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Manufacturing EngineeringTop 10 Best Equipment Manufacturing Software of 2026
Top 10 equipment manufacturing software ranked by features, pricing, and deployment. Includes tool notes for MRPeasy, Katana, and Tulip.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
Agents extract product evidence with provenance, then collect written reviews and transcribe video reviews and podcasts.
Framework: Features 40% · Ease 30% · Value 30%
Gitnux may earn a commission through links on this page — this does not influence rankings. Editorial policy
MRPeasy is the best fit for small equipment assemblers who need dependable cloud MRP for asset work-order automation without going full MES, whereas Tulip works better when frontline maintenance teams need guided inspections with controlled app rollout.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
MRPeasy
Preventive maintenance scheduling that auto-generates work orders from defined asset-task schedules.
Best for: Fits when maintenance teams need reliable asset work-order automation without MES-level control.
Katana
Editor pickOperation-step workflow that converts work order progress into real-time, action-ready statuses for supervisors.
Best for: Fits when shops need fast work-order execution visibility with workflow-driven status updates.
Tulip
Editor pickInteractive guided workflows let maintenance tasks collect structured results with conditional steps at the machine.
Best for: Fits when frontline equipment teams need guided maintenance and inspections with structured capture and controlled app rollout.
Comparison Table
MRPeasy
SMBCloud MRP for small manufacturers including equipment assemblers.
Preventive maintenance scheduling that auto-generates work orders from defined asset-task schedules.
MRPeasy centers on maintenance and asset workflows by letting teams define asset registers, assign preventive maintenance tasks, and generate work orders from schedules. Maintenance history records labor, downtime notes, and completion details, which supports traceability from an asset to each performed task. The system also supports document attachments on maintenance records, which helps teams keep specs, manuals, and inspection checklists attached to the right maintenance event.
A key tradeoff is that MRPeasy focuses on maintenance execution and does not replace full MES or PLC control layers for machine connectivity. It fits situations where engineering or operations want dependable recurring maintenance planning without building shop-floor dispatching logic or capacity optimizers. It also fits teams standardizing maintenance processes across plants when asset and task data can be set up consistently.
- +Recurring preventive maintenance templates drive consistent work order creation
- +Maintenance history links asset, task, labor, and completion outcomes in one record
- +Attachments and checklists stay tied to each maintenance event for traceability
- +Simple part and procurement flow reduces manual sourcing for maintenance jobs
- –Limited depth for shop-floor dispatching and real-time equipment connectivity
- –Complex governance like multi-site RBAC and advanced audit controls may require discipline
- –Process routing and sequencing logic is not a replacement for MES scheduling
- –Custom integration work may be needed for deeper ERP and engineering change control flows
Facilities and maintenance teams
Automate preventive work orders
Less missed PM tasks
Maintenance planners
Track downtime and maintenance history
Faster maintenance decisions
Show 2 more scenarios
Ops managers
Standardize maintenance documentation
Stronger maintenance traceability
Attachments and inspection checklists stay with each job for consistent evidence.
Inventory and procurement coordinators
Source parts for planned maintenance
Lower parts wait time
Maintenance jobs can reference needed items and trigger part procurement workflows.
Best for: Fits when maintenance teams need reliable asset work-order automation without MES-level control.
Katana
SMBCloud MRP for make-to-order manufacturers including equipment assemblers.
Operation-step workflow that converts work order progress into real-time, action-ready statuses for supervisors.
Katana is a fit for teams that need tight control of production progress and work instructions tied to specific orders and operations. The system models work as step-based execution and maintains order-level status so supervisors can see what is ready, what is in progress, and what is blocked. Automation is oriented around workflow state changes, such as progressing steps and reflecting completion back into tracking records.
A tradeoff is that Katana’s strongest fit is execution and workflow tracking, while deep engineering change control and complex routing optimization are not its core emphasis compared with heavier ERP suites. Katana works well when a shop needs faster visibility from work order to status and when downstream teams rely on accurate, timely completion updates.
