
GITNUXSOFTWARE ADVICE
Construction InfrastructureTop 10 Best Gas Pipeline Design Software of 2026
Top 10 ranking of gas pipeline design software options, comparing KYPipe, PIPESIM, and Pipe Flow Expert for engineers selecting tools.
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%
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KYPipe is the best choice for pipeline engineers who need repeatable steady-state and transient studies from a single network model, since its connected project workflow keeps topology, assumptions, and scenario outputs synchronized for reliable re-runs, whereas PIPESIM fits enterprise teams that want one environment to carry the same pipeline definition through both steady and surge-focused transient analysis.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
KYPipe
Connected project workflow that keeps network topology, equipment assumptions, and scenario outputs synchronized for re-runs.
Best for: Fits when pipeline engineers need repeatable steady-state and transient studies tied to one network model.
PIPESIM
Editor pickOne modeling environment that carries both steady-state and surge-focused transient analysis through the same pipeline network definition.
Best for: Fits when pipeline engineering teams need steady-state and transient studies from the same network model.
Pipe Flow Expert
Editor pickScenario-based pipeline hydraulic modeling that keeps design assumptions and calculated pressure outcomes tightly linked.
Best for: Fits when engineering teams need repeatable steady-state gas network sizing with targeted transient studies, not deep enterprise integration.
Comparison Table
KYPipe
vertical specialistHydraulic modeling software for gas transmission and distribution pipeline networks.
Connected project workflow that keeps network topology, equipment assumptions, and scenario outputs synchronized for re-runs.
KYPipe focuses on gas transmission and distribution design tasks such as hydraulic grade line generation, nodal pressure balancing, and line-wide checks needed for MAOP verification style deliverables. The tool’s workflow is oriented around building a network, assigning pipe and equipment properties, and running analysis to produce pressure, flow, and constraint outputs in one project context. For teams already using common GIS shapefile workflows, KYPipe can ingest route geometry and use that route profiling as the backbone for segment creation.
A tradeoff appears in governance depth, because large multi-team environments often need extra process design around project setup and version control rather than relying on fine-grained in-app RBAC and audit log controls. KYPipe fits best when design engineering teams need consistent re-runs across alignment changes, equipment sizing updates, and scenario sets without rebuilding the network each time.
- +Steady-state network modeling ties segment properties to pressure profile outputs
- +Transient scenario support supports surge mitigation style studies beyond steady hydraulics
- +Equipment inputs for station elements support end-to-end workflow from design to checks
- +Project-based automation supports repeat runs across alignment and configuration changes
- –Governance controls for multi-team RBAC and audit trails are limited versus enterprise suites
- –Large networks can make scenario management slower without disciplined naming conventions
- –Advanced custom integration depends on available API surface and connector coverage
- –Complex compliance deliverables may require external documentation packaging
Gas pipeline design engineers
Run pressure profiles from alignment updates
Faster iteration on constraints
Flow assurance analysts
Model transient surge and blowdown scenarios
Reduced risk of oversight
Show 1 more scenario
Pipeline project teams
Scenario set management for design reviews
Consistent outputs across revisions
Use repeatable project automation to manage scenario runs for review packages and internal iterations.
Best for: Fits when pipeline engineers need repeatable steady-state and transient studies tied to one network model.
PIPESIM
enterpriseMultiphase flow simulation software for well, pipeline, and surface network design in oil and gas systems.
One modeling environment that carries both steady-state and surge-focused transient analysis through the same pipeline network definition.
PIPESIM fits engineering teams that need repeatable hydraulic modeling across large pipeline networks, including node and segment definitions that drive pressure and flow results. The workflow centers on building a pipeline model, defining gas and equipment behavior, and running scenarios that target design checks and operational studies. Integration depth is usually exercised through data import and export into the surrounding engineering toolchain rather than through general-purpose cloud collaboration features.
A key tradeoff is that PIPESIM modeling work depends on accurate input preparation for network geometry, gas properties, and equipment parameters, which can slow projects when inputs are incomplete or inconsistently formatted. It is strongest for usage situations where multiple operating cases must be compared with controlled assumptions, such as compressor sequencing studies and steady versus transient gap analysis.
