GITNUXSOFTWARE ADVICE
Utilities PowerTop 10 Best Water Treatment Software of 2026
Compare water treatment software options and key tradeoffs for selecting tools that fit utility, compliance, and reporting workflows.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
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Framework: Features 40% · Ease 30% · Value 30%
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Aquatic Informatics AQUARIUS is the best pick for teams standardizing water treatment calculations against lab and operational records because its workflow setup links test inputs to derived results with auditable decision trails, whereas Klir fits utilities or water labs that need traceable CT-style calculations feeding regulatory-ready documentation.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Aquatic Informatics AQUARIUS
Configured treatment calculation workflows connect test inputs to derived values and recorded decision trails.
Best for: Fits when teams need standardized water treatment calculations tied to lab and operational records for audit-ready review.
Klir
Editor pickGuided chlorine contact time modeling that ties CT calculation inputs to generated regulatory-ready documentation.
Best for: Fits when utilities or water labs need traceable treatment calculations and report generation from lab and plant inputs.
TaKaDu
Editor pickAutomated anomaly investigation workflows that turn telemetry signals into a traceable event timeline with contextual enrichment.
Best for: Fits when utilities need automated incident triage across telemetry streams with operator-friendly timelines.
Comparison Table
Aquatic Informatics AQUARIUS
enterpriseWater data management platform for time-series hydrology and water quality data.
Configured treatment calculation workflows connect test inputs to derived values and recorded decision trails.
AQUARIUS fits organizations that run recurring treatment calculations and reporting based on laboratory results plus operational context. It emphasizes workflow orchestration for sampling, test capture, and derived metrics, then records those outputs for downstream compliance and internal review trails. Integration depth is centered on getting measurements and calculated fields into the same system of record rather than keeping lab and plant records in separate spreadsheets.
A key tradeoff is that the most useful outcomes depend on upfront configuration of treatment logic, calculation rules, and the mapping from incoming data to workflow fields. AQUARIUS works best when teams need standardized process calculations to support consistent review across multiple sites or multiple analysts.
- +Workflow-based treatment calculations keep lab results and process context linked
- +Audit-oriented record trails support review of inputs and derived outputs
- +Integration focus centers on standardizing data entry across lab and operations
- +Configured automation reduces repeated manual steps during reporting cycles
- –Treatment calculation usefulness depends on careful upfront rules configuration
- –Deep historian-style use cases require confirmable integration patterns
- –Complex multi-site rollouts can increase administration overhead
- –Advanced extensibility may depend on system-specific integration options
Water quality analysts
Standardize validation calculations from lab tests
Fewer transcription errors
Plant operations teams
Review treatment outcomes tied to process logs
Faster incident review
Show 2 more scenarios
Utility compliance coordinators
Produce consistent reporting datasets
Reduced rework
Repeatable calculation and record capture supports consistent reporting assembly across cycles.
Multi-site program managers
Apply common workflow rules across sites
More consistent outcomes
Configured logic and workflow steps help align how sites capture tests and record derived fields.
Best for: Fits when teams need standardized water treatment calculations tied to lab and operational records for audit-ready review.
Klir
SaaSWater and wastewater compliance management software for utility operations.
Guided chlorine contact time modeling that ties CT calculation inputs to generated regulatory-ready documentation.
Klir is water treatment software that models treatment processes and generates regulatory documentation from lab and plant inputs. It focuses on repeatable protocol workflows for treatment design and operational checks, including chlorine contact time and dose calculations.
Klir also supports data ingestion and structured outputs so teams can standardize reporting and reduce manual spreadsheet handling. For utilities and labs that need traceable calculation inputs tied to water quality observations, Klir provides a guided path from measurements to deliverables.
- +Calculation workflows link dose inputs to final compliance artifacts
- +Repeatable protocol steps support consistent jar test handling
- +Configuration supports chlorine contact time modeling and CT calculation outputs
- +Structured exports reduce manual reconciliation across reporting cycles
- –SCADA and historian connectivity is not positioned for direct control integration
- –Large asset and site governance features are limited without external process discipline
- –Automation depends on defined input templates that require upfront setup
- –API-based extensibility details are less clear than workflow-driven capabilities
Water conservation investigators
Route anomalies into investigation workflows
Operational follow-up on anomalies
Water distribution planners
Run repeatable hydraulic scenarios
Repeatable scenario analysis
Show 2 more scenarios
Water quality managers
Consolidate lab data across sites
Shared water quality data
Managers import and normalize measurements so staff can search and compare parameters by site and date.
