Commissioned Research
Top 9 Best Motorcycle Inventory Software of 2026

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Consumer Retail

Top 9 Best Motorcycle Inventory Software of 2026

Compare motorcycle inventory software options for tracking parts, orders, and stock across workflows. Includes tools like ZiiDMS for purchasing teams.

19 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

Motorcycle dealers and inventory managers use DMS and inventory merchandising software to keep unit accuracy, pricing, and dealer operations aligned across sales, service, and accounting. This comparison helps teams weigh integration depth and configuration needs, including how each platform structures inventory data, supports website and eCommerce publishing, and manages permissions and audit trails for day-to-day throughput.

ZiiDMS is the best pick for motorcycle dealers that need VIN-based unit records feeding both website and classified listings without manual re-entry, since it keeps identity and status consistent across channels, whereas Frazer DMS fits teams that want a single VIN-first unit lifecycle with configurable status workflow.

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

ZiiDMS

VIN-based unit records that carry vehicle history and status into both website and classified inventory feeds.

Best for: Fits when dealers need VIN-driven unit records and multi-channel feed accuracy without spreadsheet work.

2

Frazer DMS

Editor pick

VIN-first unit record management ties status, stock numbering, and merchandising metadata to a single unit identity.

Best for: Fits when dealership teams need VIN-centered unit lifecycle control and feed-based inventory publishing.

3

DX1

Editor pick

VIN-based unit records tied to merchandising fields and photo workflows for faster, less error-prone unit updates.

Best for: Fits when motorcycle dealers need VIN-driven unit records and reliable listing feeds for inventory publishing.

Comparison Table

1
ZiiDMSBest overall
vertical specialist
9.3/10
Overall
2
8.7/10
Overall
3
vertical specialist
8.6/10
Overall
4
8.4/10
Overall
5
8.0/10
Overall
6
vertical specialist
7.8/10
Overall
7
vertical specialist
7.5/10
Overall
8
vertical specialist
7.3/10
Overall
9
vertical specialist
6.8/10
Overall
#1

ZiiDMS

vertical specialist

Cloud dealer management software for powersports businesses with inventory, point of sale, service, and accounting workflows.

9.3/10
Overall
Features9.3/10
Ease of Use9.5/10
Value9.1/10
Standout feature

VIN-based unit records that carry vehicle history and status into both website and classified inventory feeds.

ZiiDMS centers on VIN-based unit records that carry identification data, merchandising assets, and status fields through acquisition and inventory maintenance workflows. The system includes floorplan status tracking and title status and lienholder fields so finance and legal states stay attached to the unit. Inventory export support targets both website inventory feeds and classified marketplace feeds for multi-channel consistency.

A common tradeoff is that feed accuracy depends on disciplined unit data entry, because VIN-based records drive listing output. ZiiDMS fits best for dealerships that already standardize inbound intake and want automation from unit records into published inventory listings.

Pros
  • +VIN-based unit records keep identity, status, and listings aligned
  • +Website and classified feeds reduce manual re-entry across channels
  • +Floorplan status fields support finance-ready inventory visibility
  • +Unit-level vehicle history tracking supports pre-sale screening
Cons
  • –Feed output quality depends on consistent intake data hygiene
  • –Advanced automation often requires workflow setup by an administrator
  • –Integration depth beyond feeds can require partner tooling
  • –Bulk updates can feel slower than spreadsheet-style workflows
Use scenarios
  • Used vehicle managers

    Reconcile intake to published inventory

    Fewer mismatched stock listings

  • Inventory coordinators

    Track title and lien states

    Reduced compliance and follow-up gaps

Show 1 more scenario
  • Wholesale and disposition teams

    Stage units for disposition

    Cleaner disposition handoffs

    Teams use unit status fields to prepare wholesale-ready inventory and keep merchandising current.

Best for: Fits when dealers need VIN-driven unit records and multi-channel feed accuracy without spreadsheet work.

#2

Frazer DMS

SMB

Dealer management software for independent dealers with inventory control, accounting, forms, and website integrations.

