
GITNUXSOFTWARE ADVICE
Marketing AdvertisingTop 9 Best Anti Advertising Software of 2026
Compare anti advertising software options, including Pi-hole, AdGuard Browser Extension, and Brave Browser, with tradeoffs for blocking ads.
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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Pi-hole is the best pick for people who want network-wide ad and tracker blocking with control that’s easy to audit, thanks to per-domain query logging plus local allowlists and blocklists in its dashboard, whereas the AdGuard Browser Extension is a better fit for users who need per-site tuning inside the browser sessions.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Pi-hole
Per-domain query logging and management in the Pi-hole dashboard using local allowlists and blocklists.
Best for: Fits when network-wide DNS filtering is needed with logged control over domain decisions.
AdGuard Browser Extension
Editor pickPer-site rule adjustments paired with cosmetic cleanup for dynamic ad markup
Best for: Fits when browser sessions need ad and tracker blocking with per-site control and filter-list tuning.
Brave Browser
Editor pickBrave Shields applies tracker-focused blocking through browser request filtering tied to Brave’s built-in protections.
Best for: Fits when personal or small-team browsing needs strong tracker blocking without DNS or router changes.
Comparison Table
Pi-hole
self-hosted networkPi-hole blocks advertising and tracking domains for devices connected to a local network.
Per-domain query logging and management in the Pi-hole dashboard using local allowlists and blocklists.
Pi-hole runs as a network service and intercepts DNS queries to return a sinkhole response for domains matched by its allowlists and blocklists. The query log feeds the dashboard, and groups of domains can be managed by adding to local allowlists or blocklists without editing filter lists directly. The setup supports encrypted DNS upstream selection and ongoing filter-list update behavior so domain matching stays current. An API and command-line tooling enable automation for list updates, settings changes, and status checks.
A clear tradeoff is that DNS-only filtering does not remove already downloaded or server-rendered ad content, so some cosmetic and client-side scripts can still affect pages. Pi-hole fits best on home or small office networks where most traffic uses the local DNS resolver, and where governance needs include reviewing logs and pushing allowlist changes centrally.
- +DNS sinkholing centralizes ad and tracker blocking for all client devices
- +Query log and dashboard show per-domain hits and blocking rates
- +API enables scripted configuration and repeatable filter-list management
- +Local allowlists and blocklists support quick overrides for breakage
- –DNS-based blocking cannot stop ads that arrive inside cached or downloaded content
- –Custom governance requires manual allowlisting when domains are misclassified
- –Throughput depends on DNS resolver and hardware used for Pi-hole
Home network admins
Block trackers across every device automatically
Less tracking on all devices
IT teams
Automate allowlist and list updates
Repeatable network filtering changes
Show 1 more scenario
Privacy-focused families
Triage false positives with local overrides
Fewer broken pages
Dashboard-driven domain decisions let families allow or block specific sites quickly.
Best for: Fits when network-wide DNS filtering is needed with logged control over domain decisions.
AdGuard Browser Extension
consumer and networkStandalone extension that blocks ads, trackers, and malicious domains across all major browsers.
Per-site rule adjustments paired with cosmetic cleanup for dynamic ad markup
AdGuard Browser Extension differentiates through its per-site rule control and its ability to apply both request blocking and cosmetic cleanup within the browser rendering layer. It integrates with AdGuard’s broader filtering ecosystem by importing and managing filter lists, and it provides toggles for elements such as social widgets, annoyance popups, and tracking scripts. The extension is a strong fit for users who hit false positives often because it offers quick suppression for specific sites and domains. It also supports Chrome and Firefox extension deployment workflows, which makes rollout less dependent on manual browser settings.
A key tradeoff is that browser extensions cannot stop advertising traffic that never reaches the browser, so network-level blocking still requires separate enforcement at router or DNS. Another limitation is that heavy script-driven pages can require extra tuning of filters when sites change DOM structures. The extension works well for personal browsing and for small teams that want governance through shared filter settings rather than per-user rule crafting.