- +Step-based execution view ties work progress to specific operations
- +Workflow automation updates statuses as work orders move through steps
- +Material and completion tracking supports consistent shop-floor handoffs
- +Integration surfaces keep manufacturing records aligned across systems
- –Advanced routing optimization is less central than execution tracking
- –Complex governance and approval chains require disciplined workflow design
- –Machine connectivity depth is limited versus platforms built for PLC-to-historian streams
- –Large multi-site setups may need additional configuration to match each site’s process
Manufacturing operations managers
Track work order steps in real time
Faster escalation on delays
Production supervisors
Coordinate handoffs between operators
Reduced handoff confusion
Show 2 more scenarios
ERP integration owners
Keep production records synchronized
Fewer record mismatches
Integration flows map work and completion events so other systems see consistent manufacturing progress.
Quality and compliance coordinators
Audit-ready execution trail for batches
Improved traceability coverage
Execution states and step completion timestamps support traceability across the work order lifecycle.
Best for: Fits when shops need fast work-order execution visibility with workflow-driven status updates.
Tulip
enterpriseNo-code frontline operations platform for equipment assembly plants.
Interactive guided workflows let maintenance tasks collect structured results with conditional steps at the machine.
Tulip’s workflow builder lets teams create interactive screens that operators follow step-by-step during setup, inspection, and corrective actions, with fields captured into structured records. Maintenance and asset workflows benefit from conditional logic, reusable components, and versioned app deployment so teams can control what work instructions run on the shop floor. Data capture is designed around consistent forms and attachments, which makes downtime evidence and inspection notes easier to aggregate for reporting and audit trails.
A key tradeoff is that deeper enterprise systems work orders, scheduling, and parts consumption still require integration with an ERP or CMMS, because Tulip primarily focuses on execution and data capture. Tulip fits best when frontline teams need guided task execution on the equipment, and when governance requires controlled app rollout across lines and sites.
- +No-code workflow apps drive stepwise equipment tasks at point of use
- +Structured form capture standardizes maintenance evidence across operators
- +Conditional logic supports exception handling during inspections and fixes
- +Role-based access controls limit who can view and submit records
- –Native work order and scheduling depth depends on external systems
- –Complex device connectivity often requires careful integration design
- –Large-scale governance needs disciplined app version rollout planning
- –Advanced analytics require exporting data to BI or other tools
Maintenance supervisors
Standardize corrective actions on equipment
Cleaner maintenance records
Quality engineers
Run inspection steps on the line
Fewer missed checks
Show 2 more scenarios
Plant operations managers
Control app rollout by area
Consistent execution
App versioning and access controls limit which instructions run per department.
Integration-focused IT teams
Connect equipment events to records
Unified asset history
APIs and data sync workflows push captured results into enterprise systems.
Best for: Fits when frontline equipment teams need guided maintenance and inspections with structured capture and controlled app rollout.
Fishbowl
SMBInventory and manufacturing management tied to QuickBooks for equipment makers.
Tightly coupled work order, BOM consumption, and serial and lot attributes in the same transaction flow
Fishbowl is an equipment manufacturing software option that connects inventory and manufacturing execution around a work order and item master. Its core strength is ERP-style transaction processing combined with shop-facing production workflows such as work orders, bill of materials, and material consumption.
- +Work order and inventory transactions stay tied to a shared item and BOM record
- +Serial and lot tracking supports downstream genealogy for built units
- +API access enables custom integrations with shop-floor and planning tools
- +Manufacturing reporting aligns to production orders and issued materials
- –MES-style scheduling optimizers and dispatch rules are limited versus specialist suites
- –Engineering change control needs process discipline to keep BOM versions consistent
- –Plant connectivity depends on integration work for machine events and quality records
- –Advanced multi-site governance and audit workflows can require careful setup
Best for: Fits when equipment manufacturers need ERP-grounded work orders with inventory control and serial tracking, plus API-based integrations.
Epicor Kinetic
enterpriseERP designed for make-to-order and mixed-mode manufacturers including equipment builders.
API-driven extensibility that links production execution events to maintenance and service workflows.
Epicor Kinetic schedules and manages manufacturing operations using work orders, routings, and production execution workflows built around ERP and manufacturing data. It also supports equipment-centric maintenance processes through asset records, service work, and parts usage so maintenance events can trace back to production context.
