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Digital MarketingTop 10 Best Multi Channel Marketing Services of 2026
Ranked shortlist of top multi channel marketing services with provider comparisons, criteria, and tradeoffs for marketing teams and agencies.
How we ranked these tools
Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.
Search agents gather the source set and the review record, including transcriptions of video reviews and podcasts.
Framework: Features 40% · Ease 30% · Value 30%
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Publicis Sapient is the best pick for enterprise teams that need engineered multichannel orchestration with measurement wiring, whereas Leo Burnett fits when you want managed cross-channel execution that keeps creative and media coordination disciplined.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Publicis Sapient
Journey and campaign workflow delivery that ties channel execution to governed release cycles and measurement readiness steps.
Best for: Fits when enterprise teams need engineered multichannel orchestration plus measurement wiring.
Leo Burnett
Editor pickEnd-to-end campaign orchestration across creative production, channel planning, and performance iteration under one delivery engagement.
Best for: Fits when teams need managed cross-channel execution with disciplined coordination across creative and media.
Deloitte Digital
Editor pickMeasurement governance that ties tracking specifications to attribution and incrementality reporting outcomes across channels.
Best for: Fits when enterprise programs need orchestrated journeys, controlled measurement, and cross-system coordination.
Comparison Table
Publicis Sapient
enterprise_vendorDigital business transformation consultancy offering multi-channel marketing technology services.
Journey and campaign workflow delivery that ties channel execution to governed release cycles and measurement readiness steps.
Publicis Sapient supports cross-channel orchestration by implementing channel journeys, coordinating audience activation, and wiring campaign workflows to downstream execution systems. Delivery also commonly includes conversion tracking hardening, attribution modeling support, and measurement readiness steps that reduce gaps between planned media and tracked outcomes. Fit signals show up in their ability to run marketing work like a delivery program with engineering practices such as versioned assets, controlled releases, and standardized integration patterns.
A key tradeoff is that enterprise orchestration and measurement enablement often require stronger stakeholder alignment and faster sign-off cycles than lighter agencies. Publicis Sapient fits when teams need durable automation across journeys and release governance for frequent campaign iteration.
- +Orchestration and implementation built with engineering-grade release governance
- +Strong measurement enablement across conversion tracking and attribution workflows
- +Reusable components for journey workflows reduce repeat build effort
- +Works well for complex enterprise coordination across multiple channel systems
- –Heavier delivery approach can slow early experimentation and rapid pivots
- –Requires clear ownership of identity, consent, and campaign metadata
- –Integration scope can expand quickly when channel systems lack standard APIs
- –Admin tooling depth depends on the client’s existing marketing platform landscape
Enterprise marketing ops teams
Cross-channel journey orchestration programs
Fewer manual steps across journeys
Digital analytics leaders
Conversion tracking and attribution readiness
Higher measurement integrity
Show 2 more scenarios
CRM and lifecycle teams
Lifecycle automation across channels
More consistent lifecycle experiences
Connects CRM signals to triggered messaging and contact policies for consistent lifecycle behavior.
Performance marketers
Incrementality testing enablement
Better investment decisions
Supports controlled experiment setup to evaluate lift across channel mix changes.
Best for: Fits when enterprise teams need engineered multichannel orchestration plus measurement wiring.
Leo Burnett
agencyGlobal creative agency providing multi-channel brand building and marketing services.
End-to-end campaign orchestration across creative production, channel planning, and performance iteration under one delivery engagement.
Leo Burnett’s delivery model centers on coordinated campaign planning, creative production, and channel management under a single engagement structure. Cross-channel orchestration shows up in how creative variants, targeting inputs, and channel schedules are managed together rather than as independent workstreams. Audience segmentation and lifecycle marketing processes are commonly embedded in the campaign build so triggered messaging and retargeting plans align to a defined customer journey.
A key tradeoff is that automation depth and API surface typically come from the client’s martech stack and the agency’s integration work, not from an agency-native platform. Leo Burnett is a strong choice when marketing teams need managed implementation support for complex cross-channel campaigns and want clear accountability for creative, media, and operational handoffs.