- +Per-site controls reduce false positives without disabling protection globally
- +Cosmetic element removal helps with ads served via complex front ends
- +Filter list management supports selective targeting beyond built-in rules
- +Works directly in the browser for quick, user-level enforcement
- –Browser extension scope cannot replace router or DNS enforcement
- –Some pages need filter tuning after UI or script changes
- –Complex filter stacks can complicate troubleshooting for specific sites
Frequent false-positive users
Fix broken pages without turning blocking off
Fewer breakages, continued blocking
Privacy-focused browser users
Cut third-party tracking scripts
Less tracking activity
Show 1 more scenario
Small teams with managed endpoints
Standardize filters across coworkers
Lower configuration drift
Use configuration and filter synchronization options to keep browser protections consistent.
Best for: Fits when browser sessions need ad and tracker blocking with per-site control and filter-list tuning.
Brave Browser
privacy browserBrave Browser blocks advertisements and trackers by default through its built-in Shields system.
Brave Shields applies tracker-focused blocking through browser request filtering tied to Brave’s built-in protections.
Brave Browser blocks third-party ads and trackers inside the browser using built-in tracking protection and its own blocklists. It also blocks many scripts and cross-site requests through its privacy-focused request filtering, without requiring a separate network component.
Users can extend blocking behavior with content settings and add-ons from the extension ecosystem, which covers edge cases like custom filter rules. Compared with dedicated ad-blocking platforms, Brave’s enforcement is primarily browser-local and depends on the browser’s request handling rather than DNS or router-level control.
- +Built-in tracker and ad blocking without installing separate blocking infrastructure
- +Integrated request filtering reduces third-party requests for ads and analytics
- +Supports extension-based customization for site-specific blocking needs
- +Fine-grained per-site controls for shields and content permissions
- –Enforcement is limited to the Brave browser rather than system-wide filtering
- –Custom blocking via extensions can fragment behavior across profiles and machines
- –Coverage depends on filter-list updates and Brave’s request classification
- –Some sites may require exceptions when scripts are blocked
Privacy-focused consumers
Block cross-site trackers on everyday browsing
Less cross-site tracking signals
Web app operators
Tune shields for a specific domain
Site works with protections
Show 2 more scenarios
Security researchers
Reduce fingerprinting and cross-session linkage
Fewer identity signals
Use browser-level defenses to limit identifying characteristics that websites can reuse across sessions.
Privacy reviewers
Evaluate pages with tracking protections
Reader-side view of changes
Browse live pages with tracking protections enabled to see how privacy settings change user-facing experiences.
Best for: Fits when personal or small-team browsing needs strong tracker blocking without DNS or router changes.
AdBlock
browser extensionAdBlock removes advertisements from major web browsers and provides customizable filtering controls.
Per-site allowlisting and element-level adjustments let users override rules for specific pages when blocking breaks features.
AdBlock uses filter lists and request-matching rules to stop many ad creatives and tracking calls before they render, which reduces page clutter and tracking surface. The browser extension includes user-facing configuration such as per-site and per-element controls, plus rule adjustments to reduce false positives. Filter updates happen in the background, so coverage improves without manual list management.
- +Filter-list matching blocks many ad and tracking requests before render
- +Background filter updates reduce manual maintenance
- +Per-site controls help handle false positives quickly
- +User-friendly UI supports allowlisting without writing rules
- –Browser-only scope limits network-wide enforcement
- –Complex sites can require repeated per-site tuning
Individual users
Cut tracking while browsing
Lower tracking exposure
QA and testing teams
Reproduce user experience without ads
Fewer ad-driven test variables
Show 2 more scenarios
Customer support analysts
Debug site issues caused by blocking
Faster incident triage
Per-site overrides make it easier to isolate failures triggered by content scripts and blocked third-party calls.
Privacy-focused power users
Tighten blocking behavior by site
Better balance of usability
Configuration options support granular adjustments when specific domains need exceptions.
Best for: Fits when browser-level blocking is needed per user device and per-site tuning can be managed.
Adblock Plus
browser extensionAdblock Plus filters advertisements and tracking content through browser extensions and mobile apps.
Filter subscription plus custom user rules inside the extension supports rapid exception and cosmetic-rule tuning.
Adblock Plus focuses on browser-based ad blocking through a large filter-list ecosystem and a mature extension workflow. It blocks third-party requests using a mix of cosmetic rules and script and domain matching in its filter engine.