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

VIN-first unit record management ties status, stock numbering, and merchandising metadata to a single unit identity.

Frazer DMS supports motorcycle dealership operations by managing VIN-based unit records and coordinating unit acquisition through a configurable workflow. The system tracks unit status and stock number assignment while maintaining the merchandising metadata used for website inventory feeds.

Inventory updates can be pushed into external channels via feed-based integration patterns rather than manual copy-and-paste. Automation focuses on keeping unit fields consistent across the dealership process from acquisition through disposition.

Pros
  • +VIN-based unit records keep identity consistent across acquisition and merchandising
  • +Configurable unit status workflow reduces reliance on manual stage tracking
  • +Inventory merchandising fields support feed-based publishing for unit listings
  • +Stock number assignment stays tied to unit lifecycle records
Cons
  • –Feed and integration behavior depends on how item data is mapped during setup
  • –Trade appraisal and consignment steps require deliberate workflow configuration
Use scenarios
  • Independent powersports dealers

    Track VIN inventory and lot locations

    More consistent stock tracking

  • Trailer dealership inventory teams

    Standardize intake records for inventory

    Fewer entry errors

Show 2 more scenarios
  • Sales desk and admin teams

    Move deal paperwork across stages

    Clearer paperwork status

    Coordinate quotes, appraisals, purchase orders, and buyer’s orders through a connected deal process.

  • Trailer service departments

    Prepare work using parts and repair info

    Better repair coordination

    Use parts, accessories, and repair order information to line up service tasks tied to units.

Best for: Fits when dealership teams need VIN-centered unit lifecycle control and feed-based inventory publishing.

#3

DX1

vertical specialist

Powersports dealership software that combines inventory management, website publishing, eCommerce, CRM, and DMS functions.

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

VIN-based unit records tied to merchandising fields and photo workflows for faster, less error-prone unit updates.

DX1 is a motorcycle inventory software offering focused on keeping unit data consistent from intake to merchandising. It supports VIN-based unit records, stock number assignment, and vehicle history tracking to reduce manual re-keying across new and used inventory.

DX1 also covers unit photos, trim and option mapping, and inventory feeds for publishing across external channels. Admin controls center on how inventory records and feeds are configured for staff workflows rather than on deep accounting and CRM consolidation.

Pros
  • +VIN-based unit records reduce duplicate fields during intake
  • +Stock number assignment stays consistent across inventory workflows
  • +Unit photos and trim mapping support faster merchandising edits
  • +Inventory feed output supports external website and marketplace publishing
Cons
  • –Feed configuration requires careful setup to prevent inconsistent listings
  • –Trade-in appraisal and wholesale disposition workflows are less central than unit intake and merchandising
Use scenarios
  • Boat and RV dealerships

    Keep deal stages tied to unit data

    More consistent deal steps

  • Used vehicle equipment managers

    Process intake with appraisal context

    More structured intake

Show 2 more scenarios
  • Motorcycle tuning shops

    Document ECU changes per bike job

    Better technician reference

    Record ECU-related session notes and changes for bike-specific job traceability.

  • Small engine service departments

    Track repeat service against equipment

    Continuous maintenance record

    Record estimates, labor, parts usage, invoices, and communications in one equipment history.

Best for: Fits when motorcycle dealers need VIN-driven unit records and reliable listing feeds for inventory publishing.

#4

Kenect

SMB

Dealer communication and lead management software with texting, web lead capture, reviews, and payments.

8.4/10
Overall
Features8.4/10
Ease of Use8.5/10
Value8.3/10
Standout feature

VIN-centered inventory records tied to publishing-ready listing data for website and classified marketplace feeds.

Kenect is a motorcycle inventory management system designed to keep new and used units organized around VIN-based unit records and dealership workflows. Inventory records can carry merchandising content like photos and structured vehicle details, then publish into website inventory feeds and classified marketplace feeds.