- +Ties work orders, routings, and service work to shared operational master data
- +API access supports integrations for production, maintenance, and inventory synchronization
- +Role-based access controls limit who can change operational and maintenance records
- +Extensibility supports automated workflows across engineering, operations, and maintenance
- –Heavy configuration is required to align maintenance processes with shop-floor routing logic
- –Some equipment connectivity patterns depend on external integration layers rather than native drivers
Best for: Fits when manufacturers want ERP-based work management plus maintenance transactions with controlled integrations.
NetSuite Manufacturing
enterpriseCloud ERP with manufacturing editions for assembly and equipment builders.
Engineering change workflows tied to items and BOM versions help keep work orders aligned with controlled revisions.
NetSuite Manufacturing targets equipment manufacturers that need ERP-driven work order, inventory, and purchasing control with manufacturing-specific process support. It connects shop operations to financials so routing, consumption, and costing updates can flow back to the general ledger and reporting structures.
- +Tight coupling between work execution records and ERP inventory and costing flows
- +Supports item and BOM versioning patterns for controlled production changes
- +Workflow automation for approvals tied to manufacturing transactions
- +Extensible integration surface for connecting shop data to ERP records
- –Lean-to-MES depth for shop-floor dispatching is limited compared with dedicated MES
- –OPC UA and historian style integrations depend on custom connectors or partners
- –Engineering change control workflows require disciplined master data governance
- –Advanced scheduling and capacity optimization depend heavily on add-ons or configuration
Best for: Fits when teams need ERP-first manufacturing control and transaction traceability across procurement and costing.
Odoo Manufacturing
SMBOpen-source modular ERP with manufacturing apps for equipment builders.
Work orders are generated directly from BOM versions and routed steps, keeping execution tied to engineering structure.
Odoo Manufacturing ties shop-floor work orders to engineering artifacts inside a single ERP dataset, which reduces cross-system drift during change cycles. The module supports BOM versioning and routing management, and it drives production execution through work order planning, material moves, and reporting.
- +BOM versioning ties changes to resulting work orders and inventory movements
- +Production work orders drive materials consumption and finished goods receiving in one workflow
- +Engineering and execution records remain consistent across ERP modules without export steps
- +Serial and lot tracking carries through manufacturing transactions for traceability
- –Shop-floor dispatching and machine-level OEE are limited without additional integrations
- –Engineering change control requires careful configuration of approvals and data ownership
- –MES-style analytics and SPC workflows need added configuration or external tooling
- –Capacity planning and scheduling optimization are basic compared with dedicated schedulers
Best for: Fits when equipment manufacturers want ERP-centered work order execution with BOM control and traceability.
ProShop ERP
SMBWeb-based ERP and QMS for precision machine and equipment shops.
Engineering change control that propagates BOM updates into existing work orders with job-aware revision linkage.
ProShop ERP is an equipment manufacturing ERP focused on job-based production, purchasing, and inventory tied to work orders. It connects shop execution to costing through BOM management, material allocation, and document-linked workflows used during build and receiving.
- +BOM versioning keeps material explosions aligned to job revisions
- +Work order execution ties purchasing and receiving to production demand
- +Quality records remain linked to produced lots or serialized items
- +Document attachment workflows support engineering and inspection paperwork
- –MES-style dispatching and OEE rollups require separate tooling
- –Engineering change control needs disciplined part and BOM governance
- –Capacity planning and scheduling optimizer depth is limited for complex constraints
- –API and integration tooling depth for shop-floor data sources is not prominent
Best for: Fits when equipment builders need job-to-inventory control with BOM change history and inspection traceability.
Rootstock Cloud ERP
enterpriseSalesforce-native cloud ERP for equipment and machinery manufacturers.
Extensibility through APIs lets external equipment and process systems write and read ERP operational objects.
Rootstock Cloud ERP runs equipment-focused financials and business processes with manufacturing records attached to operational objects like work orders and inventory. It distinguishes itself with a configurable master-data and workflow approach geared toward recurring operational execution rather than one-off spreadsheet control.
- +Work orders link operational transactions directly to accounting postings
- +Configurable workflows help map engineering changes to downstream inventory updates
- +API access supports bidirectional ERP integration with external manufacturing apps
- +Structured BOM handling supports versioned manufacturing inputs
- –Shop-floor dispatching and machine monitoring require external systems
- –Granular role and audit controls depend on implementation discipline
- –Complex MES-style quality and inspection flows need configuration effort
- –Advanced capacity and scheduling require add-ons or separate tooling
Best for: Fits when equipment manufacturers need ERP-centric process control tied to production and maintenance records.