- +Consistent modeling workflow from network setup to simulation outputs
- +Steady-state and transient analysis coverage in one engineering environment
- +Strong fit for equipment-in-the-loop gas pipeline studies
- +Scenario runs support controlled comparisons across operating cases
- –Input quality issues can cause long rework cycles
- –API and automation surfaces are less central than GUI-driven modeling
- –Governance controls for multi-user model editing can feel heavyweight
- –Transient workflows require careful parameter calibration
Gas pipeline engineering teams
Compare operating cases on pipeline networks
Faster engineering iteration cycles
Flow assurance engineers
Run transient surge and blowdown scenarios
Better surge mitigation confidence
Show 2 more scenarios
Compressor station specialists
Model compressor station operating strategies
Clear station operating window
Equipment parameterization supports testing station effects on network performance across steady conditions.
Pipeline reliability analysts
Assess impacts of gas property changes
Improved composition sensitivity
Gas composition updates can be reflected in the network model to study resulting performance shifts.
Best for: Fits when pipeline engineering teams need steady-state and transient studies from the same network model.
Pipe Flow Expert
SMBFluid flow and pressure drop software for pipe systems that supports gases, liquids, and mixed networks.
Scenario-based pipeline hydraulic modeling that keeps design assumptions and calculated pressure outcomes tightly linked.
Pipe Flow Expert is built around pipeline-specific hydraulic modeling that supports steady-state simulation for gas networks and iterative design refinement. The workflow is oriented around assembling pipeline segments, settings, and operating conditions, then using the resulting hydraulic grade line outputs to validate flows and pressures. Gas composition tracking and scenario management help when design assumptions change across cases for compressor operation or station configuration.
A common tradeoff is that automation depth for enterprise integration is weaker than engineering suites centered on broader asset management and GIS ecosystems. It fits best when engineering groups need repeatable hydraulic and basic transient modeling runs for design review cycles, rather than when organizations require heavy API-first provisioning, RBAC governance, and fully automated data pipelines from GIS and SCADA systems.
- +Workflow stays centered on pipeline hydraulic results for sizing iterations
- +Gas composition handling supports scenario comparisons across operating cases
- +Transient modeling capability supports surge mitigation analysis planning
- +Outputs map to line pressure validation needs in pipeline design reviews
- –Enterprise integration and provisioning automation are limited versus larger suites
- –Transient studies require more manual setup than steady-state runs
- –Some governance controls like fine-grained RBAC are not designed for large groups
- –GIS and SCADA tag mapping often needs extra preprocessing outside the model
Mid-size pipeline design teams
Iterative MAOP and pressure checks
Faster design iteration cycles
Operations engineering
Surge mitigation preparation
Clearer surge risk framing
Show 1 more scenario
Gas system planners
Compressor and station configuration tradeoffs
More defensible configuration choices
Compares operating cases using consistent pipeline topology and gas composition assumptions to reduce mismatch between alternatives.
Best for: Fits when engineering teams need repeatable steady-state gas network sizing with targeted transient studies, not deep enterprise integration.
CAESAR II
enterprisePipe stress analysis software used for code compliance and structural evaluation of piping systems.
Integrated pipe stress and support calculations mapped to operational and transient gas loading cases.
CAESAR II from Hexagon is a gas pipeline design and analysis package that focuses on piping stress and supports, with direct workflows for heel-up and route changes that affect mechanical integrity. Its core capabilities center on ASME B31.8 style design checks through material, wall thickness, and hoop stress calculations, plus steady-state and transient analysis to assess operating conditions that drive loads. The software also supports gas composition tracking and linepack related evaluations through its gas dynamics modeling, which helps connect hydraulic behavior to allowable stresses.
- +Strong piping stress workflow tied to pipeline route modifications
- +Transient analysis routines support surge mitigation studies
- +Material and thickness selection controls support consistent hoop stress checks
- +Gas composition tracking connects thermodynamics to load outcomes
- –Narrower pipeline hydraulics breadth than dedicated network simulators
- –Project governance and model provisioning take discipline on large studies
- –GIS shapefile import support is limited for route-first workflows
- –SCADA tag mapping requires external alignment with plant naming standards
Best for: Fits when stress integrity and transient load cases drive deliverables for MAOP-adjacent gas pipelines.
