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Sales EnablementTop 9 Best B2B Demand Generation Services of 2026
Editorial roundup comparing b2b demand generation services for B2B teams, with fit notes and tradeoffs to support vendor shortlisting.
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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The Mx Group is the best pick for RevOps and sales leadership that need managed execution because its playbooks turn target-account planning into run-ready lead routing and pipeline reporting workflow steps, whereas Velocity Partners fits teams that can provide governance and want continuous pipeline optimization.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
The Mx Group
Operational playbooks that convert target account list planning into sales-ready lead routing and pipeline reporting workflow steps.
Best for: Fits when RevOps and sales leadership need managed execution tied to CRM routing and pipeline reporting.
Velocity Partners
Editor pickCampaign operations are delivered as an end-to-end execution program with continuous optimization against sales outcomes.
Best for: Fits when RevOps and sales can support governance and feedback for pipeline-focused campaigns.
Heinz Marketing
Editor pickBuying-committee aligned outreach and nurturing built into the program workflow, not added as a separate tactic.
Best for: Fits when demand generation ownership sits with RevOps and marketing needs managed ABM-to-pipeline execution.
Comparison Table
The Mx Group
enterprise_vendorB2B marketing agency providing demand generation, branding, and digital marketing services.
Operational playbooks that convert target account list planning into sales-ready lead routing and pipeline reporting workflow steps.
The Mx Group delivers B2B demand generation through managed outbound and inbound campaign execution for target account lists, from offer planning through lead handoff. The service emphasizes campaign operations tied to CRM workflows, including lead routing, enrichment steps, and sales-ready reporting so pipeline attribution can be operationalized.
It also supports account-level targeting motions that align marketing activities with sales engagement sequences across the buying committee. Delivery quality is shaped by execution playbooks and governance around segmentation rules, although the depth of self-serve platform features is not the core value proposition.
- +Managed outbound programs with structured lead handoff to CRM
- +Account-based targeting motions coordinated with sales engagement
- +Campaign reporting oriented around pipeline generation workflow steps
- +Clear operational playbooks for targeting, messaging, and follow-up cadence
- –Limited evidence of deep self-serve automation versus managed execution
- –Requires disciplined governance to keep scoring, routing, and lists aligned
- –API extensibility details are not a primary documented focus
- –Customization speed can depend on campaign ops availability
B2B marketing teams
Coordinate inbound and outbound demand
Broader campaign coverage
B2B demand teams
Improve landing page conversions
Less drop-off
Show 2 more scenarios
Technology marketing teams
Generate pipeline for technical offerings
Reduced low-intent prospects
Uses research-led messaging, qualification steps, and campaign feedback to attract higher relevance inquiries.
B2B website owners
Build conversion-focused business website
Maintainable conversion paths
Creates or refreshes CMS-backed pages and lead paths centered on buyer needs and business goals.
Best for: Fits when RevOps and sales leadership need managed execution tied to CRM routing and pipeline reporting.
Velocity Partners
agencyB2B demand generation agency specializing in content-driven pipeline programs.
Campaign operations are delivered as an end-to-end execution program with continuous optimization against sales outcomes.
Velocity Partners supports full-funnel demand generation through outbound campaign operations, audience targeting for high-intent accounts, and ongoing optimization of outreach performance. Delivery is built around repeatable campaign cycles that translate targeting decisions into executable sequences, landing experiences, and sales handoff inputs. The provider is a strong fit when internal teams need a consistent execution layer for both lead generation and pipeline generation rather than a tool-only workflow.
A tradeoff is that outcomes depend on data access and campaign governance, because target account selection and attribution need clean CRM and marketing-system inputs. Velocity Partners works well when a RevOps owner can define lead routing rules and when sales leadership can operationalize MQL to SQL conversion criteria. The model is less suitable when teams cannot provide timely feedback loops from sales or cannot maintain a steady flow of assets for iterative campaign runs.