Infor CloudSuite Industrial
enterpriseEnterprise industrial ERP for equipment and machinery manufacturers.
Engineering change control integration that ties modified product data to manufacturing execution transactions.
Infor CloudSuite Industrial is aimed at equipment manufacturing workflows that need tight ERP and operational integration for engineering, production execution, and plant operations. It provides configurable work management and asset-centric processes tied to Infor applications, which helps keep engineering changes aligned with manufacturing order data. The product suite also supports connectivity to shop-floor systems through integration tooling and standard enterprise patterns for exchanging orders, inventory, and operational status.
- +Strong integration fit with Infor ERP process data and plant operations
- +Configurable work management flows for manufacturing and maintenance-style activities
- +Extensibility through documented integration patterns and platform services
- +Enterprise governance support with role-based access and audit logging
- –Heavier implementation effort than simpler maintenance workflow tools
- –Specialized shop-floor connectivity can require system integration work
- –Process configuration can take time to match engineering-to-operations workflows
- –Depth across all shop-floor use cases may depend on which optional modules are deployed
Best for: Fits when equipment manufacturers need engineering-to-operations process control inside an Infor-centered ecosystem.
Conclusion
After evaluating 10 equipment manufacturing software, MRPeasy 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.
Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.
How to Choose the Right Equipment Manufacturing Software
Equipment manufacturing software used for maintenance and asset workflows is judged by how it turns operational events into work orders, how far it connects those work orders to engineering structures like BOM versions, and how consistently it captures outcomes for audit and repeatability. This guide covers MRPeasy, Katana, Tulip, Fishbowl, Epicor Kinetic, NetSuite Manufacturing, Odoo Manufacturing, ProShop ERP, Rootstock Cloud ERP, and Infor CloudSuite Industrial.
The reviews that follow compare automation depth for maintenance execution, transaction coupling between work and inventory, and integration and governance surfaces such as API access and multi-site access control. Each tool is assessed for the way it handles asset-task scheduling, step-based execution tracking, guided equipment inspections, and engineering change control propagation from product data into execution.
Equipment Manufacturing Software for maintenance, work orders, BOM-controlled execution, and asset tracking
Equipment manufacturing software in this guide is used to drive equipment-centered work execution, link the work to assets and engineering structure, and keep results tied to specific jobs, revisions, and transactions. MRPeasy is built around preventive maintenance scheduling that auto-generates work orders from defined asset-task schedules and records maintenance history linked to assets, tasks, labor, and completion outcomes.
Other platforms in this guide emphasize different execution patterns, such as Tulip guided workflows that capture structured maintenance evidence at the machine with conditional steps and controlled app rollout. Fishbowl focuses on keeping work orders coupled to BOM consumption and serial and lot attributes inside the same transaction flow, which supports built-unit genealogy for downstream traceability when engineering changes need inventory-consistent outcomes.
Equipment workflow execution features that determine day-to-day throughput and traceability
Equipment manufacturing software succeeds when work execution produces consistent work orders and captures outcomes tied to the right asset and the right engineering revision. That link matters because maintenance decisions, engineering change outcomes, and inventory transactions depend on stable identifiers.
The strongest tools also expose enough integration and governance surface to keep execution synchronized across maintenance, inventory, and engineering records. The practical test is whether a work order event can be created, advanced, and audited with the same operational objects across the workflow.
Asset-task automation that generates work orders from defined schedules
MRPeasy auto-generates work orders from recurring preventive maintenance templates and records maintenance history in one place tied to assets, tasks, labor, and completion outcomes. This pattern supports maintenance execution automation without requiring MES-style shop-floor orchestration.
Step-based execution tracking that turns progress into supervisor-ready statuses
Katana uses an operation-step workflow that maps work order progress to real-time, action-ready statuses for supervisors. This step execution model focuses on work order execution visibility rather than routing optimization.
