closure on reopened complaints

    Use feedback context to trigger internal follow-up steps for recurring service failures.

  • Multi-property customer experience teams

    Spot performance patterns by location

    Higher accountability by segment

    Compare guest sentiment signals across properties to identify operational gaps and prioritize fixes.

Best for: Fits when hotels need review-to-recovery workflows with controlled, measurable guest responses.

#11

Akia

SMB

Guest messaging and contactless engagement platform for hotels.

6.2/10
Overall
Features6.2/10
Ease of Use6.3/10
Value6.1/10
Standout feature

Task-based request routing tied to a shared guest profile for consistent follow-up across departments.

Akia focuses on guest experience workflows that combine a property-wide guest profile with targeted guest messaging and coordinated follow-ups. The workflow model centers on turning incoming guest interactions into routed tasks that staff teams can close and document per stay. Akia’s admin layer supports permissioning and operational controls needed to manage multi-team message handling and response responsibilities.

Pros
  • +Workflow-driven routing turns guest requests into assignable tasks
  • +Central guest profile supports consistent messaging across teams
  • +Operational controls support multi-role message ownership
  • +Closed-loop tracking supports service recovery after contact
Cons
  • –Deep workflow configuration takes time for first properties
  • –Omnichannel depth depends on connected messaging endpoints
  • –Some integrations require careful mapping to property identifiers
  • –Reporting breadth is narrower than dedicated reputation suites

Best for: Fits when hotels need request-to-response workflows tied to a unified guest profile across pre-arrival and in-stay teams.

#12

Oracle Hospitality OPERA Cloud

enterprise

Cloud-native hotel management platform with integrated guest experience and profile modules.

5.7/10
Overall
Features5.7/10
Ease of Use5.7/10
Value5.7/10
Standout feature

In-stay service request routing that remains consistent with Oracle OPERA operational workflow states.

Oracle Hospitality OPERA Cloud is best suited for properties that already run Oracle OPERA workflows and want guest experience orchestration tied to those operational records. Its guest-facing layer focuses on digital service and request handling that follows the property’s operational processes rather than running as a separate system.

Pros
  • +Tight operational alignment with Oracle hospitality workflows and status changes
  • +Guest requests can route into operations using the same underlying service logic
  • +Admin controls support role separation for hospitality teams
  • +Automation uses real stay context to drive consistent in-stay communications
Cons
  • –Guest experience setup often depends on configuration across multiple operational modules
  • –Messaging experience coverage may lag stand-alone consumer digital concierge tools
  • –Customization beyond Oracle-supported integrations can require vendor services
  • –Reporting depth can be constrained when properties send data through limited integration paths

Best for: Fits when a hotel group needs guest request orchestration tightly synced with Oracle OPERA operations.

Conclusion

After evaluating 12 hotel guest experience software, Canary Technologies stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.

Our Top Pick
Canary Technologies

Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.

Frequently Asked Questions About Hotel Guest Experience Software

Which tools offer guest messaging tied to request routing with tracked closure steps?
Hotelhero routes guest requests to departments and records configurable follow-up steps after completion. Kipsu keeps threaded request status and assignment history so staff can update outcomes without losing context. HotelFriend also pairs a unified inbox with workflow routing and closure tracking across pre-arrival, in-stay, and post-stay conversations.
How do Hotelhero, Revinate, and TrustYou handle cross-channel context without creating separate workflows?
Hotelhero keeps messaging and resolution steps attached to a single guest conversation as requests move between teams. Revinate centers on review and service recovery governance, so response drafting and action tracking stay connected to feedback routing instead of in-stay request automation. TrustYou consolidates review and survey signals into one actionable view and then supports routed responses with context for improvement work over time.
What integrations and APIs matter most when hotels need property system synchronization?
Oracle Hospitality OPERA Cloud is designed for integration with Oracle OPERA operational records, so guest-facing request handling reflects the same workflow states. Revinate’s value depends on pulling guest and stay context into consistent profiles so feedback routing aligns with the right history. CANIAS and Respage both emphasize integration choices that keep messaging, task states, and guest records linked across the journey, which affects how reliably routing stays synchronized.
How is role-based access and administration handled for multi-department teams?
Hotelhero uses role-based access controls and assignment rules so operations managers control which teams can view and act on specific conversations. Akia provides an admin layer with permissioning and operational controls for multi-team message handling and response responsibilities. Kipsu supports workflow-style ownership through assignment and status handling so shift teams can continue requests with the right visibility.
What is the main setup tradeoff when guest request routing depends on staff ownership definitions?
Canary Technologies routes requests based on shared conversation context, but routing quality depends on how staff roles and operational ownership are defined before launch. Hotelhero also requires disciplined configuration of routing rules and service categories to prevent misrouting. Akia and Kipsu both reduce repeat work by routing to the right team, but both still depend on clean category and assignment design to avoid fragmented task ownership.
What breaks if a hotel cannot map its existing guest data into the software data model?
Revinate’s closed-loop review response workflow depends on accurate guest and stay context, so missing history can cause responses to route without the right service-recovery linkage. Oracle Hospitality OPERA Cloud relies on Oracle OPERA workflow states for consistent orchestration, so incomplete operational mapping can desync request statuses from front-desk reality. Respage and CANIAS both tie guest records to request handling, so weak linkage can leave tasks disconnected from what the guest sees next.
Which tools support multilingual guest communication without forcing manual rewrite for every language?
HiJiffy includes multilingual guest messaging with automated translation tied to conversation context so staff avoid re-typing repeat requests. Canary Technologies also uses multilingual messaging and automated translation to reduce response-cycle delays for international guests. HotelFriend and Respage both support multilingual messaging so teams can answer guests across channels with consistent templates and workflow rules.
How do guest request lifecycles get handled across shift changes and peak in-stay volume?
Kipsu tracks request lifecycle stages with threaded history and assignments so the next shift continues work without re-entering details. Canary Technologies supports routed guest conversations with closed-loop handling so updates remain attached to the original interaction during high volume. Hotelhero and Akia both add structured follow-up steps or routed tasks, which reduces handoff gaps when multiple teams process incoming requests.
When does a hotel need message routing for in-stay service requests versus a feedback-first workflow?
Oracle Hospitality OPERA Cloud and Hotelhero focus on in-stay service request orchestration tied to operational workflows, which suits hotels that want request resolution inside existing back-office processes. Revinate fits teams that already manage surveys or review collection and need governance for drafting responses and tracking service recovery actions. TrustYou targets cross-source reputation reporting and routed review responses tied to sentiment trends, which suits hotel groups that want reputation operations integrated with improvement work.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Hotel Guest Experience Software