AutoPIPE
enterprisePipe stress and structural analysis software for critical piping systems in energy and industrial projects.
Segment-level MAOP verification and hoop stress driven wall thickness selection tightly connected to the pipeline analysis model.
AutoPIPE performs gas pipeline steady-state and transient analysis with pressure, flow, and equipment components placed on a line model. It supports ASME B31.8 style design checks such as MAOP verification and stress and wall thickness selection workflows tied to pipe segments.
- +Pipeline-specific calculation set for gas line hydraulics and integrity checks
- +Component modeling supports common stations and pressure-control elements
- +MAOP verification and wall thickness workflows align to pipe segment properties
- +Report outputs map analysis results to engineering documentation needs
- –Model setup requires careful input structure for long multi-segment lines
- –Limited fit for GIS-centric route workflows without external preprocessing
- –Automation via API or deep extensibility is not clearly oriented to custom pipelines
- –Transient use cases can demand more manual parameter management than steady-state
Best for: Fits when pipeline teams need calculation-anchored gas line analysis and documentation from a single hydraulic model.
PIPENET
enterpriseTransient and steady-state flow analysis software for compressible and incompressible pipe networks.
Configuration-based study runs that keep multi-iteration pipeline design parameter changes traceable.
PIPENET focuses on gas pipeline design work where hydraulic calculations and line component selection need to connect into one repeatable project workflow. The software supports gas network modeling for steady-state flow and related design checks used in early and mid-detail engineering.
- +Project templates keep iterative pipeline studies consistent
- +Design-ready outputs support typical gas line sizing checkpoints
- +Parameter-driven runs reduce manual copy and recalc work
- +Works well for discrete route scenarios and what-if studies
- –Integration depth for GIS and SCADA mappings is limited
- –Automation hinges on setup discipline for each modeling template
- –Extensibility and API options are not clearly documented
- –Transient or surge mitigation workflows appear incomplete for advanced studies
Best for: Fits when engineering teams need repeatable gas line sizing studies with controlled inputs.
FluidFlow
SMBSteady-state process piping simulation software for pressure drop, flow distribution, and equipment sizing.
Scenario automation ties route edits and station parameter changes to repeatable hydraulic reruns with consistent output naming.
FluidFlow focuses on end-to-end gas pipeline design workflows that connect routing inputs to engineering deliverables in one working session. It supports hydraulic calculation runs for steady-state conditions and models practical station elements such as compressor and regulator configurations tied to line segments.
- +Workflow automation reduces rework when comparing design alternatives
- +Hydraulic steady-state study outputs stay linked to the route model
- +Station elements for regulators and compressors attach to pipeline segments
- +Change tracking supports multi-user drafting and iterative reruns
- –Transient and surge mitigation workflows are limited compared with full simulation suites
- –Geometry import from GIS shapefiles can require cleanup before modeling
- –API surface is thinner than desktop-first CAD engineering stacks
- –Advanced compliance-style reporting integration is not as turnkey as major enterprise suites
Best for: Fits when mid-size gas pipeline teams need repeatable steady-state studies tied to routing and station inputs.
TGNET
vertical specialistPipeline and gas network engineering software for hydraulic analysis and system design.
TGNET’s workflow configuration ties design inputs to export-ready engineering deliverables for station and route packages.
TGNET provides gas pipeline design workflows focused on project documentation, cross-discipline engineering outputs, and coordination around a shared pipeline model. Its strength is handling typical deliverables for pipeline route profiling, station design inputs, and compliance-linked engineering packets without forcing an external document maze.
- +Workflow-driven deliverables that stay tied to a shared pipeline design baseline
- +Strong support for pipeline route profiling inputs and station-related output generation
- +Engineering iteration reduces rework when design parameters shift mid-project
- –API and automation surface is not as deep as the leading engineering automation ecosystems
- –Interoperability can require manual mapping when exchanging GIS and CAD data sets
- –Governance controls like granular RBAC and audit logs appear less comprehensive
Best for: Fits when engineering teams need repeatable gas pipeline deliverables without building custom automation around calculations.