- +Large filter-list ecosystem covers many ad formats and trackers
- +Per-site toggles reduce breakage from overly broad rules
- +User filter import supports custom exceptions and allowlists
- +Simple extension installation matches typical browser deployment workflows
- –No network-wide enforcement without router or external DNS tooling
- –Centralized admin controls for teams are not built into the extension
- –Some blocking relies on cosmetic filtering that can miss dynamic payloads
- –Update and troubleshooting workflows depend on manual user actions
Casual web users
Reduce visual ads and in-page placements
Cleaner layouts
Advanced browser users
Customize rules for difficult sites
Tailored filtering behavior
Show 2 more scenarios
Privacy-conscious web users
Limit tracking scripts tied to ads
Less tracking coverage
Rely on filter subscriptions that block known tracking scripts and related requests from advertising networks.
Troubleshooting users
Identify breakage caused by blocking
Faster filter-fix decisions
Inspect blocked items and temporarily change site settings to determine whether filtering breaks logins or media controls.
Best for: Fits when individual browser users need strong filter-list coverage with local per-site control.
AdAway
Android specialistAdAway blocks advertisements across Android applications and browsers by using host-file or VPN-based filtering.
Host-list driven blocking that runs inside Android user space by applying curated ad host rules locally.
AdAway is an Android-focused ad-blocking app that relies on local host-file style blocking and curated ad host lists. It adds rules by fetching lists and applying them to the device, which targets ad and tracker domains without a browser extension layer.
- +Android host-file based blocking targets ad and tracker domains system-wide
- +Filter-list updates come from remote lists and can be reapplied quickly
- +No router or DNS infrastructure changes required for basic operation
- +Works without browser extension coverage on apps that use system resolution
- –Primarily built for Android, with limited coverage beyond that ecosystem
- –Blocking effectiveness depends on what apps do with DNS and host resolution
- –No built-in enterprise governance for multi-device fleets
- –Takes manual steps to troubleshoot false positives when they occur
Android app users
Block ads across installed apps
Fewer ad requests
Rooted Android users
Enforce hosts rules at device level
Direct hosts-file enforcement
Show 2 more scenarios
Non-root Android users
Filter device traffic with VPN mode
Device filtering without root
Use local VPN mode to filter requests when system hosts modifications are not practical.
Android users without extensions
Block across multiple browsers
Consistent blocking
Apply device-level filtering so ad and tracker domains are blocked outside an individual browser extension setup.
Best for: Fits when Android-only blocking is the goal and device-level control is acceptable for the user.
NextDNS
DNS serviceNextDNS provides cloud DNS filtering for advertisements, trackers, malware, and selected content categories.
Per-endpoint policies and query-level reporting tied to DNS answers make ad and tracker blocking auditable.
NextDNS delivers DNS-based filtering that can block advertising and trackers before they reach the browser. Its configuration centers on per-device policy rules, domain and client categorization, and structured logs tied to the queries that triggered blocks.
- +DNS-layer filtering blocks ad and tracker domains for browsers and apps.
- +Fine-grained profiles support different policies per client or network.
- +API enables programmatic endpoint management and config automation.
- +Detailed query and block logs support investigation and tuning.
- –Full coverage depends on DNS routing being correctly set on clients.
- –High rule volume can increase admin workload during tuning cycles.
- –Browser-only behavior needs separate enforcement beyond DNS policies.
- –Strict blocklists can raise false positives without careful allowlisting.
Privacy-conscious consumers
Block ads and trackers via DNS rules
Fewer tracking requests
Network administrators
Apply different policies to clients
More precise filtering
Show 2 more scenarios
IT and security teams
Standardize web access controls
Consistent DNS controls
Set category and domain rules and safe-browsing behavior for staff across distributed offices and remote users.
Employers and educators
Restrict distracting domains
Reduced access to distractions
Limit selected social, gaming, SaaS, or educational domains for work, study, or shared-device environments.
Best for: Fits when households or small teams need DNS policy enforcement across devices and want automation for management.
1Blocker
Apple specialist1Blocker filters advertisements, trackers, and unwanted web elements on Apple devices.