Pros
  • +VIN-based unit records reduce duplicate vehicle entries
  • +Inventory publishing supports website and classified marketplace feeds
  • +Workflow fields track title status and floorplan status through disposition
  • +Structured photos and vehicle details support merchandising on listings
Cons
  • –Depth of DMS integration breadth depends on specific dealer systems
  • –Complex workflows require consistent configuration to avoid state drift
  • –Reporting coverage for inventory aging varies by setup and field usage
  • –Advanced option mapping for trim can require careful data entry discipline
Use scenarios
  • Motorcycle dealership teams

    Publish website inventory from unit status

    Fewer listing edits

  • Dealership appointment coordinators

    Link inquiries, appointments, and units

    Fewer disconnected steps

Show 2 more scenarios
  • Multi-location regional managers

    Apply listing and review administration by location

    More consistent location listings

    Connect review activity and listing records to individual business locations across sites.

  • Call-driven small businesses

    Send SMS after missed calls

    More trackable follow-ups

    Trigger an automated text after a missed call and continue the interaction in SMS follow-up.

Best for: Fits when powersports dealers need VIN-based inventory records and multi-channel feeds with workflow state tracking.

#5

Lightspeed Dealer Management System

vertical specialist

Dealer management software for powersports stores with inventory, parts, service, CRM, and accounting tools.

8.0/10
Overall
Features8.0/10
Ease of Use8.0/10
Value8.0/10
Standout feature

Inventory merchandising fields linked to VIN-based unit records reduce mismatches between physical stock and listings.

Lightspeed DMS organizes inventory around unit records so staff can manage new and used unit intake, photos, and merchandising details without losing linkage back to the VIN. Stock number assignment and acquisition workflow states keep downstream tasks consistent when units move through trade, consignment, and disposition steps.

Pros
  • +VIN-based unit records keep identity consistent across intake and merchandising
  • +Stock number assignment ties acquisitions to repeatable workflow states
  • +Inventory reporting supports used unit timing and turnover decisions
  • +Unit photo and merchandising fields map directly to published listing content
Cons
  • –Motorcycle-specific catalog and option mapping needs careful initial setup
  • –Deep workflow customization can require admin time to keep roles aligned
Use scenarios
  • Inventory managers

    Keep unit identity consistent during intake

    Fewer duplicate or mismatched units

  • Sales operations teams

    Manage trade and consignment workflow

    More predictable unit progression

Show 2 more scenarios
  • Marketing and listings teams

    Publish accurate motorcycle inventory listings

    Lower listing correction effort

    Merchandising fields stored on the unit record support listing accuracy with photo and spec consistency.

  • Dealer principals

    Track days-in-stock and aging patterns

    Better wholesale and retail timing

    Operational inventory reports surface time-in-stock patterns for used unit turnover decisions.

Best for: Fits when teams need unit identity, workflow states, and inventory timing reports across sales and marketing.

#6

Dealer Spike LeadManager

vertical specialist

Dealer website and inventory merchandising platform for powersports retailers with lead capture and digital retail tooling.

7.8/10
Overall
Features7.8/10
Ease of Use7.9/10
Value7.7/10
Standout feature

Lead-to-unit linking that ties each lead action to the exact VIN record for inventory-accurate follow-up.

LeadManager is built around dealer lead workflows while grounding actions in motorcycle-specific unit data such as VIN-based unit records and stock number assignment. That coupling reduces duplicate spreadsheets when sales staff need to quote pricing, confirm availability, and reference photos for the exact vehicle being discussed. It also fits inventory teams that want website inventory feed output mapped to the same unit identifiers used inside the dealership.

Pros
  • +Connects leads to VIN-based unit records for faster unit selection
  • +Uses consistent stock number assignment across sales and inventory contexts
  • +Supports automated lead routing with follow-up tied to unit availability
  • +Keeps merchandising references aligned with unit identifiers for accuracy
Cons
  • –Integration depth varies by DMS and accounting setup complexity
  • –VIN-first workflows require disciplined unit entry to avoid mismatches
  • –Advanced reporting needs process consistency across acquisition and updates
Use scenarios
  • Sales managers

    Route leads to matching available units

    Lower manual matching work

  • Internet sales reps

    Quote using photos and stock identifiers

    Faster response times

Show 2 more scenarios
  • Inventory coordinators

    Update acquisition changes without rework

    Fewer stale listings

    Coordinators can change unit status once and keep linked leads aligned to the same identifiers.

