Commissioned Research
Top 10 Best Animal Record Keeping Software of 2026

GITNUXSOFTWARE REVIEW

Agriculture Farming

Top 10 Best Animal Record Keeping Software of 2026

Compare animal record keeping software tools for farms and zoos, covering features, fit, and tradeoffs to shortlist the right option for staff.

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 our reviews. Editorial policy

Animal record keeping software ties a structured data model to daily workflows for herd, breeding, health, and traceability, so teams can maintain consistency across barns, shelters, or laboratories. This comparison helps analysts and operators weigh integration and automation depth, such as API access, RBAC, and audit log needs, against configuration effort for their specific operations.

EquineGenie is the best pick for equine teams that need consistent daily records tied to breeding and health history because its timeline links medical rounds and breeding events into one animal history, while AgriWebb fits farms and staff on mobile since recurring rounds and enclosure-scoped workflows keep entries consistent without extra paperwork handoffs.

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

EquineGenie

Timeline view that links medical rounds documentation and breeding events to a single animal history.

Best for: Fits when equine teams need consistent daily records tied to breeding and health history.

2

ZooEasy

Editor pick

Configurable taxon-specific husbandry forms that generate consistent record fields across cohorts without rework.

Best for: Fits when husbandry teams need structured rounds logging across enclosures with consistent species fields.

3

Livestocked

Editor pick

Longitudinal animal event histories link health, movements, and operational notes into one searchable timeline.

Best for: Fits when farms or small labs need structured event timelines for animal health and movements without custom development.

Comparison Table

1
EquineGenieBest overall
vertical specialist
9.5/10
Overall
2
vertical specialist
8.8/10
Overall
3
vertical specialist
8.7/10
Overall
4
vertical specialist
8.3/10
Overall
5
vertical specialist
8.1/10
Overall
6
vertical specialist
7.8/10
Overall
7
7.4/10
Overall
8
vertical specialist
7.0/10
Overall
9
vertical specialist
6.9/10
Overall
10
vertical specialist
6.7/10
Overall
#1

EquineGenie

vertical specialist

Cloud software for horse records, barn management, invoicing, and scheduling.

9.5/10
Overall
Features9.5/10
Ease of Use9.5/10
Value9.5/10
Standout feature

Timeline view that links medical rounds documentation and breeding events to a single animal history.

EquineGenie is a practical choice for facilities that manage horses across repeated handling cycles, because it centers animal records and event-linked timelines. The app can structure breeding and pedigree tracking alongside medical rounds documentation so cross-references stay consistent for staff updates. Administrative governance features include role-based access controls and an audit-style record of what changed and when.

A key tradeoff is that the breadth of external-system integration depends on how the facility plans to capture data, because deep interoperability is not the primary focus versus internal workflow coverage. EquineGenie fits best for stable managers and horse health leads who need consistent handoffs from booking to rounds rather than for labs that require complex laboratory information management integration.

Pros
  • +Event-linked timelines connect care notes to the underlying animal record
  • +Pedigree tracking supports genealogy views for breeding and ownership changes
  • +Role-based access controls separate duties between owners, handlers, and admins
  • +Record change history improves traceability for daily entries
Cons
  • –External integration depth is limited compared with lab-focused record systems
  • –Requires upfront data entry structure to keep later reports consistent
Use scenarios
  • Stable managers

    Coordinate daily rounds records

    Fewer missed treatment steps

  • Breeding program staff

    Track mating and lineage changes

    Clean genealogy for decisions

Show 1 more scenario
  • Veterinary coordinators

    Maintain treatment administration records

    More consistent clinical documentation

    Coordinators attach treatment administration details to animal profiles for round-to-round continuity.

Best for: Fits when equine teams need consistent daily records tied to breeding and health history.

#2

ZooEasy

vertical specialist

Breeding and pedigree software for animal records, genetics, health, and lineage tracking.

8.8/10
Overall
Features8.8/10
Ease of Use8.9/10
Value8.7/10
Standout feature

Configurable taxon-specific husbandry forms that generate consistent record fields across cohorts without rework.