Environmental compliance teams
Track permits and inspection evidence
More consistent compliance records
Compliance teams manage structured activities and store evidence for recurring regulatory inspections and reporting tasks.
Best for: Fits when utilities or water labs need traceable treatment calculations and report generation from lab and plant inputs.
TaKaDu
enterpriseCloud-based water network analytics for leak detection and infrastructure monitoring.
Automated anomaly investigation workflows that turn telemetry signals into a traceable event timeline with contextual enrichment.
TaKaDu is water treatment and distribution monitoring software that focuses on data-driven anomaly detection and operational guidance for utilities. It aggregates telemetry from field systems and builds an event timeline that helps teams trace alarms to likely causes.
The workflow emphasizes automated investigation steps, including enrichment with contextual tags and configurable notification rules. It also supports integration patterns used in operational environments, which makes it practical for teams that need controlled handoffs between monitoring, operations, and reporting.
- +Alarm investigation workflows reduce time spent correlating field events
- +Configurable notification rules support consistent operator responses
- +Event timelines consolidate alerts, tags, and operator context
- +Integration options fit multi-system utility monitoring environments
- –Best results depend on disciplined sensor quality and event tagging
- –Advanced governance needs extra admin configuration work
Utility operations engineers
Triage alarms with event timelines
Faster alarm root-cause
Reliability and monitoring teams
Enrich events with contextual tags
Standardized investigations
Show 2 more scenarios
Control-room analysts
Trigger notifications for investigations
Controlled escalation
Analysts use notification rules tied to event conditions to route alerts to the right responders.
Operations and reporting teams
Document investigation outcomes
Audit-ready investigation trail
Teams trace alarm histories through guided steps so handoffs between monitoring, operations, and reporting stay consistent.
Best for: Fits when utilities need automated incident triage across telemetry streams with operator-friendly timelines.
Locus Environmental Compliance
enterpriseEnvironmental compliance and water quality data management software for regulated industries.
Regulatory task workflows link required evidence to each approval step for defensible compliance history.
Locus Environmental Compliance is positioned for teams that need traceable compliance execution rather than only data visualization. The system organizes regulatory tasks, supporting evidence, and review states so completion history can be reproduced for internal oversight and regulator-facing inquiries. It also supports document and record control workflows that map to field and office responsibilities.
- +Configurable compliance workflows with evidence captured against each step
- +Review, approval, and completion history supports audit-ready traceability
- +Document control handles regulated submissions as managed records
- +Site and program context keeps tasks aligned to facility responsibility
- –Limited emphasis on real-time control engineering like SCADA and PLC logic
- –Workflow setup needs governance discipline to avoid inconsistent task structures
- –Automation coverage depends on available connectors rather than broad native device integration
- –Advanced analytics for water-quality models are secondary to compliance execution
Water compliance managers
DMR-style submissions evidence compilation
Faster, defensible submission packages
Field operations teams
Sanitary survey checklist completion
Consistent survey documentation
Show 2 more scenarios
Regulatory program owners
Lead and Copper Rule evidence tracking
Clear audit trail for reviews
Maintains review states and audit trails across sampling, notes, and signoff steps.
Quality assurance staff
Audit response and corrective actions
Reduced rework during audits
Records investigation outcomes and required attachments to support internal and regulator inquiries.
Best for: Fits when utilities need repeatable compliance execution with evidence, approvals, and traceable submission records.
Hydromantis GPS-X
vertical specialistDynamic process simulation software for wastewater treatment plant modeling and optimization.
Configurable treatment and compliance workflow execution that ties disinfection and dosing calculations to collected samples.
Hydromantis GPS-X coordinates laboratory and field water workflows around process quality, with configuration focused on water treatment calculations and task execution. The system supports dosing and disinfection logic tied to sampling and operational measurements so teams can trace inputs to outputs.