Stoner Pipeline Simulator
enterprisePipeline simulation software for gas and hazardous liquid systems with steady-state and transient analysis.
Steady-state pipeline computation workflow built around repeatable station and route parameter runs for engineering comparisons.
Stoner Pipeline Simulator performs steady-state natural gas pipeline hydraulic calculations using common industry equation sets to produce pressure, temperature, and flow results along a modeled route. It focuses on line-by-line network input and repeatable scenario runs for tasks like routing profile definition and compressor or station parameter studies.
- +Straightforward input of pipeline and station parameters for fast scenario iteration
- +Hydraulic result outputs support quick checks of pressure and flow changes
- +Built for natural gas pipeline calculation workflows instead of document-centric production
- +Scenario reruns help compare design variants with consistent settings
- –Limited evidence of native GIS or CAD model import for route geometry automation
- –Fewer integration points for SCADA tag mapping and operational data feeds
- –Transient and surge-focused workflows need separate tooling outside the core calculator
- –Complex networks can require careful manual setup to avoid input inconsistencies
Best for: Fits when teams need repeatable steady-state gas hydraulic runs with focused scenario control.
Synergi Gas
enterpriseGas distribution network modeling software for planning, design, operations, and regulatory analysis.
Configuration-driven scenario runs support rapid comparison of line sizing outcomes within one gas network model.
Synergi Gas focuses on gas pipeline network design and hydraulic work, with a workflow centered on building pipe systems, setting boundary conditions, and running design cases. The software supports steady-state gas flow calculations and common line sizing iterations, including pressure drop and velocity checks needed for ASME B31.8 style design reviews.
- +Scenario-based runs make multi-case pipe sizing comparisons repeatable
- +Model setup aligns with gas network design steps rather than general CAD
- +Steady-state hydraulic calculations support practical design iteration loops
- +Case configuration reduces manual rework across similar studies
- –Limited coverage for transient and surge mitigation workflows
- –Automation and API surface for external orchestration appears constrained
- –Complex datasets often require careful data preparation to avoid model drift
- –GIS and SCADA mapping support can require manual bridging outside core workflows
Best for: Fits when teams need repeatable steady-state gas pipeline design iterations across many cases with minimal model rebuilds.
Conclusion
After evaluating 10 gas pipeline design software, KYPipe 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 Gas Pipeline Design Software
Gas pipeline design software usually becomes a control system for engineering assumptions, because KYPipe keeps network topology, equipment assumptions, and scenario outputs synchronized for repeatable re-runs. PIPESIM also targets repeatable steady-state and surge-focused transient studies from the same pipeline network definition, which reduces context switching across simulation modes.
This buyer’s guide covers ten tools that map design workflow pressure and scenario output back to a shared pipeline definition, including Bentley OpenFlows-relevant pipelines via AutoPIPE, as well as AVEVA and Autodesk Civil 3D in the wider design stack. The comparisons that follow focus on integration depth, automation and API surface, and governance controls that matter when multiple teams iterate the same gas network model.
Gas Pipeline Design Software for steady-state and transient network engineering workflows
Gas pipeline design software supports steady-state hydraulic simulation and, in selected tools, transient and surge mitigation analysis that stays tied to the same network definition. KYPipe is built around a connected project workflow that keeps topology, equipment assumptions, and scenario outputs synchronized for re-runs across multiple study cases.
Most buyers use this category to link pipeline route and station inputs to pressure outcomes, sizing checkpoints, and deliverable-ready results, then decide how much of that workflow can be automated through an API or orchestration surface. PIPESIM stays centered on one modeling environment that carries both steady-state and surge-focused transient analysis through the same pipeline network definition, while KYPipe emphasizes scenario synchronization for iteration cycles.
Integration, automation surface, and governance for gas pipeline design models
Teams also need automation and an API surface that reduces manual reruns when design alternatives expand, because long scenario lists are hard to manage through GUI work alone. PIPESIM keeps steady-state and surge-focused transient analysis in one modeling environment, while FluidFlow ties route edits and station parameter changes to repeatable hydraulic reruns with consistent output naming.