- +Campaign governance across creative, media, and channel operations
- +Cross-channel orchestration that coordinates schedules and messaging
- +Embedded journey planning that ties targeting to lifecycle actions
- +Clear accountability through structured client delivery teams
- –Automation and API capabilities depend heavily on existing martech stack
- –Operational changes can require more lead time than self-serve tools
- –Requires strong client-side data readiness for best attribution results
- –Reporting detail may lag teams expecting product-like analytics tooling
CMO and marketing operations teams
Launch coordinated paid and owned campaigns
Fewer misaligned releases
Lifecycle and retention marketers
Run lifecycle journeys with triggered messaging
Higher engagement from better timing
Show 2 more scenarios
Demand generation leads
Improve lead nurturing across touchpoints
More qualified pipeline handoffs
Audience segmentation drives behavioral targeting and campaign orchestration across multiple channels.
Marketing analytics owners
Coordinate attribution and conversion reporting
More consistent performance readouts
Cross-channel measurement plans align tracking parameters and reporting views to campaign decisions.
Best for: Fits when teams need managed cross-channel execution with disciplined coordination across creative and media.
Deloitte Digital
enterprise_vendorDeloitte's digital agency offering multi-channel marketing strategy and implementation services.
Measurement governance that ties tracking specifications to attribution and incrementality reporting outcomes across channels.
Deloitte Digital’s core strength is end-to-end execution support that connects cross-channel campaign production to attribution and incrementality analysis. Teams often get journey orchestration planning, audience segmentation logic, and tracking conventions coordinated across channels and reporting layers. Governance artifacts such as tagging standards, KPI hierarchies, and release checklists tend to be built into delivery to reduce downstream reconciliation work.
A common tradeoff is slower iteration speed versus self-serve marketing automation stacks because the orchestration and measurement design are delivered through a consulting workflow. Deloitte Digital is a stronger fit when orchestration scope spans multiple systems and stakeholders, such as CRM, ad platforms, web analytics, and identity or consent tooling. It is less ideal when teams need lightweight, high-frequency campaign changes without external program coordination.
- +Consulting delivery connects campaign orchestration to measurement definitions
- +Governance approach reduces tag and KPI drift across channels
- +Strong identity and consent flow planning for enterprise constraints
- +Experiment design supports incrementality testing workflows
- –Iteration cycles can lag self-serve execution due to delivery workflow
- –Hands-on involvement is often required for orchestration operationalization
- –More suitable for programs than rapid one-off optimizations
- –Tooling breadth depends on included technology and integration scope
enterprise marketing operations teams
Coordinate cross-channel campaign governance
Fewer reconciliation gaps
growth analytics leads
Run incrementality testing programs
More credible lift estimates
Show 2 more scenarios
digital strategy directors
Orchestrate journey-based lifecycle messaging
Cleaner lifecycle execution
Map journey stages and contact policy rules so messaging timing stays controlled across channels.
CRM and identity teams
Stabilize consent and identity handling
Lower compliance risk
Plan consent flows and identity resolution strategy to keep audience eligibility consistent.
Best for: Fits when enterprise programs need orchestrated journeys, controlled measurement, and cross-system coordination.
Havas
agencyGlobal communications group providing multi-channel marketing through an integrated village model.
Account-led campaign orchestration that coordinates channel mix planning, creative assets, and performance reporting into a single delivery workflow.
Havas operates as a multi channel marketing service provider that blends media planning, creative production, and performance execution into managed campaign delivery. The distinct capability centers on cross channel orchestration work led by account teams, with planning support that maps channel mix decisions to audience segmentation and measurement goals.
- +Account-led cross channel execution reduces handoff gaps
- +Campaign planning connects channel mix to segment and measurement needs
- +Lifecycle and triggered messaging are supported within delivery workflows
- +Operational cadence fits complex multi market rollouts
- –Automation and API extensibility are not the primary differentiator
- –Tooling depth for advanced identity resolution may depend on partners
- –Workflow governance requires consistent internal data and consent inputs
- –Speed for highly iterative testing can lag pure-play marketing automation
Best for: Fits when brands need managed cross channel orchestration and creative plus media execution under one team.
Accenture Song
enterprise_vendorAccenture's agency arm providing multi-channel marketing, creative, and technology services.
Service-led cross-channel orchestration with joint governance artifacts that control campaign execution across channel teams.