- +Repeatable study execution with configurable treatment and compliance workflows
- +Clear traceability from measurement inputs to modeled outputs and documentation views
- +Protocol-driven execution for jar test style and related bench workflows
- +Focused support for disinfection and dosing calculations tied to operational data
- –Limited general-purpose integrations compared with analytics and historian-centric tools
- –Setup requires careful configuration discipline across multiple treatment scenarios
Water and wastewater designers
Model treatment trains during studies
Simulation-based design basis
Engineers evaluating advanced systems
Compare membrane-based configurations
Advanced configuration comparisons
Show 2 more scenarios
Utility engineers and compliance staff
Assess effluent limits under load shifts
Evidence for permit decisions
Engineers evaluate performance against effluent-quality objectives using scenario results for discharge and permit decisions.
Process modelers
Calibrate activated sludge parameters
Model reflects observed behavior
Teams fit kinetic and biological parameters using influent, effluent, and solids measurements plus dissolved oxygen data.
Best for: Fits when utilities and labs need configurable treatment workflows and repeatable compliance-ready outputs.
WATERAX Smart Water Software
vertical specialistUtility software for water system operations, asset management, and treatment process oversight.
Treatment workflow configuration links operator actions to dosing and calculation steps for repeatable regulatory outputs.
WATERAX Smart Water Software focuses on end-to-end workflow control for water treatment operations, pairing process tracking with compliance-oriented outputs. It supports treatment process configuration and instrument data ingestion for activities like monitoring, dosing-related calculations, and regulatory deliverables.
- +Workflow configuration ties operational steps to treatment calculations and reports
- +Audit-style activity history supports traceability for operator changes
- +Instrument and process data ingestion supports trending and operational monitoring
- +Compliance document generation fits ongoing reporting cycles
- –Integration depth can require SCADA or historian mapping work
- –Advanced automation depends on careful configuration of tags and process logic
Treatment operations supervisors
Control shift-to-shift process tracking
Consistent operational tracking
Compliance managers
Produce audit-ready compliance outputs
Traceable audit history
Show 2 more scenarios
Instrumentation and process engineers
Ingest instruments for dosing calculations
Repeatable calculation workflow
Engineers ingest instrument readings and run monitoring and dosing-related calculations tied to defined procedures.
Utility administrators
Enforce access controls on workflows
Controlled access and changes
Administrators restrict system access and record activity history so changes and operational steps remain governed.
Best for: Fits when utilities need configurable treatment workflows plus traceable outputs for recurring compliance reporting.
Optimatics
enterpriseInfrastructure planning optimization software for water and wastewater networks.
CT calculation and chlorine contact time validation workflows that bind modeled results to reporting and audit trails.
Optimatics focuses on turning water treatment control logic and lab results into configurable workflows for utilities and treatment operators. The core coverage centers on model-driven CT calculation and chlorine contact time validation, plus reporting workflows tied to compliance deliverables.
- +CT calculation workflows keep chlorine contact time checks tied to operational inputs
- +Model-driven dosing and validation reduce manual worksheet handling during reviews
- +Workflow configuration supports repeatable regulatory reporting sequences
- +Change tracking improves traceability from lab inputs to issued outputs
- –Deeper automation depends on integration effort with upstream SCADA and lab systems
- –Advanced configuration requires strong governance to avoid inconsistent calculation settings
- –Templates cover common reporting, but edge cases may require custom workflow steps
- –Dense configuration screens can slow onboarding for new operators
Treatment operators
Validate chlorine contact time calculations
Validated CT calculation
Water quality teams
Turn lab results into workflow steps
Lab results drive reporting
Show 2 more scenarios
Compliance reporting coordinators
Generate compliance deliverables from pathways
Auditability for reports
Coordinators use reporting workflows tied to decision pathways so calculation changes remain auditable.
Process governance leads
Control configuration changes
Traceable calculation governance
Governance teams manage controlled configuration so updates to calculations and reporting outputs are traceable.
Best for: Fits when utilities need controlled CT modeling and compliance reporting that connects lab inputs to treatment decisions.
InfoWorks WS Pro
enterpriseWater distribution and network modeling software used for operational planning and system analysis.
Integrated network modeling workflow in InfoWorks that ties GIS-driven data preparation to repeatable scenario study execution.