ZooEasy functions as an animal record keeping system with per-animal timelines that consolidate weights, observations, and interventions into a chronological view for staff transitions. Enclosure inventory entries and housing changes can be reflected directly in the animal record, which reduces reliance on paper move logs. Custom husbandry templates support taxon-specific fields such as medication details and observation checklists, and these templates can be reused across animals in the same species grouping.

A key tradeoff is that deep interoperability depends on external integrations for lab systems and imaging workflows, since ZooEasy’s native integration surface is narrower than enterprise zoological information management systems. ZooEasy fits best when teams need rapid capture during medical rounds and feeding schedules, and when trainers or keepers must complete the same structured steps consistently across multiple enclosures.

Pros
  • +Per-animal longitudinal timeline consolidates observations and interventions
  • +Custom species templates keep husbandry fields consistent across enclosures
  • +Attachment support keeps rounds notes and related documents in one place
  • +Enclosure inventory records housing context for each animal
Cons
  • –Limited built-in integrations for lab systems and imaging pipelines
  • –Complex multi-site governance needs careful configuration of templates
Use scenarios
  • Zoo keepers and supervisors

    Daily medical rounds documentation workflow

    Fewer missed steps during handoffs

  • Veterinary tech teams

    Treatment administration record tracking

    Clear continuity across visits

Show 2 more scenarios
  • Animal welfare and compliance staff

    Controlled substance log maintenance

    Faster record review cycles

    Medication events are captured in a single activity trail tied to individuals and housing context.

  • Facility operations managers

    Enclosure inventory and housing changes

    Accurate location-based reporting

    Move-related updates keep housing details aligned with ongoing observations and interventions.

Best for: Fits when husbandry teams need structured rounds logging across enclosures with consistent species fields.

#3

Livestocked

vertical specialist

Farm livestock software for animal records, movements, tasks, and traceability.

8.7/10
Overall
Features8.7/10
Ease of Use8.8/10
Value8.6/10
Standout feature

Longitudinal animal event histories link health, movements, and operational notes into one searchable timeline.

Livestocked manages animal records by tying individual animals to events like births, transfers, and movements across locations. It supports structured husbandry and health tracking with configurable fields and timelines for longitudinal documentation.

The system adds traceability through searchable relationships between animals, batches, and enclosures so staff can report what happened and when. Livestocked also provides workflow records for routine operations such as treatments and observables tied to specific animals or groups.

Pros
  • +Event-linked animal histories make audits and staff handoffs faster
  • +Configurable templates reduce repetitive data entry across similar animal groups
  • +Search and filters support enclosure and cohort level reporting
  • +Treatment and observation entries stay attached to specific animals and dates
Cons
  • –Setup effort is higher when multiple species need distinct field sets
  • –Reporting depth can lag when users need complex cross-field analytics
Use scenarios
  • Sheep flock managers

    Log lambing, weights, and movement events

    Continuity across flock seasons

  • Cattle producers

    Maintain connected herd histories

    Less manual cross-referencing

Show 2 more scenarios
  • Mixed-livestock keepers

    Attach treatment and withdrawal details

    More consistent documentation

    It links medical, vaccination, and treatment details to animal histories for ongoing review and withdrawal tracking.

  • Beef production managers

    Track weights across production phases

    Longitudinal weight records

    It captures weight entries and production change history so routine reviews use the same longitudinal records.

Best for: Fits when farms or small labs need structured event timelines for animal health and movements without custom development.

#4

ShelterPro

vertical specialist

Animal shelter management software with record keeping capabilities.

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

Medical rounds documentation is stored as structured events on the animal timeline, not as separate uploads.

ShelterPro keeps a longitudinal health timeline by linking behavioral observations, treatment events, and staff notes to the same animal record. It manages housing and assignment changes as structured events so shelter staff can see where an animal lived and what happened during that period. Workflow configuration supports intake records, adoption workflow stages, and foster placement log entries without creating a separate system for each process.

