Commissioned Research
Top 10 Best Display Ad Services of 2026

GITNUXSOFTWARE REVIEW

Digital Marketing

Top 10 Best Display Ad Services of 2026

Compare display ad services and usage fit across Merkle, Dentsu, and Tinuiti to help teams shortlist providers for campaigns and budgets.

20 min readUpdated Editorially scoped research
How we ranked these tools
01Editorial Scope

Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.

02Source Research

Search agents gather the source set and the review record, including transcriptions of video reviews and podcasts.

Read our full methodology →

Framework: Features 40% · Ease 30% · Value 30%

Gitnux may earn a commission through links on this page — this does not influence rankings. Editorial policy

Display ad services translate audience and conversion requirements into media buying, programmatic trafficking, and measurable performance across formats and channels. This comparison helps analysts and operators weigh agency integration depth, data-model design for targeting and measurement, and workflow automation capabilities when selecting partners such as Merkle for programmatic display and CRM-driven optimization.

Merkle is the best pick for enterprise teams that need display activation tied to measurement and governance because its workflow turns analytics and attribution insights into audience and experience change while keeping activation aligned to marketing tech roadmaps; Dentsu is the better alternative for brands wanting managed execution plus incrementality validation across channels.

Editor’s top 3 picks

Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.

Editor pick
1

Merkle

Workflow that converts analytics and attribution findings into display ad activation changes across audiences and experiences.

Best for: Fits when enterprise teams need display activation tied to measurement and governance workflows.

2

Dentsu

Editor pick

Incrementality study support paired with campaign execution to validate brand, reach, or conversion lift from display ad activity.

Best for: Fits when enterprise brands need managed display ad delivery with creative and measurement coordination across channels.

3

Tinuiti

Editor pick

Campaign incrementality support that ties display spend evaluation to structured experiment workflows, not only routine reporting.

Best for: Fits when teams want managed display execution plus continuous testing and measurement workflows.

Comparison Table

1
MerkleBest overall
agency
9.5/10
Overall
2
agency
8.7/10
Overall
3
agency
8.6/10
Overall
4
agency
8.4/10
Overall
5
agency
8.2/10
Overall
6
7.7/10
Overall
7
7.5/10
Overall
8
agency
7.0/10
Overall
9
6.8/10
Overall
10
agency
6.6/10
Overall
#1

Merkle

agency

Dentsu performance marketing agency offering programmatic display advertising, CRM, and data-driven media.

9.5/10
Overall
Features9.5/10
Ease of Use9.5/10
Value9.5/10
Standout feature

Workflow that converts analytics and attribution findings into display ad activation changes across audiences and experiences.

Merkle supports campaign execution paths that translate measurement outputs into activation decisions, including audience and customer experience changes tied to display ad performance. Integration depth shows up through its alignment between marketing technology assessments and the implementation roadmap for experience, data, identity, consent, and campaign requirements. That structure is a strong fit for enterprises that need repeatable workflows across analytics, activation, and governance rather than one-off display campaign management.

A tradeoff is that tightly governed workflows and coordinated activation require internal stakeholders from analytics, marketing, and technology to stay engaged during setup and ongoing optimization. Merkle works best when teams already have defined reporting needs and a target activation process for display ads, including how attribution or measurement insights should drive changes.

Pros
  • +Turns measurement findings into audience and experience changes
  • +Coordinates display ad activation with marketing technology roadmaps
  • +Supports enterprise governance inputs like identity and consent requirements
  • +Fits teams running recurring operational workflows across marketplaces
Cons
  • –Heavier governance and coordination work than campaign-only operators
  • –Requires internal alignment between analytics and activation owners
Use scenarios
  • Enterprise analytics leaders

    Connect measurement to display activation

    Repeatable insight to action loop

  • Marketing technology architects

    Modernize stack for display programs

    Planned stack implementation sequence

Show 2 more scenarios
  • Enterprise SEO and content teams

    Tie planning to performance reporting

    Prioritized execution plan

    Links technical SEO findings and content planning to KPI reporting tied to organic performance measures.

  • Retail marketplace operations

    Run marketplace operations for display reach

    More consistent marketplace operations

    Runs recurring catalog, listing, feed, order, and settlement workflows that support consistent marketplace execution.