  • Dealership operations

    Control lead outcomes by unit status

    More consistent handoffs

    Operations can track lead progress against unit availability changes throughout the sales handoff.

Best for: Fits when motorcycle teams want lead-to-unit workflows anchored to VIN records and stock numbers.

#7

EverLogic

vertical specialist

EverLogic provides dealership management software for powersports, marine, recreational vehicle, and related businesses.

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

VIN-centered unit record builder that keeps stock number, photos, and inventory publishing tied to one identity.

EverLogic targets motorcycle dealers that need inventory, merchandising, and workflow support across new and used units. It focuses on VIN-based unit records, photos, and stock numbering so listings stay tied to a consistent vehicle identity.

Pros
  • +VIN-based unit records reduce duplicate motorcycle entries
  • +Stock number assignment and photo management support consistent merchandising
  • +Unit status workflow keeps acquisition to disposition traceable
  • +Feed-oriented data supports publishing inventory to external channels
Cons
  • –Automation depth depends on integration work and configuration discipline
  • –Trade, consignment, and title-related fields require careful process mapping
  • –Extensibility and API coverage are less transparent than in some competitors
  • –Search and reporting breadth can feel limited for complex dealer reporting
Use scenarios
  • Motorcycle and powersports repair shops

    Maintain searchable repeat-visit repair history

    Better prior-finding continuity

  • Trailer dealerships

    Control trailer inventory and yard lookup

    Fewer reconciliation gaps

Show 2 more scenarios
  • Equipment dealerships

    Tie quotes to service outcomes

    Less spreadsheet handoffs

    Connect quotes and inventory records to customer equipment, work orders, and service results.

  • Powersports dealership operations

    Coordinate sales, repair orders, and parts

    More connected department handoffs

    Connect sales, unit inventory, repair orders, parts activity, and downstream invoicing across teams.

Best for: Fits when motorcycle teams want VIN-centered unit records and photo merchandising with external inventory feeds.

#8

MotoCommerce

vertical specialist

Digital retail and dealership website platform for powersports dealers with online inventory merchandising.

7.3/10
Overall
Features7.3/10
Ease of Use7.3/10
Value7.3/10
Standout feature

VIN-centered unit record workflow tied to merchandising fields for feed-ready website and classified listings.

MotoCommerce focuses on motorcycle dealership inventory execution with a workflow built around unit records and catalog-derived merchandising content. It supports new and used unit inventory management with VIN-based workflows, photos, and merchandising fields designed for dealer listing output.

Pros
  • +VIN-based unit record workflow reduces duplicate entry in inventory intake
  • +Catalog-to-listing fields support photos and merchandising content for outbound feeds
  • +Stock number assignment and intake-to-market workflow reduce state tracking overhead
  • +Inventory publishing oriented to dealer website and classified marketplaces
Cons
  • –Automation depth for trade-in appraisal and consignment workflows depends on configuration
  • –Advanced governance like granular RBAC and audit log coverage may require add-ons
  • –Throughput for bulk VIN backfills can be slow versus purpose-built import tools
  • –Integration breadth for accounting, CRM, and parts systems is narrower than full DMS ecosystems
Use scenarios
  • Motorcycle dealership inventory managers

    Move VIN units from intake to market-ready

    Fewer manual steps

  • Dealers publishing on marketplaces

    Publish unit feeds to classifieds

    Less manual rekeying

Show 2 more scenarios
  • Used unit coordinators

    Maintain consistent stock number assignment

    Consistent listing identifiers

    Assign stock numbers and keep inventory execution aligned as used units move through intake workflows.

  • Dealership admins

    Standardize photo and merchandising output

    More uniform listings

    Maintain photos and merchandising content on unit records for consistent listing output.

Best for: Fits when motorcycle dealers need VIN-driven unit records and outbound inventory feed publishing over deep back-office integration.