Pros
  • +Longitudinal case timeline links rounds notes, treatments, and placements
  • +Housing assignments record stays consistent during transfers and holds
  • +Configurable workflow stages for intake, adoption, and foster placement
  • +Operational records like enclosure inventory updates follow the animal lifecycle
Cons
  • –API and automation documentation is less complete than lab-first ecosystems
  • –Cross-system data mapping for genealogy tracking needs manual alignment
  • –Complex governance like fine-grained audit log exports can require process discipline
Use scenarios
  • Intake and adoption coordinators

    Track animals from intake to adoption

    Fewer handoff errors

  • Veterinary and kennel staff

    Document daily rounds and treatments

    Clear clinical continuity

Show 2 more scenarios
  • Foster program managers

    Maintain foster placement history

    Faster placement follow-ups

    Foster placement log events preserve who cared for the animal and when.

  • Shelter operations leads

    Control housing capacity with placements

    Better space utilization

    Enclosure inventory and assignment events support capacity-aware day-to-day staffing.

Best for: Fits when shelters need one record for daily medical notes and placement changes.

#5

HerdBoss

vertical specialist

Cattle management software for herd records, pasture planning, and performance tracking.

8.1/10
Overall
Features8.1/10
Ease of Use8.2/10
Value8.0/10
Standout feature

Longitudinal animal timeline that ties husbandry events to pedigree fields in one record view.

HerdBoss centers animal record keeping for farms and herds with workflows for day-to-day husbandry documentation and centralized history per animal. The system organizes recurring templates for common tasks like weights, treatments, vaccinations, and intake-style records, then links entries into an auditable longitudinal timeline.

Pros
  • +Animal profiles keep longitudinal health and husbandry entries in one timeline
  • +Template-driven records reduce rework for recurring tasks like treatments and vaccinations
  • +Pedigree and studbook-style fields support genealogy tracking per animal profile
  • +Operational workflows fit farm routines for routine documentation and reviews
Cons
  • –Advanced governance features like fine-grained RBAC and audit log depth are limited
  • –Species-specific customization can require careful configuration to match unique farm processes
Use scenarios
  • Cattle, sheep, goat recordkeepers

    Maintain searchable individual animal histories

    Searchable animal history

  • Field staff and ranch operators

    Enter handling events during inspections

    Faster updates to records

Show 2 more scenarios
  • Flock managers

    Reconcile counts and group inventory

    Clearer inventory reconciliation

    It helps review counts, groups, locations, and movement-related changes across farm units.

  • Ranch health teams

    Log treatments and withdrawal details

    Traceable health timelines

    It records treatments, health observations, and withdrawal-related details against animal records, including mortality causes.

Best for: Fits when farm teams need structured animal histories, pedigree capture, and repeatable husbandry templates without custom software.

#6

EasyKeeper

vertical specialist

Horse management software for records, billing, scheduling, and stable operations.

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

A longitudinal health timeline built around routine husbandry and treatment events, not just static profiles.

EasyKeeper is an animal record keeping system that focuses on day-to-day husbandry logs and longitudinal health timelines. It supports structured entries for routine care, treatments, and observations, then organizes them for quick retrieval by animal and event date.

Pros
  • +Quick entry workflow for routine husbandry and medical-round documentation
  • +Longitudinal timeline view ties observations to prior events by date
  • +Structured templates reduce omission risk during repeated rounds
  • +Resource and facility context can be kept near animal records
Cons
  • –Limited depth for protocol management workflows used in IACUC processes
  • –Automation breadth depends on manual repeat entry instead of event-driven rules
  • –Integration surface is not aimed at HL7 FHIR or DICOM imaging pipelines
  • –Role governance and audit-style traceability need process discipline
Use scenarios
  • Mixed-livestock farm teams

    Track animals and events across species

    Shared event structure

  • Livestock producers

    Combine weight and health records

    More accessible performance records

Show 2 more scenarios
  • Goat breeders and keepers

    Maintain consistent goat herd histories

    Easier to review histories

    It keeps individual goat profiles for health, breeding, kidding, ownership, and routine event records in one history view.

  • Breeders and flock managers

    Connect breeding events to outcomes

    Traceable breeding records

    It organizes mating or breeding groups and connects breeding events to later reproductive outcomes for seasonal planning.