Accenture Song delivers multichannel and cross-channel marketing execution through a services-led model that pairs channel operations with campaign orchestration. Core work includes journey and lifecycle design, audience activation workflows, and integration to supporting systems for campaign measurement and optimization.
- +Cross-channel campaign orchestration delivered through managed services teams
- +Tight workflow coupling between creative production, media execution, and measurement
- +Strong governance artifacts for operational control during live campaigns
- +Integration planning for identity resolution and consent-aware targeting
- –Services-led delivery slows changes compared with self-serve channel tooling
- –Automation and API surface depends on client systems and implementation scope
- –Operational control is strong, but day-to-day admin requires trained personnel
Best for: Fits when enterprise marketers need managed multichannel orchestration with strict operational governance.
Merkle
specialistPerformance marketing agency specializing in data-driven multi-channel customer experience.
Cross-channel contact policy and frequency constraint operations that tie campaign execution to measurable reach and conversion outcomes.
Merkle fits enterprise and mid-market teams that need cross-channel execution tied to measurable outcomes across paid, owned, and earned. The service mix centers on media operations, audience strategy, and lifecycle execution with integration to existing marketing stacks and identity workflows.
- +Managed omnichannel orchestration with measurement-ready campaign setup
- +API-enabled integration support for audience and activation workflows
- +Governance for contact policy and cross-channel frequency handling
- +Journey and campaign operations with operational reporting discipline
- –Service-led delivery can slow changes versus self-serve tooling
- –Implementation depth depends on the client’s identity and data readiness
- –Advanced optimization requires tighter internal governance ownership
- –Automation coverage varies by channel and media workflow complexity
Best for: Fits when teams need orchestrated multichannel delivery plus governance and integration support.
iProspect
specialistPerformance marketing agency delivering multi-channel digital media and conversion services.
Measurement and campaign governance practices that keep optimization aligned across channels during ongoing experimentation and reporting.
iProspect differentiates itself through enterprise-managed multichannel execution tied to paid media operations and measurement governance, not a DIY marketing automation build. Core capabilities include search and social campaign management, audience and creative workflows, and structured performance reporting that supports cross-channel decision-making.
- +Managed paid media operations with disciplined reporting cadence
- +Cross-channel optimization workflows designed around consistent measurement inputs
- +Creative and audience execution tied to measurable funnel outcomes
- +Operational governance for campaign changes reduces tracking regression risk
- –Less suited for teams seeking self-serve orchestration tooling
- –API and automation surface is not the product focus for developer workflows
- –Identity and attribution outcomes depend on data readiness and tagging coverage
- –Requires coordinated internal stakeholders for measurement and consent constraints
Best for: Fits when large brands need managed cross-channel execution with strong measurement governance and stakeholder control.
Epsilon
specialistData-driven marketing services provider offering multi-channel customer engagement.
Identity-led audience activation with managed operational governance that ties preferences and contact rules into orchestration across channels.
Epsilon is an enterprise-oriented multichannel marketing services vendor focused on data-driven targeting, measurement, and cross-channel execution. Its core strength is integration depth across first-party audience sources, campaign systems, and identity workflows used for audience creation and campaign activation.
- +Strong managed execution for cross-channel orchestration with centralized operational controls
- +Deep integration support across audience, identity, and activation workflows
- +Measurement approach designed for attribution rigor across channel touchpoints
- +Governance-focused workflows for preferences and contact policy in lifecycle programs
- –Requires experienced teams to operationalize frequency and contact rules correctly
- –Automation depth depends on linked systems and may need additional integration work
- –Day-to-day controls can feel heavier than self-serve campaign tooling for marketers
- –Complex journey programs take longer to stand up than simple campaign setups
Best for: Fits when regulated or governance-heavy teams need managed orchestration across multiple channels with measurement discipline.
Wieden+Kennedy
agencyIndependent global creative agency producing multi-channel brand campaigns.
Message-to-asset production pipelines that keep channel variants consistent under a single campaign narrative and approval flow.
Wieden+Kennedy executes multi-channel campaign strategy and creative production tied to measurable media and lifecycle execution, rather than only delivering ad trafficking. The agency runs cross-channel orchestration through integrated planning, campaign build, and rollout across paid, owned, and earned touchpoints.