#9

Inventory Commander

vertical specialist

Inventory management and merchandising software for powersports dealers with feeds, photos, pricing, and website integrations.

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

VIN-based unit records with automated attribute mapping tied to unit acquisition workflows.

Inventory Commander manages new and used motorcycle inventory with VIN-based unit records, stock number assignment, and consistent vehicle detail entry for dealership workflows. Core capabilities focus on catalog-driven attributes, unit photos for merchandising, and inventory status fields such as floorplan and title-driven tracking.

Pros
  • +VIN-based unit records reduce duplicate entry across acquisitions
  • +Inventory publishing supports both website and classified marketplace feeds
  • +Structured unit merchandising fields for photos and consistent listings
  • +Unit acquisition workflow supports moving inventory through operational statuses
Cons
  • –Integration depth varies by external system and may require workarounds
  • –Barcode scanning and lot location tracking are not core for every workflow
  • –Extensibility options can feel limited without a dedicated automation path
  • –Governance controls need careful configuration when multiple users edit units
Use scenarios
  • Motorcycle dealership sales teams

    Use VIN records to support listing consistency

    Reduced re-keying effort

  • Inventory control managers

    Track floorplan and title-driven statuses

    Clearer unit state control

Show 2 more scenarios
  • Dealership marketing coordinators

    Publish inventory to website and classifieds

    More accurate channel updates

    Publish catalog-driven attributes and unit photos to website inventory feeds and classified marketplace feeds.

  • Trade-in coordinators

    Align unit records during ongoing changes

    Fewer mismatched records

    Keep unit records consistent as units move through trade-in handling and status updates.

Best for: Fits when motorcycle dealers need VIN-driven unit records and multi-channel inventory publishing with controlled status workflows.

Conclusion

After evaluating 9 motorcycle inventory software, ZiiDMS 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
ZiiDMS

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 Motorcycle Inventory Software

How do VIN-based unit records affect accuracy across inventory and published listings?
ZiiDMS stores VIN-based unit records that carry vehicle history and status into both website and classified marketplace feeds. Lightspeed Dealer Management System anchors stock number assignment and merchandising fields to VIN records, which reduces mismatches between in-store units and published listings. DX1 also keeps VIN-driven unit records tied to photos, trim, option mapping, and inventory feeds to avoid manual rekeying across new and used inventory.
Which tool best links leads to a specific unit record without re-entering VIN details?
Dealer Spike LeadManager ties lead capture to VIN-based unit records and consistent stock number assignment so sales staff can move from inquiry to unit selection without duplicating data. The inventory merchandising fields remain attached to the same unit identifiers so updates propagate through the sales cycle.
What breaks if a dealer tries to run multi-channel inventory publishing without a feed-first workflow?
MotoCommerce relies on publishing inventory feeds for dealer website and classified marketplaces, so manual copy-and-paste breaks the connection between unit records and listing output. Frazer DMS uses configurable, workflow-driven unit status plus feed-based integration patterns, so skipping that workflow discipline creates stale availability and inconsistent merchandising metadata.
When does stock number assignment become a dependency for day-to-day operations?
Lightspeed Dealer Management System treats stock number assignment as part of the unit-centric workflow states that span acquisition, trade-in handling, and consignment handling. InterInteractive DMS also uses stock number assignment alongside VIN-based unit records so sellers can keep in-store availability aligned with website inventory feeds and classified marketplace feeds.
How should trimming options, catalog attributes, and unit photos be mapped into listing-ready data?
DX1 covers trim and option mapping plus unit photos so merchandising fields stay attached to the VIN-based unit record used for feeds. Inventory Commander focuses on catalog-driven attributes and photo workflows, then publishes through website and classified marketplace feeds to reduce rekeying across sales channels.
Which tools prioritize unit lifecycle workflow states like floorplan status and title status?
Kenect builds trade and acquisition states such as floorplan status and title status into the VIN-centered unit record workflow. Frazer DMS also coordinates unit acquisition through a configurable workflow while tracking unit status and stock number assignment into feed-based publishing.
What integration and API approach changes the least when connecting to a dealer website or classified marketplaces?
Frazer DMS and Kenect favor feed-based integration patterns that push inventory updates to external channels using consistent unit identifiers. ZiiDMS similarly maintains merchandising data tied to VIN-based unit records so the same record fields drive website inventory feed output and classified marketplace feed output.
How do admin controls differ when teams need governance over feed configuration versus deeper back-office consolidation?
DX1 centers admin controls on how inventory records and feed configurations are set up for staff workflows rather than deep accounting and CRM consolidation. InterInteractive DMS provides dealer governance for inventory status, availability, and disposition tracking across active units, which supports operational controls beyond feed configuration.
Where does data migration typically create friction when moving from spreadsheets to VIN-centric systems?
Inventory Commander maps catalog-driven attributes and keeps unit records aligned across acquisition, trade-in handling, and ongoing status changes, so migrating without a clean VIN-to-unit mapping creates inconsistencies across those linked workflows. ZiiDMS and Kenect both rely on VIN-based unit record discipline with merchandising content tied to VIN identity, so migration efforts must normalize VIN records before importing photos and listing-ready fields.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Motorcycle Inventory Software