Guided equipment inspections that standardize structured results at the point of use
Tulip delivers interactive guided workflows for maintenance tasks with conditional steps and structured form capture at the machine. The guided data entry creates repeatable evidence but shifts work order and scheduling depth to external systems when needed.
ERP-grounded transaction coupling for work orders, BOM consumption, and serial or lot attributes
Fishbowl keeps work order and inventory transactions tied to a shared item and BOM record while supporting serial and lot tracking for downstream genealogy. This tight coupling supports traceability from execution to built-unit identity.
API-driven extensibility that connects production events to maintenance and service workflows
Epicor Kinetic emphasizes API access that links production execution events to maintenance and service workflows. It also ties work orders, routings, and service work to shared operational master data that integrators can reuse across systems.
Engineering change workflows tied to item and BOM versions that control execution alignment
NetSuite Manufacturing uses engineering change workflows tied to items and BOM versions so work orders remain aligned with controlled revisions. Odoo Manufacturing also generates work orders directly from BOM versions and routed steps to keep execution tied to engineering structure.
How to choose Equipment Manufacturing Software based on execution model, integration depth, and governance control
The decision should start with the execution pattern used in the factory, not with feature checklists. Each tool in this guide emphasizes a different workflow center, such as maintenance scheduling, step execution tracking, machine-guided capture, or ERP-centered transaction coupling.
Next, match the integration and governance surface to the operational objects that must stay consistent, such as assets, BOM versions, work orders, and job revisions. The right selection minimizes rework caused by mismatched identifiers and avoids workflow drift when approvals and audit trails matter.
Select the workflow center that matches the team owning execution
If preventive maintenance scheduling should auto-create work orders from defined asset-task schedules, MRPeasy is built around that workflow center. If supervisor visibility should come from operation-step status transitions, Katana centers execution on work order progress through defined steps.
Decide where structured evidence must be captured
If maintenance teams need guided, conditional capture at the machine with structured results, Tulip fits equipment teams that standardize inspection evidence in the application at point of use. If evidence must stay grounded in ERP-style item and BOM transactions with serial and lot attributes, Fishbowl supports a single transaction flow for work order execution and inventory identity.
Choose how engineering change control should propagate into execution and inventory
If controlled revisions should align work orders to item and BOM version workflows, NetSuite Manufacturing emphasizes engineering change workflows tied to BOM versions. If work orders must be generated directly from BOM versions and routed steps to keep execution coupled to engineering structure, Odoo Manufacturing provides that generation pattern.
Match API and integration responsibilities to existing platforms and device connectivity
If integration must connect production execution events to maintenance and service workflows through extensibility, Epicor Kinetic provides API-driven extensibility tied to shared operational master data. If execution and monitoring depend on external shop-floor systems, Rootstock Cloud ERP and Infor CloudSuite Industrial can fit ERP-centric process control but often require system integration work for machine connectivity and dispatch.
Align governance depth with multi-site execution and audit expectations
If governance expectations include complex multi-site access patterns and advanced audit controls, teams should validate that MRPeasy fits their RBAC and audit control requirements without adding heavy governance overhead. If engineering change control must propagate into existing work orders with job-aware revision linkage, ProShop ERP supports revision linkage between BOM updates and job context.
Who needs Equipment Manufacturing Software built for maintenance, assets, and engineering-controlled execution
This guide fits organizations that treat maintenance and equipment execution as structured business processes tied to assets and engineering revisions. The selection becomes critical when work orders must stay consistent with BOM versioning and when inspection evidence must be reproducible for audit and repeatability.
The best-fit tools concentrate on either automated work order creation, guided machine inspection capture, or ERP-centered transaction coupling for inventory and built-unit identity. The right choice depends on which execution object needs to be authoritative across the workflow.
Maintenance operations teams that run recurring asset-task schedules
MRPeasy is designed to auto-generate work orders from preventive maintenance templates and to keep maintenance history tied to assets, tasks, labor, and completion outcomes in one record.
Supervisors managing execution visibility across multi-step work orders
Katana supports step-by-step execution status updates so supervisors can track work order progress through action-ready operation steps without building separate status logic.
Frontline equipment teams capturing inspection and maintenance evidence at the machine
Tulip provides interactive guided workflows with conditional steps and structured form capture so operators record consistent evidence while completing machine-centric maintenance tasks.