Best for: Fits when enterprise teams need display activation tied to measurement and governance workflows.

#2

Dentsu

agency

Global advertising holding company offering display media buying, programmatic services, and creative production.

8.7/10
Overall
Features8.7/10
Ease of Use8.7/10
Value8.7/10
Standout feature

Incrementality study support paired with campaign execution to validate brand, reach, or conversion lift from display ad activity.

Dentsu is a strong fit for brands that need display ad delivery plus cross-functional campaign management, including planning, creative production coordination, and performance optimization. The service aligns with seasonal execution for agribusiness by connecting regional targeting and messaging to crop-cycle timing. It also suits enterprise media and content teams that must coordinate briefs, approvals, and rights considerations for multi-format rollout.

A key tradeoff is that the service model depends on agency involvement for setup and governance, which can limit hands-on control for teams that want full self-serve execution. Dentsu works best when lift measurement or incrementality studies are required alongside campaign delivery so decision-makers can validate the incremental impact of display ad activity.

Pros
  • +End-to-end campaign coordination across strategy, creative, and optimization
  • +Seasonal agribusiness execution plans matched to crop-cycle timing
  • +Support for multi-format content packaging with approvals and rollout readiness
  • +Incrementality study support to evidence lift from display ad activity
Cons
  • –Less self-serve control when internal teams require direct buying operations
  • –Governance and configuration effort shifts to the agency workflow
Use scenarios
  • Marketing operations teams

    Coordinating display ad across programs

    More coordinated execution decisions

  • Agribusiness marketers

    Seasonal regional display ad campaigns

    Campaigns match demand goals

Show 2 more scenarios
  • Enterprise media teams

    Multi-format rollout for display ad assets

    Assets ready for coordinated release

    Dentsu coordinates briefs, approvals, and rights considerations so content packages release across channels.

  • Marketing measurement teams

    Designing incrementality studies for display ad

    Evidence of incremental lift

    Dentsu supports lift studies that assess the incremental effect of display ad activity on outcomes.

Best for: Fits when enterprise brands need managed display ad delivery with creative and measurement coordination across channels.

#3

Tinuiti

agency

Independent digital marketing agency managing display advertising, programmatic buying, and paid media.

8.6/10
Overall
Features8.6/10
Ease of Use8.6/10
Value8.6/10
Standout feature

Campaign incrementality support that ties display spend evaluation to structured experiment workflows, not only routine reporting.

Tinuiti is a managed service provider for display ad campaigns where execution, optimization, and reporting stay under one operational umbrella. The engagement model is built for repeat programs such as retention messaging and scheduled mobile push work, so teams can align audience strategy and measurement across channels. The same operational approach supports affiliate program management, including publisher coordination and transaction reconciliation, which can reduce manual reconciliation effort.

A clear tradeoff is that governance and control rely on workflow alignment with the agency rather than self-serve configuration. Tinuiti fits teams that need structured campaign testing for display advertising, especially when experiment design and measurement workflows must run continuously instead of as one-off analysis.

Pros
  • +Managed display ad execution with ongoing optimization cadence
  • +Structured testing workflows for measuring campaign contribution
  • +Affiliate operations support reduces publisher coordination overhead
  • +Lifecycle and mobile push programming supports cross-channel measurement
Cons
  • –Control depends on agency workflow alignment, not self-serve configuration
  • –Experiment design support may require longer planning cycles
  • –Display reporting depth can vary by campaign instrumentation choices
  • –Operational handoffs add coordination effort for distributed teams
Use scenarios
  • Performance marketing teams

    Run display ad incrementality tests

    Clearer lift vs baseline demand

  • Retention marketers

    Coordinate display-led lifecycle programs

    Higher repeat engagement rates

Show 2 more scenarios
  • Affiliate operations teams

    Manage affiliate tracking and reconciliation

    Cleaner conversion reconciliation

    Tinuiti coordinates publisher operations and transaction validation to keep conversions and reporting orderly.

  • Mobile app marketers

    Operate event-triggered push alongside display

    Consistent notification program performance

    Tinuiti plans segmented mobile push campaigns with ongoing performance review tied to broader initiatives.

Best for: Fits when teams want managed display execution plus continuous testing and measurement workflows.