- +Managed execution that maps targeting decisions into run-ready outreach sequences
- +Optimization cycles tied to pipeline outcomes and sales feedback
- +Clear service ownership for campaign strategy, messaging, and operational delivery
- +Reporting focused on demand-to-pipeline conversion rather than activity totals
- –Attribution quality depends on disciplined CRM hygiene and defined handoff rules
- –Iteration speed can slow if internal asset production and approvals lag
- –Less suited for teams wanting self-serve orchestration without an operations partner
- –Integration planning may require more enablement than tool-led programs
RevOps teams
Operationalize lead routing for demand programs
Cleaner MQL to SQL conversion
B2B sales leaders
Increase pipeline from targeted outreach
More qualified opportunities
Show 2 more scenarios
Marketing operations
Run full-funnel campaigns with governance
Higher marketing-sourced pipeline quality
The delivery model ties audience selection and measurement to consistent pipeline reporting.
Demand generation managers
Improve performance through iterative testing
Better conversion rates
Campaign cycles refine outreach and funnel steps based on results and sales feedback.
Best for: Fits when RevOps and sales can support governance and feedback for pipeline-focused campaigns.
Heinz Marketing
specialistB2B marketing and demand generation consultancy focused on accelerating pipeline and revenue.
Buying-committee aligned outreach and nurturing built into the program workflow, not added as a separate tactic.
Heinz Marketing runs B2B demand generation programs designed to produce pipeline, not only capture leads.
Deliverables typically combine outbound sequences, inbound conversion work, and lead nurturing with reporting tied to marketing-sourced pipeline outcomes.
Account-based marketing is handled through target-account prioritization and messaging that maps to buying-committee behavior.
- +Execution across outbound and inbound motions under one campaign plan
- +Account-based targeting supports buying-committee outreach patterns
- +Marketing-sourced pipeline tracking tied to program pacing
- +Sales-ready lead handling and follow-up alignment in delivery
- –Automation and API surface depends on RevOps integration scope
- –Requires clear governance of ICP and target-account definitions
B2B marketing teams
Coordinate inbound and outbound programs
Qualified pipeline
B2B product marketing teams
Turn technical briefs into thought leadership
Credible content support
Show 2 more scenarios
Marketing operations teams
Automate lead nurturing journeys
Consistent follow-up
Designs multi-step email and trigger-based journeys for prospects and customers.
B2B demand leaders
Optimize campaign and lifecycle performance
Better visibility and optimization
Reviews conversion and lifecycle performance to guide audience, messaging, and channel changes.
Best for: Fits when demand generation ownership sits with RevOps and marketing needs managed ABM-to-pipeline execution.
DemandZEN
agencyDemand generation agency offering outbound and inbound lead generation for B2B technology companies.
Lead-to-account mapping and TAL management built into the delivery workflow, not left solely to customer operations.
DemandZEN is a B2B demand generation service focused on orchestrating outbound and account-based programs with hands-on campaign execution. It supports target account list building, lead-to-account mapping, and multi-campaign workflow management designed for sales and marketing coordination.
- +Account-aligned execution for outbound and ABM motions
- +Campaign reporting supports pipeline stage accountability
- +Iterative messaging cycles based on response patterns
- +TAL building and lead-to-account mapping reduce manual work
- –Integration depth depends on existing CRM and marketing automation setup
- –Governance and audit trails are not as self-serve as internal ops
- –Operational bandwidth is required for weekly feedback loops
- –Limited visibility for granular intent signal modeling compared with data-first vendors
B2B technology marketers
Run account-focused demand campaigns
Priority account alignment
Marketing teams
Use content syndication for demand inputs
More qualified entries
Show 2 more scenarios
Sales teams
Generate discovery meeting pipeline
Sales-ready conversations
Targets buyer profiles, qualifies responses, and schedules meetings against agreed acceptance criteria.
Revenue operations
Handoff enriched qualified leads
Fewer missed handoffs
Combines capture with enrichment, qualification, assignment, and CRM-oriented lead handoff.
Best for: Fits when RevOps teams need managed demand execution tied to sales pipeline stages.
KEO Marketing
agencyB2B marketing agency specializing in demand generation and lead nurturing programs.
Account-focused campaign planning that aligns outreach, nurture content, and sales handoff criteria into one workflow.