Scenario re-run synchronization across network definition
KYPipe maintains synchronization between the pipeline network definition and scenario outputs so reruns repeat the same topology and assumptions. Pipe Flow Expert keeps design assumptions and calculated pressure outcomes tightly linked in scenario-based modeling to support steady-state sizing iterations paired with targeted transient studies.
Unified steady-state and transient modeling workflow
PIPESIM carries both steady-state and surge-focused transient analysis through the same pipeline network definition in one modeling environment. KYPipe also supports transient scenario work beyond steady hydraulics while keeping the same connected project workflow for re-runs.
Automation for repeatable design alternatives
FluidFlow uses scenario automation so route edits and station parameter changes trigger repeatable steady-state hydraulic reruns with consistent output naming. PIPENET focuses on configuration-based study runs that keep multi-iteration design parameter changes traceable through project templates.
Integrity and transient load case linkage for MAOP-adjacent deliverables
CAESAR II integrates pipe stress and support calculations mapped to operational and transient gas loading cases, which fits projects where transient load cases drive stress integrity results. AutoPIPE connects segment-level gas line hydraulics with MAOP verification and hoop stress driven wall thickness selection from a single analysis model.
Governance controls and audit discipline for multi-team model iteration
KYPipe delivers connected scenario re-runs but has limited governance controls for multi-team RBAC and audit trails versus enterprise suites. AutoPIPE’s model setup requires careful input structure for long multi-segment lines, which shifts governance burden toward disciplined modeling conventions.
Route and station deliverables from workflow-driven generation
TGNET drives workflow configuration that ties design inputs to export-ready engineering deliverables for station and route packages. PIPENET generates design-ready outputs from project templates that support controlled iterative gas line sizing checkpoints.
Decide based on where the workflow needs to stay synchronized
Next decide where automation belongs in the workflow, because some tools focus on GUI-driven modeling with limited API and orchestration support. FluidFlow and PIPENET automate reruns through scenario automation and configuration-based study runs, while PIPESIM and Pipe Flow Expert keep more of the process centered on the modeling workflow and GUI execution rather than automation-first orchestration.
Pick a single-model approach when transient and steady-state must share one definition
Choose PIPESIM when steady-state and surge-focused transient work must flow through one pipeline network definition in the same modeling environment. Choose KYPipe when the connected project workflow must keep topology, equipment assumptions, and scenario outputs synchronized for repeatable re-runs that include transient scenario support.
Choose scenario-first tools when iteration discipline beats full enterprise orchestration
Choose Pipe Flow Expert when scenario-based modeling must keep design assumptions and calculated pressure outcomes tightly linked for steady-state sizing and targeted transient studies. Choose Synergi Gas when repeatable steady-state design iterations across many cases must run with minimal model rebuilds through configuration-driven scenario runs.
Select integrity-focused pipelines when stress and support calculations drive deliverables
Choose CAESAR II when pipe stress and support calculations must map to operational and transient gas loading cases tied to pipeline route modifications. Choose AutoPIPE when hoop stress driven wall thickness selection and MAOP verification must stay directly connected to gas line hydraulics from one analysis model.
Prioritize automation for rerun consistency when alternatives multiply
Choose FluidFlow when route edits and station parameter changes must trigger repeatable hydraulic reruns with consistent output naming for design alternative comparisons. Choose PIPENET when configuration templates must keep multi-iteration pipeline design parameter changes traceable across repeatable study runs.
Plan for the governance model when multiple teams edit shared work
Choose KYPipe only if multi-team RBAC and audit trail requirements can be met with project discipline, since governance controls are limited versus enterprise suites. Choose tools with calculation-anchored workflows like AutoPIPE when governance can be enforced through carefully structured model inputs rather than deep platform-level governance.
Match deliverable packaging needs to workflow generation strength
Choose TGNET when export-ready station and route packages must be generated from workflow configuration tied to a shared pipeline design baseline. Choose Stoner Pipeline Simulator when the priority is straightforward input of pipeline and station parameters for fast scenario iteration with focused steady-state outputs.
Who benefits from these gas pipeline design workflows
Project groups also benefit when integrity deliverables connect hydraulic and transient load cases to stress and wall thickness decisions, since these outputs drive MAOP-adjacent documentation. AutoPIPE and CAESAR II address this linkage by anchoring gas line hydraulics and transient routines to wall thickness selection or pipe stress workflows.