#4

iProspect

agency

Dentsu performance marketing agency offering display advertising, programmatic buying, and conversion optimization.

8.4/10
Overall
Features8.4/10
Ease of Use8.3/10
Value8.5/10
Standout feature

Analyst interpretation for display SERP and competitor visibility reporting to guide targeting and creative sequencing.

iProspect is an ad services provider built around managed paid media execution and campaign optimization for display advertising. The core value shows up in operational depth, including trafficking support, audience planning, and performance-driven adjustments across the display funnel.

Pros
  • +Operational discipline for display delivery and ongoing campaign optimization
  • +Structured planning for display audiences and investment decisions
  • +Consistent reporting across countries and language stakeholders
  • +Analyst interpretation supports competitor-facing display intelligence
Cons
  • –Requires tighter coordination for creative trafficking workflows
  • –Workflow depth can feel heavy for teams needing self-serve controls
  • –Limited visibility for internal buyers without clear integration paths
Use scenarios
  • SEO and content teams

    Coordinate display support with keyword priorities

    More aligned audience and content priorities

  • Paid media teams

    Optimize display campaigns with ongoing adjustments

    Improved delivery efficiency

Show 2 more scenarios
  • Global marketing operations

    Run multilingual display execution consistently

    More consistent market execution

    Teams coordinate display activity across markets and language variants with consolidated reporting views.

  • Competitive intelligence analysts

    Translate competitor signals into display choices

    Clearer competitive display insights

    Teams use location and device views to interpret competitor visibility patterns for display planning.

Best for: Fits when mid-market and enterprise teams want managed display operations plus interpretation for decisions.

#5

WebFX

agency

Full-service digital marketing agency providing display advertising management and media buying for SMBs.

8.2/10
Overall
Features8.2/10
Ease of Use8.2/10
Value8.2/10
Standout feature

Coordinated cross-channel operations that connect display execution with shared SEO, social, and website reporting workflows.

WebFX plans and operates display advertising campaigns across paid media channels, with delivery built around account-led coordination and reporting. It runs managed SEO, multi-location local listings, and social demand generation alongside display buying, which can reduce handoff gaps when the same team owns acquisition and measurement.

Pros
  • +Account-led delivery reduces handoffs across SEO, paid media, and social
  • +Social demand generation planning and paid promotion management
  • +Multi-location listing hygiene workflows for consistent local operations
  • +Repeatable SEO page templating helps maintain on-page consistency
Cons
  • –Less suitable for teams seeking a self-serve display ad console
  • –Display work depends on coordination with cross-channel reporting
  • –Requires active input on creative and measurement definitions
  • –API and automation surface is not the primary delivery shape
Use scenarios
  • Marketing operations managers

    Coordinated display with social and SEO

    Fewer channel handoffs

  • Multi-location marketing teams

    Display campaigns aligned to local listings

    More consistent local listings

Show 2 more scenarios
  • Revenue marketing leads

    Display demand generation with social support

    Coordinated demand generation measurement

    Leads get social activity planning, creative production, paid promotion management, and reporting connected to website and lead tracking.

  • Growth teams with many pages

    Display ads aligned to SEO page templates

    More consistent on-page SEO

    Growth teams apply repeatable metadata, linking, and markup recommendations across templates while running display campaigns to target pages.

Best for: Fits when mid-market teams need managed display ad execution tied to shared reporting and web lead tracking.

#6

Horizon Media

agency

Largest independent US media agency offering display advertising buying, planning, and programmatic services.

7.7/10
Overall
Features7.7/10
Ease of Use7.7/10
Value7.7/10
Standout feature

Governed media procurement with insertion order authorization and change control for display ad commitments.

Horizon Media delivers display ad buying and ongoing campaign operations for teams that need consistent execution across multiple paid media channels. Its day-to-day work centers on managing live performance cycles that feed into spend adjustments, media plan updates, and reporting loops.