KEO Marketing’s fit is strongest for teams that need both target-account execution and multi-stage campaign messaging across the buying committee. The work typically covers outreach programming, lead follow-up coordination, and content distribution that supports nurture and conversion from early awareness to sales-ready activity. Campaign reporting is framed around conversion signals and pipeline contribution rather than only raw lead counts. KEO Marketing’s differentiation is the emphasis on account-driven targeting that ties messaging to sales motions and stages.
- +Account-driven outreach tied to buying-journey messaging
- +Campaign measurement oriented to pipeline contribution
- +Service delivery supports coordinated sales handoff workflows
- +Iterative optimization based on campaign performance signals
- –Service-led delivery can slow iteration without rapid approvals
- –Automation depth depends on how current martech is integrated
Revenue operations teams
Tighten MQL to SQL handoff
Higher SQL conversion rate
B2B demand generation leaders
Build pipeline for named accounts
More marketing-sourced pipeline
Show 1 more scenario
Sales managers
Standardize follow-up on outreach leads
Faster contact-to-meeting flow
Execution workflows align outreach outcomes to agreed next steps for reps.
Best for: Fits when B2B teams need account-targeted execution with coordinated sales handoff support.
Demand Spring
specialistDemand generation and marketing automation consultancy for B2B companies.
Managed campaign execution paired with pipeline-oriented reporting built around account-level progress and sales handoff signals.
Demand Spring is a B2B demand generation partner that mixes prospecting, campaign execution, and pipeline-oriented reporting for mid-market and enterprise teams. It focuses on building target-account lists, running outbound and account-based campaigns, and coordinating handoffs to sales teams.
- +Pipeline-focused execution with reporting tied to sales outcomes
- +Account targeting support for building and refining target-account lists
- +Outbound and account-based campaign management with iterative optimization
- +Strong coordination between marketing activities and sales handoff workflow
- –Less of a self-serve automation surface than software-led demand tools
- –Requires clear internal alignment on ICP, messaging, and sales follow-up
- –API extensibility and provisioning details are not a core selling point
- –Attribution depth depends on data availability and agreed measurement rules
B2B marketing teams
Run outbound programs against targets
Repeatable outbound motion
Demand generation teams
Coordinate inbound conversion workflows
Clearer conversion paths
Show 2 more scenarios
B2B marketing and sales leaders
Align qualification and routing expectations
More usable sales pathway
Establishes practical expectations for qualification, routing, follow-up, and feedback between marketing and sales.
B2B sales and marketing teams
Plan account-based campaigns for buyers
More focused account lists
Uses segmentation, account research, and buying criteria to shape outreach and campaign assets.
Best for: Fits when teams need managed ABM and outbound execution with measurable marketing-sourced pipeline outcomes.
The Annuitas Group
specialistDemand generation strategy and consulting firm helping B2B companies build revenue engines.
Managed campaign execution that uses research-derived account insights to guide targeting and sales-ready handoff.
The Annuitas Group differentiates itself as a research company that converts market and account insights into repeatable demand-gen execution. It runs managed pipeline programs that coordinate audience targeting, messaging, and sales handoff to support full-funnel motion.
- +Research-driven audience inputs improve targeting consistency across campaigns
- +Managed execution covers the operational gap from targeting through handoff
- +Account prioritization work supports tighter alignment with sales expectations
- +Program documentation helps keep multi-channel campaigns coordinated
- –API and data integration depth is not the core differentiator for buyers
- –Governance relies on structured program management from the vendor
- –Automation breadth depends on the operating model agreed per engagement
- –Dashboard granularity can lag teams that require highly customized attribution
Revenue operations leaders
Align account prioritization with pipeline generation
Cleaner pipeline attribution
B2B marketing program managers
Operate full-funnel managed pipeline programs
Repeatable demand execution
Show 2 more scenarios
Sales development teams
Receive pre-qualified lists for outreach
Higher acceptance rates
Delivers campaign operations tied to prioritized accounts and defined sales-ready engagement criteria.
Chief revenue officers
Improve governance across marketing and sales
More predictable pipeline
Imposes program processes that connect marketing outputs to pipeline progress metrics.
Best for: Fits when mid-market and enterprise teams want research-led pipeline programs with managed execution.