Equipment manufacturers that must keep work orders tied to BOM consumption and built-unit identity
Fishbowl tightly couples work orders to BOM consumption and serial and lot attributes inside the same transaction flow, which supports genealogy for built units after engineering changes.
Manufacturers that require ERP-first engineering change control and revision-aligned execution
NetSuite Manufacturing and Odoo Manufacturing both emphasize BOM version control in work order generation, with NetSuite centering engineering change workflows tied to items and BOM versions and Odoo generating work orders directly from BOM versions and routed steps.
Common mistakes when selecting Equipment Manufacturing Software for maintenance and asset workflows
Misalignment usually starts when selection criteria focus on work order creation without evaluating how execution status, evidence capture, and revision control behave end to end. The second failure mode is assuming deep shop-floor dispatching exists when the tool is primarily ERP-centered or integration-dependent.
The result is duplicated status tracking, inconsistent BOM version usage, and audit trails that cannot reconstruct the sequence of events across maintenance, inventory, and engineering records.
Selecting a tool for preventive maintenance scheduling but underestimating the governance and dispatch depth needed for shop-floor execution
MRPeasy is strong for recurring preventive maintenance work order automation, but it has limited depth for shop-floor dispatching and real-time equipment connectivity. If dispatch rules and device events are part of day-to-day execution, teams should plan for additional shop-floor integration work.
Building approval chains that do not match the workflow model used for status transitions
Katana can update supervisor-ready statuses through operation-step workflow design, but advanced governance and approval chains require disciplined workflow design. Workflow design should be validated against the approval steps used by maintenance planners and supervisors.
Assuming guided inspection capture automatically includes the work order and scheduling optimizer needed for dispatch
Tulip provides guided, structured capture with conditional steps, but native work order and scheduling depth depends on external systems. Teams should map which system owns scheduling and which system owns execution evidence capture.
Letting engineering change control drift from BOM versions, job revisions, or item structures used in work orders
NetSuite Manufacturing emphasizes engineering change workflows tied to items and BOM versions, and Odoo Manufacturing generates work orders from BOM versions and routed steps. If engineering change control is not implemented with the same BOM ownership rules used in execution, work orders can stop aligning with inventory and costing records.
How We Selected and Ranked These Tools
We evaluated MRPeasy, Katana, Tulip, Fishbowl, Epicor Kinetic, NetSuite Manufacturing, Odoo Manufacturing, ProShop ERP, Rootstock Cloud ERP, and Infor CloudSuite Industrial using a weighted model where features account for 40% and ease and value each account for 30%. We scored MRPeasy highest for preventive maintenance scheduling that auto-generates work orders from defined asset-task schedules and for maintenance history records that link asset, task, labor, and completion outcomes in one record.
We prioritized tools that turn operational events into work orders with consistent revision alignment through BOM versions and engineering change workflows, which is why NetSuite Manufacturing and Odoo Manufacturing earned strong execution alignment signals. We also rewarded integration and extensibility patterns that reduce rework, including Epicor Kinetic API-driven extensibility and Fishbowl transaction coupling with serial and lot attributes.
Frequently Asked Questions About Equipment Manufacturing Software
How do MRPeasy, Fiix-style maintenance tools, and Epicor Kinetic connect maintenance work orders to equipment assets?
Which tools support shop-floor workflow execution tied to real-time work order progress for supervisors?
What happens to engineering change control when BOM versions change in Odoo Manufacturing versus ProShop ERP?
How do Fishbowl and NetSuite Manufacturing handle inventory movements tied to production transactions?
Do Oracle Fusion, Rootstock Cloud ERP, and Infor CloudSuite Industrial expose APIs for integration with shop-floor systems?
When serial and lot tracking are required, how do Fishbowl and Odoo Manufacturing differ in where traceability is enforced?
What breaks if asset and master data setup is incomplete in MRPeasy compared with NetSuite Manufacturing?
How do Tulip and Epicor Kinetic handle audit evidence for maintenance or service execution?
When administrators need access control and environment separation, how do Epicor Kinetic and Rootstock Cloud ERP approach RBAC and governance?
Tools reviewed
Primary sources checked during evaluation.
Referenced in the comparison table and product reviews above.
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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