Best for: Fits when farm or lab teams need consistent daily husbandry logs tied to a single animal timeline.

#7

AgriWebb

SMB

Farm management software with livestock records, grazing management, and compliance reporting.

7.4/10
Overall
Features7.4/10
Ease of Use7.4/10
Value7.4/10
Standout feature

Built-in farm operations workflows for recurring rounds and enclosure-scoped data capture keep daily recording consistent.

AgriWebb is designed for farm and agricultural animal record keeping with digital workflows for daily husbandry tasks. It emphasizes enclosure-level and animal-level histories, including events like weighing, treatments, and mortalities.

Pros
  • +Animal event timelines support longitudinal health and handling history
  • +Farm staff can capture records on mobile without extra paperwork handoffs
  • +Enclosure and inventory tracking reduces missed animals during rounds
  • +Audit trails and RBAC help control who can edit records
Cons
  • –Clinical-grade documentation depth is lighter than zoo or lab management suites
  • –API extensibility and automation hooks are narrower than systems built for integrations
  • –Studbook-style pedigree depth and genealogy views can feel limited
  • –Controlled substance and anesthesia workflows require disciplined data entry
Use scenarios
  • Livestock health staff

    Record treatments and withdrawal-related info

    More traceable treatments

  • Cattle ranch breeders

    Log births and calving outcomes

    Connected reproductive records

Show 2 more scenarios
  • Feedlot managers

    Track intake, lots, and shipment events

    More complete animal histories

    It records receiving, identification, lots, movements, treatments, and shipment-related events during yard operations.

  • Remote ranch field crews

    Capture events offline then sync later

    Fewer delayed entries

    It uses mobile workflows that record field events offline and synchronize later to reduce rekeying delays.

Best for: Fits when farm teams need mobile-friendly animal histories with enclosure and treatment events, not lab-grade protocol management.

#8

Rescue Connection

vertical specialist

Record keeping software for animal rescue organizations.

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

Animal record history is organized around rescue lifecycle events like intake, housing changes, and adoption milestones.

Rescue Connection centers animal record keeping for rescue and rehabilitation organizations that need intake-to-adoption continuity in one workflow. The system supports shelter intake record tracking, medical rounds documentation, and treatment administration record capture tied to individual animals and placements.

Pros
  • +Intake and adoption workflow stays linked to the same animal record
  • +Medical rounds documentation and treatment administration records stay auditable by date
  • +Placement and housing updates reduce mismatches between assignments and status
  • +Structured fields support recurring husbandry and care notes
Cons
  • –Advanced lab or regulatory documentation workflows require careful configuration
  • –Integration coverage outside core rescue workflows can be limited
Use scenarios
  • Rescue intake coordinators

    Track animals from surrender to placement

    Fewer intake data gaps

  • Veterinary staff and techs

    Document medical rounds and treatments

    Clear medical audit trail

Show 2 more scenarios
  • Adoption program managers

    Run adoption steps with placement context

    Faster adoption processing

    Connects adoption workflow tasks to current animal placement so staff can act on up-to-date status.

  • Shelter operations managers

    Manage enclosure inventory and housing

    More accurate housing capacity

    Tracks enclosure or housing details to support day-to-day operations and timely space updates.

Best for: Fits when rescue staff need consistent intake, care notes, and adoption tracking without building custom record systems.

#9

Breedr

vertical specialist

Livestock management platform for animal performance records, movements, and supply chain visibility.

6.9/10
Overall
Features6.9/10
Ease of Use6.9/10
Value6.9/10
Standout feature

Event-linked breeding and lineage tracking ties offspring records to parent data automatically.

Breedr is aimed at farms and lab-style teams that need controlled animal record keeping without building custom spreadsheets for every workflow.