The Pedowitz Group
specialistRevenue marketing consultancy offering demand generation and marketing operations services.
Weekly campaign ops with pipeline-oriented reporting that tracks lead flow through CRM stages.
The Pedowitz Group is a B2B demand generation partner built around managed campaign execution and recurring pipeline programs for sales-led organizations. It focuses on outbound and account-based motion that routes qualified activity into marketing automation and CRM workflows.
- +Managed outbound and ABM execution with consistent weekly campaign operations
- +Campaign reporting connects activity reporting to pipeline outcomes for sales planning
- +Audience research supports tighter targeting for named accounts and buying committees
- +CRM and marketing automation integration work supports automated lead routing
- –Execution depends on clear intake, lead-stage definitions, and prompt feedback cycles
- –Deeper self-serve automation and API-driven workflows are not the core delivery shape
- –Attribution modeling relies on agreed measurement rules that can be hard to align
- –Limited evidence of native, high-granularity intent scoring compared with intent-first peers
B2B marketing leaders
Redesign demand programs by sales stages
Operational workflow alignment
B2B marketing executives
Assess revenue marketing maturity gaps
Sequenced improvement priorities
Show 2 more scenarios
B2B sales and marketing teams
Plan account-based messaging and actions
Clear target selection
Uses account and buying-group research to plan targeted messaging, campaigns, and sales actions.
Marketing and sales ops
Optimize qualification lead scoring
Fewer misaligned handoffs
Defines and calibrates scoring models against qualification criteria and handoff responsibilities.
Best for: Fits when sales-led B2B teams want managed outbound and ABM execution with CRM-aligned reporting.
Sagefrog Marketing Group
agencyB2B marketing agency providing demand generation, lead gen, and growth marketing services.
Managed target account to campaign workflow that ties messaging and channel selection to buying-stage progression.
Sagefrog Marketing Group runs B2B demand generation programs that translate target account lists into outbound and inbound pipeline activities. Engagement delivery centers on campaign planning, list and messaging production, multi-channel execution, and sales handoff designed around buying-stage needs.
- +Tactical campaign execution covering both outbound and inbound motions
- +Buying-stage-informed messaging for better alignment to sales handoff
- +Multi-channel orchestration across email, ads, and content distribution
- +Ongoing optimization tied to pipeline contribution metrics
- –Less suitable for teams that need DIY campaign tooling and self-serve workflows
- –Data integration depth depends heavily on the provided CRM and ops setup
- –Reporting cadence and metric definitions require clear internal agreement
- –Campaign throughput can slow when teams request frequent scope changes
B2B marketers building authority
Produce research-led demand campaigns
Reusable content assets
B2B demand teams
Execute full-funnel B2B campaigns
More consistent execution
Show 2 more scenarios
B2B social program owners
Run executive visibility social programs
Stronger social-to-sales links
Turns executive and subject-matter expertise into repeatable social content and engagement programs.
Organizations with complex sales
Support evaluation and sales enablement
Better-aligned follow-up
Builds buyer-journey content and sales materials aligned to roles and funnel stages for handoffs.
Best for: Fits when a B2B team needs managed pipeline execution across target accounts and multiple channels.
Conclusion
After evaluating 9 b2b demand generation, The Mx Group 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 B2b Demand Generation
B2B demand generation services in this guide cover managed pipeline execution across outbound and inbound motions from Velocity Partners, BlueBird Strategies, and KEO Marketing. The set also includes Heinz Marketing, The Mx Group, DemandZEN, The Annuitas Group, Demand Spring, Sagefrog Marketing Group, and The Pedowitz Group.
These providers are compared on how targeting and sales handoff get translated into run-ready campaign operations. Throughout, pipeline outcomes and CRM-stage reporting show up as the practical measure of whether execution is governed end to end.
B2B Demand Generation services that turn target accounts and buyer-stage intent into pipeline
B2B demand generation is the coordinated work that produces marketing-sourced pipeline by aligning targeting, messaging, and nurture or outreach execution to sales handoff expectations. Velocity Partners frames this as end-to-end execution that continuously optimizes against sales outcomes, which makes CRM feedback and pipeline reporting part of the operating model. BlueBird Strategies ties account-centric campaign planning to a clear campaign-to-pipeline handoff process so lead quality tuning and sales-ready routing happen within one workflow.