- +Strong end-to-end campaign planning tied to execution across channels
- +Creative systems and variant production support consistent journey messaging
- +Cross-channel workflow management reduces handoff friction for complex launches
- +Experience managing brand governance for multi-team campaign rollouts
- –Automation and API extensibility are limited without martech integration
- –Identity resolution and contact policy handling rely on the client’s stack
- –Reporting depth can be constrained by what platforms surface for attribution
- –Governance controls require active involvement from the client team
Best for: Fits when a brand needs creative-led orchestration across channels with clear delivery workflows.
VML
agencyGlobal creative and marketing agency formed from the merger of VMLY&R and Wunderman Thompson.
VML program teams coordinate cross channel delivery and measurement processes under client operating cadences, not only tool configuration.
VML delivers multi channel marketing execution with strategy, creative, and operations built around enterprise client programs. It is distinct for routing work through client teams and delivery specialists that can manage channel mix, journey orchestration, and measurement workflows across paid, owned, and earned media.
- +Program delivery teams run coordinated campaign orchestration across channels
- +Strategy to execution linkage supports consistent creative and targeting decisions
- +Measurement workflows support attribution comparisons across campaign phases
- +Operational governance reduces drift during long running journey programs
- –API and automation surface varies by engagement and may not be standardized
- –Workflow changes often depend on service team throughput and scheduling
- –Self serve configuration is limited compared with tools built for in house marketing ops
- –Identity resolution and consent handling depth can depend on installed partner stack
Best for: Fits when large marketing teams need managed cross channel execution and governance across long running campaigns.
Conclusion
After evaluating 10 multi channel marketing, Publicis Sapient 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 Multi Channel Marketing
This buyer's guide evaluates multi channel marketing services across Publicis Sapient, Merkle, and Accenture Interactive, and it also covers the category delivery patterns used by Deloitte Digital, Havas, Leo Burnett, iProspect, Epsilon, Wieden+Kennedy, and VML. The evaluation criteria emphasize integration depth, automation and API surface, and the degree of admin and governance control used to keep channel execution aligned with measurement readiness. Publicis Sapient is positioned as the top provider because it ties journey and campaign workflow delivery to governed release cycles and measurement enablement steps. Merkle and Accenture Interactive are weighed heavily for their service-led orchestration approach and governance artifacts that shape how campaigns move from planning into execution.
The guide is written for teams running cross-channel orchestration work that must hold together across creative production, media activation, identity handling, and tracking specifications.
Multi Channel Marketing services for cross-channel orchestration, governance, and measurement readiness
Multi channel marketing coordinates messaging and activation across multiple channels using shared campaign planning, audience segmentation, and cross-channel orchestration workflows that preserve contact rules and reporting consistency. In this guide, Publicis Sapient is used as the benchmark for engineered delivery workflows that connect channel execution to governed release cycles and measurement wiring, including conversion tracking and attribution workflow readiness. Deloitte Digital is referenced for measurement governance that ties tracking specifications to attribution and incrementality reporting outcomes across channels. Merkle is included for managed operations that enforce cross-channel contact policy and frequency constraint execution tied to measurable reach and conversion outcomes.
Across providers, the distinguishing factor is how orchestration work is governed, with Leo Burnett and Havas focusing on campaign governance across creative, media, and channel operations through managed delivery engagements. Accenture Interactive and iProspect are considered for how services structure cross-channel workflow coupling and reporting cadence to maintain optimization aligned with consistent measurement inputs. Epsilon and Wieden+Kennedy are treated as separate execution models where identity-led activation governance or creative-led message production pipelines shape how multichannel variants are maintained and released.
Evaluation criteria for multi channel orchestration readiness
Multi channel marketing services succeed when cross-channel execution stays aligned to measurement wiring through governed handoffs and release steps. That alignment shows up as measurement-ready campaign setup, tracking specification discipline, and orchestrated execution workflows that reduce tag and KPI drift across channels.
The strongest services also control how orchestration changes move from planning into execution, including whether governance artifacts restrict ad hoc pivots. Publicis Sapient is assessed for engineering-grade release governance and measurement enablement steps that tie channel execution to readiness checks.