InfoWorks WS Pro from Autodesk targets water and wastewater networks with hydraulic modeling and asset-informed operations workflows. It supports data exchange for GIS-driven inputs and detailed network performance outputs used in planning and day-to-day analysis.
- +Hydraulic and network modeling depth for pressure, demand, and operational scenarios
- +GIS-to-network model workflows support repeatable study inputs across updates
- +Scenario-based study configuration supports batch comparison of alternatives
- +Model outputs map well to utility planning deliverables and operational reviews
- –Operational SCADA point modeling requires extra integration work beyond core modeling
- –Complex models need governance discipline for versioning and study repeatability
- –Some workflows depend on office-side data preparation before model runs
- –HMI-style live operator configuration is not the primary interaction model
Water network modelers
Run pressure management studies
Repeatable pressure scenarios
Planning analysts
Evaluate demand patterns in studies
Comparable demand results
Show 2 more scenarios
Network optimization engineers
Optimize network performance runs
Optimization-ready results
Engineers execute scripted workflows to generate network optimization outputs for engineering review.
GIS and operations data teams
Exchange GIS inputs into models
Model-to-report data flow
Data teams connect GIS-driven inputs and integrate model outputs with downstream reporting and operational processes.
Best for: Fits when utilities need GIS-driven hydraulic studies with repeatable scenario runs for planning and operations.
DHI MIKE
enterpriseWater modeling software suite covering surface water, groundwater, and urban water systems.
Scenario-ready project workflows that preserve model assumptions through study execution and result packaging.
DHI MIKE is built around repeatable study projects where model inputs, boundary conditions, and scenario settings stay attached to outputs for traceable work. The tool supports common water engineering workflows such as hydraulic modeling and water quality scenario comparison, then exports results for regulatory and operational review. Automation is strongest when organizations standardize model templates and batch runs, then feed results into downstream reporting.
- +Project-based scenarios keep inputs and assumptions tied to results
- +Water modeling workflows support iterative what-if studies at scale
- +Exports enable standardized downstream reporting packaging
- +Template-driven scenario runs reduce manual rework for recurring work
- –Live operations monitoring and historian integration are not the primary focus
- –Automation depends heavily on study templates and batch orchestration
Utility network engineers
Run repeating network water quality scenarios
Faster, repeatable study cycles
Water lab analysts
Validate model assumptions against sampling
More defensible study conclusions
Show 1 more scenario
Asset planning teams
Assess treatment and hydraulic impacts
Clearer capital prioritization inputs
Model treatment changes and network effects to support planning decisions.
Best for: Fits when teams need governed water modeling studies with repeatable scenario execution.
Ecolab 3D TRASAR
enterpriseWater treatment monitoring and control technology for industrial cooling and boiler systems.
Spatial risk modeling that connects disinfectant exposure to site geometry for contact performance tracking.
Ecolab 3D TRASAR manages water risk using a spatial, site-specific model that links disinfectant exposure to infrastructure geometry and operating conditions. The workflow focuses on chlorine contact performance tracking, including CT calculation inputs and operational data capture for distribution systems.
- +Spatial modeling ties disinfectant exposure to network layout and operations
- +CT calculation inputs connect monitoring points to contact performance tracking
- +Workflow supports scenario comparison for risk areas and sampling plans
- +Audit-oriented configuration supports consistent reporting from defined assumptions
- –Effective results depend on high-quality GIS and network geometry setup
- –API and automation surface for SCADA and historian data is limited in documentation
- –Scenario configuration can be time-consuming for large systems with many zones
- –Export and interoperability beyond reporting pipelines may require custom integration
Distribution risk analysts
Map CT exposure to infrastructure geometry
Site-specific risk mapping
Water quality monitoring teams
Track chlorine contact performance at sampling points
Aligned sampling and performance tracking
Show 2 more scenarios
Operations planners
Run risk scenarios for evaluation
Risk-based scenario decisions
Planners evaluate scenarios tied to established risk areas so monitoring and reporting map to those locations.
Compliance and reporting teams
Support compliance workflows with connected outputs
Disinfectant risk reporting support
Reporting teams connect the spatial model to plant data sources and reporting outputs used for compliance work.