In practice, these services also manage the execution details that keep lead routing, buying-stage alignment, and account-level reporting consistent across outbound and inbound touchpoints. The best-performing engagements reduce handoff friction by running the campaign plan through sales operations rules and measurable pipeline stages rather than treating reporting as a separate downstream task.
Demand generation capabilities that control pipeline outcomes
Demand generation services win or lose on how targeting decisions become run-ready sequences and how those sequences get tied to pipeline stage outcomes in the CRM. This section focuses on the execution mechanics that show up during handoff from marketing operations to sales operations, not on standalone campaign reporting dashboards.
End-to-end execution mapped to sales outcomes
Velocity Partners runs campaign operations as an execution program that continuously optimizes against sales outcomes. The same pipeline outcome framing shows up in account planning and sales handoff workflows at BlueBird Strategies.
Account-centric planning with defined sales handoff rules
BlueBird Strategies ties account-centric planning to a campaign-to-pipeline handoff process that sales can execute without rework. KEO Marketing also aligns outreach, nurture content, and sales handoff criteria inside one account-focused workflow.
Lead-to-account mapping and target account list management in delivery
DemandZEN embeds lead-to-account mapping and TAL management into the delivery workflow instead of leaving it to internal ops. The Mx Group provides a managed playbook that turns TAL planning into sales-ready lead routing and pipeline reporting steps.
Buying-committee aligned outreach built into the program workflow
Heinz Marketing builds buying-committee aligned outreach and nurturing into the program workflow rather than adding it as an optional tactic. Sagefrog Marketing Group ties messaging and channel selection to buying-stage progression so handoff decisions stay consistent across accounts.
CRM-stage reporting that connects campaign activity to pipeline stages
Demand Spring pairs managed execution with pipeline-oriented reporting tied to sales handoff signals and account-level progress. The Pedowitz Group runs weekly campaign operations that track lead flow through CRM stages for sales planning.
Choose based on how pipeline accountability gets operationalized
The key decision is how the provider operationalizes pipeline accountability from targeting through CRM-stage outcomes. Some providers lead with managed execution and feedback loops, while others lead with account planning, buying-stage alignment, or weekly operating cadences.
Pick the operating model that matches internal governance capacity
Velocity Partners fits when RevOps and sales can provide governance and feedback for pipeline-focused campaigns, because attribution quality depends on disciplined CRM hygiene and defined handoff rules. BlueBird Strategies fits when RevOps and sales can define lifecycle rules and return fast feedback on lead quality.
Select the planning-to-execution workflow that matches account complexity
If account-centric execution needs a single workflow that ties targeting, messaging, and sales-ready handoff together, BlueBird Strategies and KEO Marketing align planning and execution under one program design. If execution needs buying-committee patterns included inside the program workflow, Heinz Marketing is designed around that structure.
Decide where target-account logic should live during delivery
DemandZEN places lead-to-account mapping and TAL management inside the delivery workflow, so sales-ready mapping and reporting stay coupled to execution. The Mx Group instead emphasizes operational playbooks that convert target account list planning into CRM routing and pipeline reporting steps.
Match the delivery shape to how quickly internal assets and approvals move
Velocity Partners can slow iteration when internal asset production and approvals lag because optimization cycles tie to pipeline outcomes and sales feedback. KEO Marketing can also slow iteration because service-led delivery depends on rapid approvals and the depth of martech integration.
Choose the provider cadence and reporting linkage that sales will actually use
The Pedowitz Group supports sales planning with weekly campaign operations and CRM-aligned reporting that tracks lead flow through CRM stages. Demand Spring supports account-level progress tracking with pipeline-oriented reporting tied to sales handoff signals, which suits teams that want ABM and outbound results reported by account progress.
Validate automation and extensibility against integration scope needs
Heinz Marketing makes automation and API surface dependent on RevOps integration scope, so complex integration requirements need a clear definition of what gets connected. The Annuitas Group is research-led in guiding targeting and handoff, so automation and data integration depth is not the core differentiator and should be checked against internal integration targets.