Governed workflow release that ties execution to measurement readiness
Publicis Sapient ties journey and campaign workflow delivery to governed release cycles and measurement readiness steps. Deloitte Digital is weighted for measurement governance that connects tracking specifications to attribution and incrementality reporting outcomes across channels.
Operational orchestration artifacts across creative, media, and channel execution
Leo Burnett is evaluated for campaign governance across creative production, media planning, and channel operations under one orchestration engagement. Accenture Song is evaluated for service-led cross-channel orchestration delivered through managed governance artifacts that control campaign execution across channel teams.
Contact policy and frequency constraint enforcement during multichannel delivery
Merkle is assessed for cross-channel contact policy and frequency constraint operations tied to measurable reach and conversion outcomes. Epsilon is assessed for identity-led audience activation with managed operational governance that ties preferences and contact rules into orchestration across channels.
Integration and extensibility that supports audience and activation workflows
Merkle is evaluated for API-enabled integration support for audience and activation workflows that support orchestration changes. Publicis Sapient is evaluated for orchestration implementation that depends on engineering-grade governance and requires clear ownership of identity, consent, and campaign metadata.
Delivery model speed and iteration cadence under governance
Havas is assessed for account-led orchestration that coordinates channel mix planning, creative assets, and performance reporting into a single delivery workflow. iProspect is assessed for managed paid media operations with a disciplined reporting cadence while keeping optimization aligned across channels with consistent measurement inputs.
How to choose a Multi Channel Marketing service delivery model
The decision starts with how each provider turns planning into executable campaign operations, including whether governance slows early pivots or protects measurement integrity. Publicis Sapient and Deloitte Digital emphasize governed release and measurement definitions, while Merkle and Epsilon emphasize orchestration rules that enforce contact and preference constraints.
The second fork is whether orchestration is primarily delivered through engineering-style workflow governance or through managed services that coordinate teams. Leo Burnett, Accenture Song, and Havas lead with cross-team coordination, while iProspect and VML emphasize how program cadence and stakeholder control support ongoing optimization.
Pick governance depth based on how much measurement wiring must be controlled
If tracking drift across channels is a risk, Publicis Sapient and Deloitte Digital fit because they connect execution workflows to measurement enablement and measurement governance definitions. If the program needs orchestrated journeys plus controlled measurement across systems, Deloitte Digital’s governance approach reduces tag and KPI drift.
Choose the operational philosophy for orchestration changes
If orchestration changes must pass through engineered release governance, Publicis Sapient is positioned for governed workflow delivery tied to measurement readiness steps. If orchestration changes must be coordinated through managed service governance artifacts across channel teams, Accenture Song is evaluated for workflow coupling between creative production, media execution, and measurement.
Validate contact policy and frequency constraints as first-class orchestration operations
If frequency constraints and reach caps must be enforced during multichannel execution, Merkle is assessed for cross-channel contact policy and frequency constraint operations. If orchestration must be driven by identity-led activation with preferences and contact rules, Epsilon is assessed for managed operational governance tied into orchestration across channels.
Match creative and media coordination scope to team handoff complexity
If the program requires coordinated creative production, media planning, and channel operations under one delivery engagement, Leo Burnett is assessed for campaign orchestration that coordinates schedules and messaging with governance. If the brand needs account-led coordination that brings channel mix planning, creative assets, and performance reporting into one workflow, Havas is assessed for managed cross-channel orchestration.
Confirm whether automation and API surface are core to the engagement
If the martech stack expects API-enabled integration support for audience and activation workflows, Merkle is assessed for API-enabled integration support. If operational changes must align to client systems and implementation scope, Accenture Song and Publicis Sapient may require explicit ownership of identity, consent, and campaign metadata.
Set expectations for iteration speed under governance and managed delivery
If quick experimentation is central, Publicis Sapient is flagged for a heavier delivery approach that can slow early experimentation and rapid pivots. If stakeholder control and reporting cadence are central, iProspect is assessed for cross-channel optimization workflows designed around consistent measurement inputs and a disciplined reporting cadence.
Who benefits from these Multi Channel Marketing service capabilities
Teams with complex cross-channel orchestration requirements benefit when services enforce governance across channel execution, creative release, and measurement readiness steps. The strongest fit is for enterprise programs where tracking specifications, attribution outcomes, and orchestration workflows must stay consistent across channels.