Pros
  • +Ongoing display ad optimization tied to measurable campaign goals
  • +Governance workflows for approvals, insertion orders, and change control
  • +Cross-channel planning and delivery coordination across paid media
  • +Creative routing and trafficking support for complex TV placements
Cons
  • –Integration depth depends on ad stack alignment and internal workflow fit
  • –Automation and API surface are not clear for self-serve operations
Use scenarios
  • Marketing operations teams

    Run ongoing display ad performance cycles

    Iterative optimization tied to goals

  • Procurement and marketing ops

    Route display ad briefs through approvals

    More consistent governance over commitments

Show 2 more scenarios
  • Demand marketing teams

    Launch cross-channel display ad campaigns

    Coordinated media plan and delivery

    It coordinates strategy, planning, buying, trafficking, and reporting for campaigns spanning multiple paid channels.

  • Media teams

    Coordinate creative trafficking for TV flights

    More orderly asset movement

    It handles creative routing and placement instructions for linear and streaming flights that need orderly delivery.

Best for: Fits when marketing operations teams need managed display ad execution plus procurement and trafficking governance.

#7

Initiative

agency

IPG Mediabrands agency providing display advertising, programmatic buying, and media planning services.

7.5/10
Overall
Features7.5/10
Ease of Use7.4/10
Value7.6/10
Standout feature

Delivery-focused governance that ties campaign authorization, trafficking changes, and reconciliation to reporting across channels.

Initiative, known for managed activation work, differentiates itself by pairing display campaign execution with structured governance and trafficking oversight. The service supports programmatic display delivery where banner and rich media trafficking, launch controls, and inventory suitability are managed during delivery and optimization.

Pros
  • +Campaign governance for approvals, trafficking changes, and delivery reconciliation
  • +Managed banner and rich media trafficking with launch controls
  • +Structured reporting views that support iterative testing and KPI tracking
  • +Handles media-plan to publication order execution with file compliance
Cons
  • –Less suitable for teams wanting full self-serve ad server access
  • –Relies on clear creative and requirements handoffs to avoid timing slips
  • –Workflow depth can add admin overhead for small display-only efforts
  • –Automation focus may not cover highly bespoke display setups end to end
Use scenarios
  • Programmatic media teams

    Managed banner and rich media trafficking

    More controlled display delivery

  • Marketing operations leads

    Govern media authorization and changes

    Clear links to reporting

Show 2 more scenarios
  • Performance marketers

    Coordinate iterative search and paid social testing

    Comparable performance views

    Initiative supports structured test cycles and KPI reporting for ongoing audience and creative improvements.

  • Brand media planners

    Convert plans into publication orders

    Publication-ready placements

    Initiative coordinates proofing, file compliance, and delivery timing across multiple publications.

Best for: Fits when teams need managed display delivery with governance, trafficking controls, and reconciliation across campaigns.

#8

Brainlabs

agency

Digital marketing agency offering display advertising, paid social, and programmatic media buying services.

7.0/10
Overall
Features7.0/10
Ease of Use7.0/10
Value7.0/10
Standout feature

Coordinated search retargeting audience workflows that extend into programmatic display optimization.

Brainlabs connects display ad buying and optimization to search-derived and performance signals rather than treating display as a separate channel. Teams use it to operationalize audience building and retargeting from search behavior across programmatic display workflows.

Pros
  • +Search retargeting audiences connect paid search behavior to display delivery
  • +Campaign reporting aligns creative iterations with defined conversion outcomes
  • +Redirect governance supports URL mapping planning and post-launch monitoring
  • +Integration and automation surface fits operations-led programmatic workflows
Cons
  • –Governance-heavy workflows require disciplined configuration and change control
  • –Non-search display use cases need clearer setup to avoid audience sprawl
  • –Creative iteration cadence can outpace teams without tight creative QA
  • –Some optimization workflows demand deeper platform integration than ad-only stacks
Use scenarios
  • Paid media and audience teams

    Search retargeting across display buys

    Higher conversion from intent

  • Web, SEO, and analytics teams

    Redirect governance during migrations

    Fewer attribution breaks

Show 2 more scenarios
  • SEO and digital marketing teams

    Tracked optimization cycles tied to search impact

    Improved search visibility

    Runs technical audits and prioritized recommendations linked to observed search and traffic changes.

  • Growth and paid social teams

    Conversion-driven display campaign management

    More efficient conversions

    Manages campaign structure, creative iterations, and delivery diagnostics against conversion goals for social placements.

Best for: Fits when teams need managed automation across search-led audiences and display conversion measurement.