Pros
  • +Animal-centric profiles keep medical, breeding, and housing notes in one place
  • +Breeding and genealogy workflows reduce parent-offspring correlation work
  • +Structured templates standardize repeated rounds documentation across staff
  • +Role-based access controls support controlled edits of master data
Cons
  • –Reporting is limited for highly customized enclosure or cohort analytics
  • –Advanced automation needs disciplined workflow setup before scaling
  • –Integrations for lab imaging and external clinical systems are not central
  • –Custom fields require configuration effort to stay consistent across teams
Use scenarios
  • Livestock breeders

    Log joining and calving outcomes

    Easier review of reproductive histories

  • Small livestock operations

    Keep inventory aligned with animals

    Inventory stays aligned

Show 2 more scenarios
  • Ranch managers and farm staff

    Track treatments and withdrawal notes

    Improved treatment traceability

    It records treatments, medication, withdrawal notes, and other health events inside animal or flock histories.

  • Poultry keepers

    Maintain cycle and batch histories

    Audit-oriented flock review

    It lets poultry operations log placements, mortalities, weights, medications, and batch events for each cycle.

Best for: Fits when teams need animal profiles plus breeding and health history without heavy custom development.

#10

ShelterBuddy

vertical specialist

Animal shelter management and record keeping software.

6.7/10
Overall
Features6.7/10
Ease of Use6.7/10
Value6.7/10
Standout feature

Event-driven animal timeline that ties intake, handling, medical notes, and placement status changes into one continuous history.

ShelterBuddy captures animal records for shelters and rescues with intake, medical history, and movement tracking in one workflow. The system supports detailed per-animal notes, event logs, and document-style record sections that help consolidate daily rounds documentation and treatment administration records.

Pros
  • +Connected intake-to-placement timeline with event history per animal
  • +Structured medical and activity logs for daily rounds documentation
  • +Intake form configuration reduces inconsistent record entry
  • +Foster and adoption workflow links status changes to animal records
Cons
  • –Limited support for multi-species studbook-grade genealogy tracking
  • –Advanced automation and integration depth depends on external workflows
  • –Controlled substance log coverage is not as granular as specialty systems
  • –Granular permissions and audit log controls require careful governance discipline
Use scenarios
  • Shelter medical teams

    Attach vaccinations and veterinary notes

    Continuity of treatment history

  • Foster coordinators

    Manage foster assignments and custody updates

    Clearer placement handoff records

Show 2 more scenarios
  • Municipal animal control

    Process licensing and rabies documentation

    More traceable compliance workflows

    It supports processing applications and renewals, tracking rabies documentation, issuing tags, and looking up compliance records.

  • Shelter intake operations

    Document intake source to final outcome

    Traceable arrival-to-outcome history

    It records intake sources, holds, housing, case notes, and final outcomes in one animal record.

Best for: Fits when shelters or rescues need intake, medical notes, and adoption or foster tracking in a single record timeline.

Conclusion

After evaluating 10 animal record keeping software, EquineGenie 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
EquineGenie

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 Animal Record Keeping Software