Endpoint-first blocking with cross-device rule configuration that does not require DNS sinkholing setup.
1Blocker is an anti advertising blocker focused on traffic and privacy controls across browsers and mobile devices. It uses configurable filter and blocking rules to cut third party tracking requests and ad delivery domains.
- +Mobile and browser coverage reduces endpoint-by-endpoint tooling differences
- +Rule-based blocking targets ad and tracking request sources
- +Built-in configuration avoids running a separate DNS sinkhole
- +Works without modifying router settings for most households
- –Device-level enforcement can miss unmanaged screens and shared computers
- –Advanced allowlist and false-positive handling lacks a granular per-site workflow
- –No built-in central policy management for large fleets
- –Debugging what rule blocked a request is harder than network-level tooling
Safari users on Apple devices
Reduce ad delivery in Safari
Fewer visible advertisements
Users reducing broad traffic
Stop some ad and tracking domains earlier
Some requests blocked early
Show 2 more scenarios
Frequent disruptive-site users
Suppress pop-ups and interstitials
Fewer browsing interruptions
Control intrusive pop-ups, overlays, dialogs, and redirect-driven interruptions during active browsing.
Small teams and consumers
Use app-level blocking without router setup
Browser privacy controls
Deploy blocking controls at the app level without configuring a router-based sinkhole policy.
Best for: Fits when device-level ad and tracker blocking matters more than centralized network enforcement.
Privacy Badger
browser privacyPrivacy Badger automatically blocks hidden third-party trackers in supported web browsers.
Adaptive tracker blocking that derives decisions from third-party behavior rather than fixed ad-domain lists.
Privacy Badger detects third-party trackers by observing what loads on web pages and then blocks the offenders with browser-side script and request blocking. It focuses on tracker suppression rather than only matching known ad or domain patterns, so it can react to behavioral reuse of tracking code.
- +Learns from observed third-party behavior and blocks persistent trackers
- +Provides per-site control to override decisions for specific domains
- +Works as a browser extension without separate DNS or router setup
- +Handles tracker domains even when they rotate identifiers
- –Track blocking can lag until tracker behavior is observed on a site
- –Does not provide network-wide enforcement across all device traffic
- –Centralized audit logging and admin governance are not available
- –Filter-list style coverage is narrower than list-first ad blockers
Daily web users
Reduce third-party tracking with minimal setup
Less cross-site profiling
People tracking ad-tech changes
Block trackers that change over time
Automatic blocking decisions
Show 2 more scenarios
Privacy beginners
Use tracker suppression without filter lists
Simpler tracking reduction
Apply tracker protection that avoids manually managing extensive filter rules for third-party blocking.
Site troubleshooting users
Review and adjust blocked third parties
Fewer avoidable disruptions
Inspect domain-level decisions and add exceptions so required embedded services can load correctly.
Best for: Fits when browser-only anti-tracking is needed with minimal configuration for individual users.
Conclusion
After evaluating 9 anti advertising software, Pi-hole 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 Anti Advertising Software
Anti advertising software in this guide covers browser extensions like AdBlock and Adblock Plus, DNS-based filtering tools like Pi-hole and NextDNS, and endpoint-focused blockers like Privacy Badger and 1Blocker. The covered set also includes AdGuard for multi-browser and device consistency, Brave Browser for built-in request filtering, Wipr for rule and allowlisting workflows, and AdAway for Android host-list blocking.
This guide frames buying decisions around enforcement scope, per-site or per-endpoint control, and how each product handles allowlists when sites change scripts. The tools covered span local browser request blocking, network-wide DNS sinkholing, and device policy enforcement tied to DNS answers.
Anti Advertising Software that blocks ads, trackers, and ad delivery requests across browsers and networks
Anti advertising software blocks advertising and tracking requests using filter lists, browser request filtering, or DNS-layer filtering with domain decisions that apply before content loads. Some options focus on per-site tuning inside the browser, like AdBlock and Adblock Plus, where element-level or rule-level adjustments help reduce breakage on complex pages. Network-wide tools like Pi-hole and NextDNS apply DNS sinkholing or DNS policy filtering so that all client devices inherit the same ad and tracker domain decisions.