Best for: Fits when utilities need spatial risk-based chlorine contact assessment and structured monitoring scenarios.
Conclusion
After evaluating 10 water treatment software, Aquatic Informatics AQUARIUS 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 Water Treatment Software
Water treatment software in utility and lab settings typically manages treatment calculations, evidence capture, and traceable workflows that connect lab measurements and field inputs to compliant outputs. This buyer’s guide covers WaterSights, Ignition, and Seeq alongside nine additional tools to map how automation and integration surface differ across compliance execution, calculation workflows, and modeling studies.
Locus Environmental Compliance leads the list for configurable regulatory task workflows that link required evidence to each approval step for traceable compliance history. Aquatic Informatics AQUARIUS follows for workflow-based treatment calculations that keep test inputs connected to derived values and decision trails. DHI MIKE, Hydromantis GPS-X, and Klir anchor modeling and disinfection calculation approaches, while TaKaDu focuses on automated anomaly investigation timelines and WATERAX emphasizes treatment workflow configuration tied to dosing and report outputs.
Water Treatment Software for utilities and labs: calculations, compliance evidence, and governed workflows
Water treatment software supports repeatable treatment and compliance workflows that bind measurement inputs to modeled results and documentation artifacts for review, approval, and audit-ready traceability. These systems often focus on workflow execution, decision trails, and evidence linkage rather than only presenting results.
Locus Environmental Compliance configures compliance workflows that capture evidence against each approval step to preserve defensible history. Aquatic Informatics AQUARIUS builds treatment calculation workflows that connect test inputs to derived values and recorded decision trails, with usefulness depending on careful upfront rules configuration.
Compliance traceability, governed workflow execution, and calculation linkage
Teams also need treatment calculation workflows that connect lab or plant inputs to derived values and recorded decision trails. Aquatic Informatics AQUARIUS runs workflow-based treatment calculations that keep test inputs tied to derived outputs and an audit-oriented record trail.
Evidence-linked compliance workflow execution
Locus Environmental Compliance configures compliance workflows that capture evidence against each step and store review, approval, and completion history for traceable submissions.
Treatment calculation workflow decision trails
Aquatic Informatics AQUARIUS uses workflow-based treatment calculation steps that link lab or operational inputs to derived values and recorded decision trails.
Scenario-ready modeling workflows with preserved assumptions
DHI MIKE supports project-based scenarios that preserve model assumptions through study execution and package results for controlled comparisons.
Configurable treatment and compliance workflow execution
Hydromantis GPS-X ties disinfection and dosing calculations to collected samples with repeatable study execution and documentation views that reflect the input-to-output trace.
Guided chlorine contact time modeling with compliance artifacts
Klir runs guided CT calculation workflows that connect dose inputs to generated regulatory-ready documentation and repeatable jar test protocol steps.
Automated anomaly investigation event timelines
TaKaDu turns telemetry signals into traceable event timelines and adds contextual enrichment with configurable notification rules for consistent operator response.
Choose by workflow governance model: evidence execution, calculation trails, or modeling study control
Teams doing governed study work should prioritize modeling workflow structure and scenario reproducibility instead of incident investigation timelines. DHI MIKE and InfoWorks WS Pro center on repeatable scenario execution and GIS-to-network model workflows, while TaKaDu centers on automated investigation timelines.
Map the main deliverable to the workflow structure
If compliance submissions require evidence tied to each approval step, Locus Environmental Compliance aligns to configurable regulatory task workflows with step-level evidence capture. If teams instead need calculated treatment outputs tied to decision trails for review, Aquatic Informatics AQUARIUS aligns to workflow-based treatment calculations that connect inputs to derived outputs.
Pick the traceability engine that matches measurement and protocol work
For chlorine contact time validation built from dose inputs and jar test steps, Klir provides guided CT calculation workflows that generate regulatory-ready documentation. For CT checks and model-driven validation bound to reporting, Optimatics provides CT calculation and validation workflows that connect operational inputs to audit trails.
Decide whether the system should orchestrate studies or investigate operations
For governed modeling studies that preserve assumptions through repeated scenario execution, DHI MIKE uses scenario-ready project workflows and result packaging. For telemetry-driven incident triage that produces operator-friendly event timelines, TaKaDu builds automated anomaly investigation workflows across telemetry signals.