How do ZooEasy and HerdBoss differ in structuring husbandry templates for routine care?
ZooEasy centers configurable taxon-specific husbandry forms that keep species fields consistent across cohorts. HerdBoss uses recurring templates for farm tasks like weights, treatments, and vaccinations, then links each task into an auditable longitudinal timeline tied to the animal view.
Which tool keeps medical rounds documentation and treatment administration records attached to a single animal timeline?
ShelterPro stores medical rounds documentation as structured events on the animal timeline and keeps treatment administration record entries attached to the same timeline. ShelterBuddy also ties medical notes and treatment events into one continuous event-driven animal history from intake onward.
How does Breedr handle pedigree tracking and linkage between offspring and parent records?
Breedr treats breeding and genealogy workflows as first-class objects so offspring records connect to parent data automatically. EquineGenie provides studbook-style genealogy views, while still linking breeding events to the longitudinal history per animal.
When teams need traceability for changes, which systems support audit-like record traceability for staff roles?
EquineGenie includes controlled access for staff roles and keeps change history for records that require traceability. AgriWebb provides role-based access and audit trails for operational governance across shared farm staff.
What breaks if an organization requires enclosure-scoped inventory updates tied to current placement?
ShelterPro supports enclosure inventory updates linked to each animal’s current placement, which keeps operational context aligned with housing changes. ZooEasy and EasyKeeper focus more on longitudinal health and routine husbandry logs, so enclosure-scoped placement updates may require extra workflow configuration to match daily operational needs.
How does Livestocked represent relationships between animals, batches, and enclosures for reporting?
Livestocked adds traceability through searchable relationships between animals, batches, and enclosures so reporting can follow what happened and when. HerdBoss focuses on longitudinal animal history tied to templates and pedigree fields, which can be less direct for batch-to-enclosure relationship reporting.
Which tool provides a timeline view that links medical rounds documentation and breeding events on one animal history?
EquineGenie provides a timeline view that links medical rounds documentation and breeding events into a single animal history view. EasyKeeper also builds a longitudinal health timeline, but it centers routine husbandry and treatment events more than combined breeding and rounds linkage.
How should data migration be planned when moving from spreadsheets to animal record systems like EasyKeeper and Rescue Connection?
EasyKeeper expects frequent record creation tied to a single animal timeline, so migrations need a mapping from spreadsheet rows into animal-linked events by date. Rescue Connection organizes tracking around rescue lifecycle events like intake, housing changes, and adoption milestones, so migrations need event classification so intake and placement steps land in the correct workflow states.
Where does Rescue Connection fall short compared with ZooEasy for species-wide record field consistency?
ZooEasy emphasizes configurable taxon-specific husbandry forms that generate consistent record fields across cohorts. Rescue Connection organizes tracking around rescue lifecycle events and placement continuity, so species-wide field standardization depends more on the available configuration surface for intake and care records.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Animal Record Keeping Software

What separates options in animal record keeping software is how well they capture day-to-day animal history and reports, not just how they store fields. We’d prioritize the data model and export options because that’s what determines whether your records stay usable during audits and transfers.

Animal timeline data model

Why it matters

Animal timeline data model controls whether notes, weights, and events stay connected to the same animal over time. If it’s rigid, you’ll fight the system when your workflows add new record types.

How to check

In a demo, create one animal and add events across multiple dates (e.g., intake, behavior note, weight). Check whether each event attaches cleanly to the animal and whether you can view a chronological timeline without manual stitching.

Custom fields and templates

Why it matters

Custom fields and templates matter because facilities often use different forms for different animals or locations. When customization is limited, you end up with free-text blobs instead of searchable history.

How to check

Ask to add a custom field (like a location tag or housing type) and then place it on a form. Confirm you can filter and report on it later without losing earlier entries.

Event capture automation

Why it matters

Event capture automation reduces missed entries when staff rotate or volumes spike. If automation is weak, you’ll rely on memory and create gaps in animal history.

How to check

Look for configurable reminders or automatic prompts when certain event types are added. Use a sample workflow to see whether the next required fields show up consistently for different staff users.

Audit log for record edits

Why it matters

Audit log for record edits helps you answer who changed what and when, especially for health and housing notes. Without it, corrections can silently rewrite history.

How to check

Make a change to an existing note in the demo and ask who it shows as the editor and timestamp. Then verify whether the prior value remains viewable or at least traceable in an audit view.

Fast search and filters

Why it matters

Fast search and filters determine whether staff can find animals and past events during a workday. If search is shallow, reports become manual exports instead of operational tools.

How to check

Test search by animal identifier and by a custom field you added. Then try filtering by date range and event type; confirm the results match your inputs.

Export and import portability

Why it matters

Export and import portability matters when animals move between groups or systems. If formats are awkward, you can’t reliably keep long-term records accessible.

How to check

Request a sample export for timeline events and one for custom fields, then inspect the file structure. Also ask what import format is accepted and whether IDs and relationships between events and animals are preserved.

Red flags

  • Edits overwrite history with no trace of what changed and when
  • Custom fields don’t show up in reports or filters
  • Exports break animal-to-event links, making records unusable later

Fit by situation

  • If you manage many animals across dates and need a single chronological view, prioritize Animal timeline data model.
  • If you use multiple internal forms that vary by housing or staff, prioritize Custom fields and templates.
  • If you expect future transfers between systems, prioritize Export and import portability.
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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