Endpoint-first products like 1Blocker and AdGuard add cross-device rule management options that target blocking behavior across multiple browsers and devices. A practical way to choose is to match the enforcement scope to the environment, because browser-only blockers cannot stop ads that are delivered inside cached content or downloads that bypass the browser request path.
Anti Advertising Software capabilities that determine real-world blocking
Blocking quality depends on where filtering happens in the request path. Browser extensions like AdBlock and Adblock Plus intercept rendering-bound requests, while DNS sinkholing tools like Pi-hole and NextDNS decide domain outcomes before content loads.
Control depth matters just as much as baseline coverage. Per-site allowlisting, element-level adjustments, and request-level overrides reduce false positives when sites change scripts and layouts.
Enforcement scope: browser extension vs DNS vs endpoint
AdBlock and Adblock Plus focus on browser request filtering and rule execution inside the extension. Pi-hole and NextDNS apply DNS sinkholing or DNS-layer policy so the domain decision applies across devices that use the configured DNS.
Allowlisting and exception workflows for broken sites
AdBlock enables per-site allowlisting and element-level adjustments so exceptions can be limited to specific pages when blocking breaks features. AdGuard provides a user-controlled blocking profile with per-site allowlisting and granular filter toggles within the same workflow.
Granular visibility into what got blocked
Pi-hole logs per-domain queries in the dashboard so blocking behavior can be reviewed by domain. NextDNS ties endpoint policies to query-level reporting based on DNS answers so decisions can be audited per client.
Policy granularity across clients and devices
NextDNS supports fine-grained profiles so different DNS blocking policies can target different client endpoints or networks. 1Blocker emphasizes endpoint-first blocking with cross-device rule configuration without requiring DNS sinkholing setup.
Adaptive tracking behavior versus fixed filter lists
Privacy Badger uses adaptive tracker blocking that derives decisions from third-party behavior rather than fixed ad-domain lists. AdBlock and Adblock Plus rely on filter-list matching that blocks many ad and tracking requests before they render.
False-positive handling through rule editing and allowlisting
Adblock Plus supports custom user rules inside the extension to tune exceptions and cosmetic-rule behavior quickly. Wipr includes configurable rule management with per-site or per-traffic allowlisting to reduce unwanted breakage.
Choose by enforcement path, control workflow, and governance needs
A correct anti advertising setup aligns enforcement scope with where ads and trackers enter the system. Browser-only blockers cannot prevent ads embedded in cached content or downloads that bypass the browser request path, while DNS filtering can stop ad and tracker domains across any client that uses the DNS.
Control workflow decides day-to-day usability. Per-site tuning in AdBlock or AdGuard works well for frequent site breakage, while dashboards and query logs in Pi-hole or NextDNS fit teams that need to review decisions and adjust centrally.
Match enforcement scope to the environment and the request path
If blocking must apply across all client devices using one resolver, select Pi-hole or NextDNS for DNS sinkholing or DNS-layer filtering. If blocking should stay isolated to a single browser profile or user device, choose AdBlock or Adblock Plus for extension-level request filtering.
Pick the exception workflow that fits how sites break for the user
When site breakage requires tight exceptions on specific pages, use AdBlock for per-site allowlisting and element-level adjustments. When the need is broader across browsers and devices with consistent toggles, use AdGuard for per-site allowlisting and granular filter toggles in one profile.
Require blocking visibility for troubleshooting and audits
Choose Pi-hole when per-domain query logging in the dashboard is the primary troubleshooting workflow for network-wide decisions. Choose NextDNS when auditable reporting tied to DNS answers and per-endpoint policies is the requirement.
Decide between fixed lists and adaptive behavior
Choose Privacy Badger when blocking should learn from observed third-party behavior and reduce reliance on pre-defined ad-domain lists. Choose Adblock Plus or AdBlock when predictable filter-list matching coverage across many ad and tracker formats is the priority.
If governance spans multiple endpoints, select policy-driven tooling
Choose NextDNS for fine-grained profiles that support different DNS blocking policies per client or network. Choose 1Blocker when endpoint coverage across mobile and browser is preferred over DNS sinkholing setup.