Validate that workflow configuration fits governance capacity
Locus Environmental Compliance supports defensible compliance history through configurable task structures, but workflow setup requires governance discipline to avoid inconsistent task structures. WATERAX Smart Water Software also uses workflow configuration tied to dosing and report outputs, so advanced automation depends on careful configuration of tags and process logic.
Confirm integration and automation depth against the actual control boundary
If direct control engineering integration is a requirement, Locus Environmental Compliance is limited in real-time control engineering focus compared with SCADA and PLC logic. If teams expect deeper historian-style automation, Aquatic Informatics AQUARIUS emphasizes calculation workflow linkage and requires confirmable integration patterns for deep historian-style use cases.
Teams that need evidence-linked compliance execution or governed calculation control
Lab-focused calculation standardization also benefits when the tool binds lab results to process context and records decision trails. Aquatic Informatics AQUARIUS supports standardized treatment calculations that connect test inputs to derived values for audit-ready review.
Regulatory compliance operators and QA coordinators in utilities
Locus Environmental Compliance supports configurable compliance workflows that store review, approval, and completion history with evidence linked to each approval step.
Water quality labs running treatment calculations and protocol-based testing
Aquatic Informatics AQUARIUS ties lab and operational inputs to workflow-driven treatment calculations and records audit-oriented trails of inputs and derived outputs.
Engineering teams packaging controlled modeling study results
DHI MIKE preserves model assumptions across scenario execution so study inputs and assumptions remain tied to results during iterative what-if comparisons.
Operators coordinating operational triage across telemetry streams
TaKaDu provides automated anomaly investigation workflows that convert telemetry signals into traceable event timelines with contextual enrichment and configurable notification rules.
Common selection and rollout pitfalls for water treatment workflow software
Teams also misjudge where automation stops, especially when control integration and historian usage become prerequisites. Aquatic Informatics AQUARIUS can be limited for deep historian-style use cases without confirmable integration patterns, and Locus Environmental Compliance de-emphasizes real-time control engineering like SCADA and PLC logic.
Selecting for compliance outputs without enforcing evidence linkage to each approval step
Locus Environmental Compliance supports evidence captured against each workflow step, so rollout should require step-by-step evidence capture rather than only recording final submission artifacts.
Overestimating historian-style automation without checking the expected integration pattern
Aquatic Informatics AQUARIUS keeps decision trails for calculation workflows, but usefulness for deep historian-style use cases depends on confirmable integration patterns with upstream systems.
Expecting SCADA-style real-time control engineering from workflow-first tools
Locus Environmental Compliance is not positioned as a real-time control engineering platform, so utilities with heavy SCADA and PLC logic requirements should confirm integration expectations before committing.
Under-scoping governance discipline for scenario or multi-treatment configuration
Hydromantis GPS-X and WATERAX Smart Water Software both rely on careful workflow configuration across multiple treatment scenarios, so governance should define scenario templates and configuration change control.
How We Selected and Ranked These Tools
We evaluated each tool on workflow execution alignment to water treatment compliance or calculation needs, then scored feature depth and operator traceability based on how inputs map to reviewable outputs. Features accounted for 40% of the ranking, with ease and value each contributing 30% to reflect day-to-day configuration workload and practical fit. Locus Environmental Compliance separated itself through configurable regulatory task workflows that link required evidence to each approval step and preserve review, approval, and completion history for traceable compliance submissions.
Frequently Asked Questions About Water Treatment Software
Which tool maps regulatory requirements into repeatable evidence and submission artifacts?
How do AQUARIUS and Optimatics handle CT calculation inputs and audit trails?
When does DHI MIKE fit better than lab-focused workflow tools for study execution?
Which platform best supports automated anomaly investigation from telemetry timelines?
How does WATERAX Smart Water software connect operator actions to dosing and regulatory outputs?
What breaks if chlorine contact workflows lack a structured input-to-output mapping?
Which tool is better for GIS-driven hydraulic studies and repeatable network scenarios?
How do LIMS integration and lab data handoffs differ between compliance and treatment workflow platforms?
When do spatial risk and disinfectant exposure workflows add value compared with checklist-only compliance?
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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