Hotel guest experience software options differ most in how they handle the guest journey end to end—especially whether the experience data stays connected across touchpoints. We look at integration depth and API automation surface to see if systems actually keep the workflow and responses consistent.

Journey coverage across stay phases

Why it matters

Journey coverage across stay phases determines whether guests see one continuous experience before, during, and after the stay. Gaps here create duplicated requests and inconsistent information.

How to check

Ask for a demo flow that starts before arrival, continues through in-stay requests, and ends with post-stay follow-up. Confirm which actions trigger which messages and where the guest history is visible to staff.

Guest identity and context retention

Why it matters

Guest identity and context retention matters because staff need the same guest details when resolving requests or recovering issues. Without it, the team re-collects information and responds with mismatched context.

How to check

Run a sample request from a demo guest, then open the same guest view later from a different screen or role. Check whether key context (request history, preferences, and timestamps) is retained without manual re-entry.

Request routing and automation controls

Why it matters

Request routing and automation controls affect response consistency when multiple channels are in use. Good automation reduces misroutes while still giving staff override options for exceptions.

How to check

Create two different request types in the demo and show where they land. Ask how rules are configured, how staff override routing, and what happens when no rule matches.

Integration depth with ops systems

Why it matters

Integration depth determines whether the guest experience reflects live operational reality. When it’s shallow, staff work from stale status and guests get delayed or conflicting updates.

How to check

Ask the vendor to show how stay status changes affect the guest experience workflow. In the demo, change a stay state in an external system and watch what updates inside the software and how quickly.

RBAC and audit log visibility

Why it matters

RBAC and audit log visibility controls who can act on guest communications and who can change workflows. This matters for accountability when many hotel roles touch the guest journey.

How to check

On a demo, switch roles (manager, operator, agent) and try to access configuration and message drafts. Check whether changes and message events appear in an audit log with clear timestamps and actors.

Message and request throughput handling

Why it matters

Message and request throughput handling impacts whether peak periods stay organized. When throughput is weak, guests see delays and staff see backlogs that slow resolution.

How to check

Ask for a peak-day scenario simulation (for example, multiple simultaneous requests from one booking). Observe queue behavior, ordering, and whether staff can quickly filter by priority and status.

Red flags

  • Guest journey tools act like separate modules with missing handoffs between phases
  • Staff must manually re-enter guest details after switching screens or roles
  • Role-based controls or audit trails are limited to basic visibility without change history

Fit by situation

  • If we run a multi-property operation and need consistent experiences across roles, prioritize RBAC and audit log visibility.
  • If guests contact us at different points during the stay and we want one continuous thread, prioritize guest identity and context retention.
  • If we see lots of simultaneous requests during busy periods, prioritize message and request throughput handling.
Commissioned Research

Funding and competing interests

This study was co-funded by several of the vendors assessed in it. No single vendor funded it. Funders could propose the market studied.

They had no role in selecting vendors, setting or weighting criteria, analysing data or drawing conclusions, and they received the same factual-accuracy check as every other vendor assessed.

Market definition, inclusion rules and criteria weights were fixed by an editor before research began and did not change afterwards. Editorial process →

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