Validate false-positive control for the sites that matter most
Choose Wipr when per-site or per-traffic allowlisting is needed to handle false positives with rule management built for that workflow. Choose Brave Browser only when tracker-focused blocking inside Brave’s request filtering is sufficient and browser scope is acceptable.
Who should buy which Anti Advertising Software
Anti advertising tools match different operational models. Browser extensions fit individuals and small teams that want quick per-site tuning, while DNS filtering fits households and networks that need one policy to apply across devices.
Endpoint-first tools fit mixed environments where DNS setup is undesirable. Adaptive browser behavior fits users who want tracker blocking without deep list maintenance.
Households that want network-wide ad and tracker domain blocking with decision visibility
Pi-hole centralizes DNS sinkholing so all client devices inherit the same domain decisions and it provides a per-domain query log in the dashboard for review.
Small teams that need per-endpoint policies and query-level reporting
NextDNS supports fine-grained profiles and query-level reporting tied to DNS answers so policies can differ by client and blocking decisions remain auditable.
Individuals who frequently hit site breakage and need fast per-site exceptions inside the browser
AdBlock supports per-site allowlisting and element-level adjustments to override rules for specific pages when scripts or layouts change.
Android users who want device-level host-list blocking without browser extension management
AdAway applies curated ad host rules locally inside Android user space and updates from remote lists can be reapplied quickly.
Users who want tracker blocking driven by observed third-party behavior
Privacy Badger blocks persistent trackers using adaptive decisions derived from third-party behavior and offers per-site control overrides for specific domains.
Common Anti Advertising Software buying and deployment pitfalls
Many failures come from choosing the wrong enforcement path. Browser-only blocking tools cannot control ad and tracker delivery that occurs inside cached content or through download paths that bypass browser request filtering.
Other failures come from underestimating tuning workload and exception handling requirements. Complex sites often need allowlisting after visual or script changes, and some DNS setups require correct DNS routing on each client to achieve full coverage.
Buying a browser-only blocker for a need that requires system-wide network control
If blocking must apply across devices, choose Pi-hole or NextDNS because DNS sinkholing centralizes decisions for all clients that use the configured DNS.
Ignoring the exception workflow needed for frequently broken sites
AdBlock and AdGuard include per-site allowlisting workflows so rules can be overridden when site scripts or layouts break under default filtering.
Assuming DNS filtering covers everything without correct DNS routing on endpoints
NextDNS coverage depends on clients using the DNS service so incorrect DNS routing reduces blocking scope and increases the need for manual tuning.
Using adaptive tracker blocking without accounting for learning delays
Privacy Badger can lag until tracker behavior is observed on a site, so expecting immediate blocking for a new domain can lead to inconsistent results.
Overloading rules without a visibility loop to verify what decisions were made
Use Pi-hole query logs or NextDNS query-level reporting to review domain decisions and reduce repeated allowlisting cycles for misclassified domains.
How We Selected and Ranked These Tools
We evaluated each anti advertising tool by how consistently it blocks ads and trackers inside the request path it controls, with Features weighted at 40%. Ease and value each received 30% weight to reflect how quickly the blocking and exceptions can be maintained without repeated manual effort.
AdBlock led the ranking by pairing filter-list matching that blocks many ad and tracking requests before render with per-site allowlisting and element-level adjustments that limit breakage on complex sites. AdBlock also scored highly for maintainability because background filter updates reduce manual maintenance compared with tools that require more frequent user-led rule work.
Frequently Asked Questions About Anti Advertising Software
How does AdGuard differ from AdBlock when blocking starts in the browser?
How does Pi-hole enforce blocking compared with Brave Browser and Privacy Badger?
Which tool is better for an admin who needs audit logs for blocked domains?
When should a deployment choose DNS-based filtering like NextDNS instead of endpoint browser extensions?
What breaks if DNS sinkholing is the primary enforcement path, like with Pi-hole?
How does uBlock Origin compare with AdBlock for handling false positives via exceptions?
Which tool supports API-driven automation for rule and configuration management?
When does Privacy Badger underperform compared with filter-list based tools like Adblock Plus?
How do admin controls differ between NextDNS and Wipr for multi-device environments?
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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