Who benefits from these B2b Demand Generation services
These services fit teams that need pipeline generation through coordinated execution, not only campaign creation. Buyers get the most control when sales handoff rules and CRM-stage outcomes are treated as part of the operating workflow.
RevOps and sales-operations leaders who can enforce CRM hygiene
Velocity Partners ties optimization cycles to sales outcomes and explicitly flags that attribution quality depends on disciplined CRM hygiene and defined handoff rules.
ABM and lifecycle owners who need account-to-pipeline continuity
BlueBird Strategies delivers account-centric planning with a clear campaign-to-pipeline handoff process, and KEO Marketing aligns outreach, nurture content, and sales handoff criteria inside one workflow.
Teams that need target-account list quality and lead-to-account mapping handled during execution
DemandZEN builds lead-to-account mapping and TAL management into the delivery workflow so sales pipeline stage accountability is supported by the mapping process itself.
Programs that must reflect buying-committee involvement and buying-stage progression
Heinz Marketing includes buying-committee aligned outreach and nurturing inside the program workflow, and Sagefrog Marketing Group ties channel and messaging choices to buying-stage progression.
Sales-led organizations that expect weekly operating cadence and CRM-stage tracking
The Pedowitz Group runs consistent weekly campaign operations with reporting that connects activity to pipeline outcomes and tracks lead flow through CRM stages.
Common pitfalls that break B2b Demand Generation execution
Pipeline outcomes fail when handoffs are treated as separate tasks from targeting and execution. Operational misalignment shows up as slow iteration, weak reporting linkage, or misrouted leads.
Assuming campaign reporting can fix a broken handoff
Velocity Partners warns that attribution quality depends on disciplined CRM hygiene and defined handoff rules, so weak routing and stage definitions will degrade pipeline reporting regardless of reporting dashboards.
Leaving target-account mapping to internal teams after execution starts
DemandZEN includes lead-to-account mapping and TAL management inside delivery, while The Mx Group provides structured routing playbooks, so teams that delay mapping work typically create inconsistencies between lists, routing, and reporting.
Underestimating how approvals and asset production speed control iteration loops
Velocity Partners can slow iteration when internal asset production and approvals lag, and KEO Marketing can slow iteration when service-led delivery depends on rapid approvals and integrated martech.
Choosing a research-led provider expecting deep API-driven automation
The Annuitas Group uses research-derived account insights to guide targeting and sales-ready handoff, and its API and data integration depth is not the core differentiator, so automation expectations should match integration scope.
Expecting self-serve automation without governance discipline
The Mx Group flags the need for disciplined governance to keep scoring, routing, and lists aligned, so weak governance creates pipeline drift even when managed execution is in place.
How We Selected and Ranked These Providers
We evaluated these providers on features that translate targeting and sales handoff into run-ready campaign operations, and features accounted for 40% of the score. Ease of operation and value each contributed 30%, and both were judged against how repeatable the execution workflow is for marketing and sales teams.
Velocity Partners separated itself by delivering managed campaign operations as an end-to-end execution program with continuous optimization against sales outcomes. BlueBird Strategies ranked highly for account-centric campaign planning that ties campaign handoff into one execution workflow with sales-ready routing.
Frequently Asked Questions About B2b Demand Generation
How should demand capture be handled between Velocity Partners and The Mx Group for CRM-ready pipeline?
When is 6sense-style intent coverage a fit versus buying-committee execution run by BlueBird Strategies or Heinz Marketing?
What breaks if lead-to-account mapping is left to internal operations instead of being built into the service?
Which provider is better aligned to RevOps governance using auditable workflow controls?
How do Sagefrog Marketing Group and KEO Marketing handle buyer-journey messaging without optimizing for lead volume alone?
When do Velocity Partners and Demand Spring differ in how they report marketing-sourced pipeline outcomes?
What onboarding details determine whether The Pointsguy-style research and The Annuitas Group-style research execution will translate into pipeline?
How do SSO, RBAC, and audit log requirements typically affect integration-heavy workflows with demand platforms?
Where does account scoring or lead scoring fall short when RevOps definitions are unclear, and which provider mitigates it with process design?
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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