We’ve found motorcycle inventory software differs most in how it handles inventory records end-to-end and how well it keeps data current as units move. Focus on attributes like VIN-based unit records, update frequency controls track smoothness, and inventory accuracy controls the story your team acts on.

VIN-based unit records

Why it matters

VIN-based unit records reduce confusion when the same motorcycle changes status, ownership, or location. It also keeps staff from keying the same details repeatedly.

How to check

In a demo, create a unit using a VIN and then change it through a couple of states (received, sold, returned). Ask how the same VIN is linked across those updates and what fields are editable after save.

Unit acquisition workflow

Why it matters

The unit acquisition workflow matters because inventory is rarely static; units arrive incomplete, get documented, then move toward sale. A clear workflow prevents “lost” units and inconsistent statuses.

How to check

Show a simple receive-to-sell path for both a new arrival and a trade or return. Confirm what status options exist, whether status changes require notes, and how the system enforces next steps.

Update frequency controls track smoothness

Why it matters

Update frequency controls track smoothness when managers rely on live availability for counters, reports, and lists. If updates lag, staff will override data or sell the wrong unit.

How to check

Trigger an inventory change and watch how quickly it appears in a list view and a report view. Ask whether updates are near-real-time and whether there’s a manual refresh option for urgent shifts.

New and used unit inventory separation

Why it matters

New and used unit inventory separation affects reporting accuracy and the filters sales staff use. Mixing categories can make offers and availability look wrong even when the underlying data is present.

How to check

Create or edit a unit to toggle between new/used. Then check whether the unit moves correctly across availability lists and whether reports break out totals the way your team expects.

Unit photos and merchandising coverage

Why it matters

Unit photos and merchandising coverage matters because sales conversations follow what’s attached to the unit record. Missing or poorly organized photo sets lead to rework and inconsistent presentation.

How to check

Add multiple photos to a unit record and remove one to see what happens to the gallery. Ask how photos are organized, whether they stay with the unit across status changes, and how staff locate them from within the inventory list.

Inventory file import and export

Why it matters

Inventory file import and export reduce friction when you migrate or correct data quickly. If the system can’t round-trip fields cleanly, errors get reintroduced during “fixes.”

How to check

Request a sample import template and import a small spreadsheet with VIN, category, and basic unit fields. Then export the same unit and verify the key fields match what you entered.

Red flags

  • Statuses change, but the inventory lists don’t update consistently.
  • VIN records don’t remain linked across edits and status changes.
  • Photo sets or unit media reset when a unit moves between states.

Fit by situation

  • If we track every motorcycle by VIN and audit changes, prioritize VIN-based unit records to keep history coherent.
  • If we need a receive-to-sell process that staff can’t bypass, prioritize Unit acquisition workflow to reduce orphan units.
  • If we frequently correct inventory in batches, prioritize Inventory file import and export to prevent rework errors.
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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