#9

Performics

agency

Publicis performance marketing agency providing display advertising management and programmatic media services.

6.8/10
Overall
Features6.8/10
Ease of Use6.8/10
Value6.8/10
Standout feature

Managed display campaign operations that tie creative trafficking and reporting to agreed conversion and performance KPIs.

Performics executes display ad programs with campaign management, creative and trafficking support, and performance reporting tied to agreed KPIs. It fits teams that need execution across display while coordinating wider performance media efforts and conversion measurement practices.

Pros
  • +Agency-run display execution with reporting mapped to campaign KPIs
  • +Creative trafficking and placement operations reduce internal coordination load
  • +Workflow support for conversion measurement definition and reporting inputs
  • +Cross-channel performance coordination for shared acquisition goals
Cons
  • –Display outcomes depend on agreed measurement definitions and tracking readiness
  • –API and automation surface is limited compared with self-serve ad platforms
  • –Complex approval cycles can slow creative iteration across placements
  • –Greater fit for managed teams than for in-house operators seeking full control
Use scenarios
  • Revenue marketing teams

    Run display alongside paid media programs

    Consistent cross-channel optimization

  • Marketing analytics teams

    Improve conversion measurement for display

    Clearer conversion attribution

Show 2 more scenarios
  • Demand generation managers

    Execute retargeting and prospecting display

    Better lead funnel signal

    Teams operationalize display efforts with placement and creative execution designed for acquisition outcomes.

  • Promotion marketing teams

    Connect coupons to acquisition display

    Promotion-linked acquisition results

    Teams integrate offer creatives into display execution and connect outcomes to checkout measurement workflows.

Best for: Fits when performance teams need managed display execution and reporting coordination across campaigns.

#10

OMD

agency

Omnicom media agency specializing in media planning, buying, and display advertising for global advertisers.

6.6/10
Overall
Features6.6/10
Ease of Use6.6/10
Value6.6/10
Standout feature

Managed programmatic campaign execution that bundles coordination, optimization, and reporting under one agency workflow.

OMD is a display ad service provider built around agency-led execution across managed programmatic campaigns, including trafficking support, inventory coordination, optimization, and reporting. Its distinct angle is operational ownership for multi-market activity where planning, buying, and KPI reporting must stay consistent across regions and local teams.

Pros
  • +Agency-run programmatic activation with trafficking and optimization coordination
  • +Cross-market operations support for regional planning and reporting consistency
  • +Campaign reporting outputs designed for KPI reviews and attribution work
  • +Managed display and video buying aligned to defined campaign goals
Cons
  • –Execution depth depends on client coordination for goals and creative inputs
  • –Automation and API surface are not the primary interaction model
  • –Governance control tooling is less prominent than service-led management
  • –Reporting workflows can require clear definitions of KPIs and attribution rules
Use scenarios
  • Marketing ops teams

    Managed display ad buying without a trading team

    Accountable campaign delivery and reporting

  • Performance marketing leads

    Attribution and KPI reviews for display campaigns

    Better decisions for optimization

Show 2 more scenarios
  • Global brand marketers

    Multi-market display ad operations across regions

    More consistent regional execution

    OMD coordinates planning, buying, audience work, and reporting so execution stays consistent between regional and local teams.

  • Search and paid integration teams

    Search visibility programs tied to display efforts

    Search-aligned multi-channel reporting

    OMD applies search strategy, technical audits, and content optimization within broader paid and owned media activity that includes display.

Best for: Fits when marketing teams need managed display execution across regions with accountable reporting.

Conclusion

After evaluating 10 display ad, Merkle 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.

Our Top Pick
Merkle

Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.