Gas pipeline engineering teams running repeated steady-state and transient studies from one network model
PIPESIM supports steady-state and surge-focused transient analysis through the same pipeline network definition, and KYPipe keeps topology and scenario outputs synchronized for re-runs.
Teams that must compare many design alternatives with controlled iteration and traceable input changes
PIPENET uses configuration-based study runs with project templates that keep design parameter changes traceable, and Synergi Gas uses configuration-driven scenario runs for repeatable steady-state comparisons.
Integrity-focused pipeline projects where transient load cases influence stress and support deliverables
CAESAR II maps pipe stress and support calculations to operational and transient gas loading cases, and AutoPIPE ties hoop stress driven wall thickness selection to the pipeline analysis model.
Mid-size pipeline teams that need repeatable reruns tied to route and station edits without deep orchestration engineering
FluidFlow automates scenario reruns when route edits and station parameter changes occur, while Stoner Pipeline Simulator focuses on repeatable steady-state station and route parameter runs.
Deliverables packaging teams that need export-ready station and route packages from workflow configuration
TGNET ties design inputs to export-ready engineering deliverables for station and route packages, and its workflow-driven outputs reduce the need to build custom packaging around calculations.
Common Gas Pipeline Design Software pitfalls
Others pick a tool for steady-state convenience and then find transient or governance needs collide with workflow limits. PIPESIM supports transient analysis in one environment but focuses less on API and automation surfaces, while KYPipe has governance controls for RBAC and audit trails that are limited versus enterprise suites.
Treating steady-state modeling as a substitute for transient planning when the project includes surge mitigation deliverables
Choose PIPESIM or KYPipe when transient scenario work must remain tied to the same pipeline network definition and synchronized outputs. Use CAESAR II when transient load cases must drive pipe stress and support calculations tied to route modifications.
Assuming GIS-centric workflows work out of the box without preprocessing
AutoPIPE requires careful model setup structure for long multi-segment lines and does not align strongly with GIS-centric route workflows without external preprocessing. FluidFlow can need geometry cleanup before modeling when GIS shapefiles require cleanup.
Underestimating the governance gap for multi-team model changes
Plan around KYPipe’s limited governance controls for multi-team RBAC and audit trails by enforcing disciplined naming and scenario conventions. If governance needs are platform-level, tools like PIPESIM that prioritize modeling consistency over API and automation may still require process controls for shared editing.
Picking a tool that automates reruns in theory but depends on template discipline for traceability
PIPENET’s configuration-based templates provide traceability only when templates are maintained consistently across iterations. FluidFlow’s scenario automation reduces rework when route and station edits follow the established input and output naming patterns.
How analysts built the Gas Pipeline Design Software short list
Analysts collected the original product pages and captured each figure that appears beside passages describing capabilities like steady-state modeling, transient analysis routines, scenario handling, and workflow behavior. Analysts compared each captured figure against official documentation and the product changelog, and they used an independent cited review when one was referenced in the product writeup.
Analysts kept figures only when they matched the documentation and changelog language for the same capability. KYPipe was separated from the rest of the list by its connected project workflow that synchronizes network topology, equipment assumptions, and scenario outputs for re-runs, because that workflow behavior shows up consistently in the capability descriptions.
Frequently Asked Questions About Gas Pipeline Design Software
Which tools keep steady-state and transient scenarios in the same network definition?
How do KYPipe and PIPENET handle repeatable studies without manual recalculation during iteration?
What breaks if a project needs tight linking between MAOP verification and wall thickness selection at segment level?
When does CAESAR II become the better fit than a pipeline-only hydraulic tool for integrity deliverables?
How do AVEVA and Bentley OpenFlows users typically avoid model rebuilds when routing alternatives change?
Which tool supports configuration-driven scenario runs designed for many case comparisons with minimal model rebuilding?
How do teams connect simulation outputs to downstream SCADA tag mapping and reporting packs?
What admin controls and change tracking matter most in multi-user drafting and review cycles?
Where does data migration fall short when moving an existing gas network model into a new tool?
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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