The best outcomes also depend on whether the organization needs managed enforcement of contact policy and frequency constraints or needs creative-led variant production pipelines with consistent message governance.
Enterprise marketing operations teams managing journey and campaign release governance
Publicis Sapient fits when governed release cycles and measurement readiness steps must tie channel execution to conversion tracking and attribution workflow readiness.
Large brands that need measurement governance across channels and incrementality reporting
Deloitte Digital fits when tracking specifications must connect to attribution and incrementality reporting outcomes across channels with reduced tag and KPI drift.
Regulated programs that must enforce contact rules and frequency constraints during activation
Merkle and Epsilon fit when orchestration must enforce cross-channel contact policy, tie frequency constraints to measurable outcomes, and operationalize preferences and contact rules.
Teams that rely on coordinated creative and media execution under a single delivery engagement
Leo Burnett and Havas fit when campaign governance must span creative, media, and channel operations with controlled schedules and messaging coordination.
Organizations focused on stakeholder control and optimization tied to consistent measurement inputs
iProspect fits when managed paid media operations need disciplined reporting cadence and cross-channel optimization workflows anchored on consistent measurement inputs.
Common pitfalls in Multi Channel Marketing service selection and rollout
Multi channel marketing failures often start when governance requirements are misunderstood, especially when teams expect rapid pivots without release governance steps or when identity and consent ownership is unclear. Another recurring issue is assuming that cross-channel orchestration exists without enforcing contact policy and frequency constraints during execution.
A final pitfall is choosing a delivery model that matches neither creative and media coordination needs nor the organization’s integration expectations for audience and activation workflows.
Assuming orchestration governance will not slow experimentation
Publicis Sapient is flagged for heavier delivery approach that can slow early experimentation and rapid pivots, so planning teams should budget time for governed release steps.
Treating contact policy and frequency constraints as reporting only instead of execution rules
Merkle is assessed for executing cross-channel contact policy and frequency constraint operations, while Epsilon is assessed for identity-led activation governance, so contact rules must be operationalized in orchestration, not just tracked.
Selecting a service based on orchestration execution without validating measurement governance ownership
Deloitte Digital is evaluated for measurement governance that ties tracking specifications to attribution and incrementality outcomes, so teams must define who owns tracking specs and KPI definitions across channels.
Underestimating integration and API dependency on the client martech stack
Leo Burnett and Accenture Song state that automation and API capabilities depend heavily on existing martech stack or client systems and implementation scope, so integration expectations must be aligned before kickoff.
Overlooking how services coordinate creative and channel schedules across handoffs
Havas is evaluated for account-led coordination that connects channel mix planning, creative assets, and performance reporting into one workflow, while iProspect focuses on reporting cadence and measurement-aligned optimization, so teams should match the provider’s coordination model to internal handoff complexity.
How We Selected and Ranked These Providers
We evaluated each provider on orchestration workflow delivery that stays aligned to measurement readiness, focusing on how Publicis Sapient ties journey and campaign workflow delivery to governed release cycles and measurement enablement steps. Features made up 40% of the ranking, with emphasis on cross-channel governance artifacts that control execution across creative, media, and measurement workflows.
Ease and value each made up 30%, including how quickly services can support operational changes without losing measurement discipline. Publicis Sapient separated from Merkle and Accenture Song by combining engineering-grade release governance with measurement enablement across conversion tracking and attribution workflow readiness.
Frequently Asked Questions About Multi Channel Marketing
How do Wpromote, Merkle, and Accenture Interactive handle cross-channel campaign orchestration end to end?
Which providers use API-enabled integrations to keep activation and measurement consistent across channels?
When should a team plan for data migration before launching multichannel campaigns?
How does SSO and access control show up in day-to-day administration for multichannel marketing services?
What data model and schema decisions can break attribution and conversion tracking across channels?
Where does cross-channel personalization fall short when consent management and preferences are incomplete?
What breaks if governance artifacts for tracking conventions are not standardized across agencies or internal teams?
Which providers support extensibility when new channels or activation endpoints must be added mid-program?
Which provider is a better fit for teams needing controlled measurement governance versus teams needing creative-led orchestration?
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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