Frequently Asked Questions About Display Ad

Which display ad services handle governed insertion orders and change control?
Horizon Media supports insertion order authorization and change control workflows for procurement-driven approvals. Initiative extends delivery governance by tying campaign authorization, trafficking changes, and reconciliation back to reporting.
How do Brainlabs and Merkle connect measurement findings to display ad operations?
Brainlabs operationalizes audience building and retargeting from search-derived signals into programmatic display optimization. Merkle turns analytics and attribution findings into activation changes across audiences and display experiences under a managed operating layer.
When teams plan cross-channel display delivery with creative and trafficking, how do iProspect and OMD differ?
iProspect focuses on managed display execution with trafficking support and decision guidance through interpreted reporting. OMD bundles multi-market programmatic execution with operational ownership for trafficking coordination, KPI reporting consistency, and effectiveness reviews.
What breaks if display campaigns require identity, consent, and governance alignment across the broader stack?
Merkle’s workflow targets alignment needs when enterprise identity and campaign requirements must match display activation and measurement. Without that operational layer, teams like WebFX can still run display programs, but governance alignment across feeds, orders, and settlement-style workflows depends more on internal processes.
Which providers coordinate incrementality study support alongside display execution?
Dentsu pairs incrementality study support with campaign execution to validate brand, reach, or conversion lift from display activity. Tinuiti also structures experiment workflows to separate display contribution from baseline demand shifts.
How do services handle data migration when audience mappings and URL paths change?
Brainlabs coordinates URL mappings and redirect validation as part of migration governance to keep audience-to-destination behavior consistent. Merkle and OMD both support ongoing activation workflows, but migration specifics often depend on the destination mapping and attribution handoff rules defined in onboarding.
Which display ad services emphasize delivery diagnostics that connect to defined conversion goals?
Brainlabs links creative iteration and delivery diagnostics to defined conversion goals for display-driven campaigns. Performics ties delivery and optimization processes to agreed KPIs while keeping creative trafficking and reporting measurable against those goals.
How do agencies manage security and access controls during ongoing display operations?
Horizon Media and Initiative both run governance and authorization workflows around insertion orders and trafficking changes, which limits who can approve release-like operational steps. Performics and OMD focus on operational orchestration and reporting controls, with access discipline typically implemented through internal campaign approval procedures.
What common operational problem causes delayed delivery, and how do different providers mitigate it?
Horizon Media mitigates delays by coordinating trafficking and placement instructions tied to procurement governance. Initiative reduces delivery churn by managing launch controls and inventory suitability during delivery and optimization.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Display Ad

We separate options mainly by how consistently the display ad looks and performs across placements. The biggest differences show up in the creative format support and the quality of placement targeting.

Creative format support

Why it matters

Creative format support matters because display ad inventory often demands specific sizes, animation rules, and asset types. If formats are limited, your ads can get resized, cropped, or rejected more often than expected.

How to check

On a demo, request a set of common sizes and see whether the tool can generate or validate each one. Upload one static image and one animated creative, then verify the output for each size without manual rework.

Placement targeting controls

Why it matters

Placement targeting controls matter because “where” the display ad runs changes both visibility and audience fit. Better controls help you avoid irrelevant placements even when you use the same creative.

How to check

Ask to see placement selection fields for domains, apps, and placements (as available). If available, run a small test that restricts targeting to two distinct site categories and confirm the reported placements match the selection.

Rendering and responsiveness accuracy

Why it matters

Rendering and responsiveness accuracy matters because display ad creatives often break on different aspect ratios. You want consistent text legibility, safe-area handling, and predictable scaling.

How to check

Use the preview for multiple common viewports and check that key text and logos stay inside safe margins. Export or capture screenshots from at least three aspect ratios and compare them to the original creative.

Delivery reporting and frequency limits

Why it matters

Delivery reporting and frequency limits matter because a display ad can burn through budget on the same users. Clear reporting helps you judge pacing and control how often the same people see the ad.

How to check

Look for delivery reports that show impressions over time and any frequency-related controls. Set a low frequency limit for a short test and confirm the tool reports reduced repeat reach versus a baseline run.

Creative testing workflow

Why it matters

Creative testing workflow matters because display ad performance often depends on which variant wins per placement. Without a structured workflow, you end up with inconsistent comparisons.

How to check

Demonstrate how you set up multiple variants under the same targeting rules. Then ask how results are attributed to a specific variant, including any breakdown by placement or size.

Red flags

  • Creatives preview differently than the final delivery output
  • Placement filters don’t match what reports actually show
  • Frequency controls exist but reporting doesn’t explain impact

Fit by situation

  • If you run one creative across many sizes, prioritize creative format support.
  • If you need to keep the display ad off irrelevant sites, prioritize placement targeting controls.
  • If you want to compare variants without confusing results, prioritize creative testing workflow.
Commissioned Research

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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