
GITNUXSOFTWARE ADVICE
Technology Digital MediaTop 10 Best C2 Software of 2026
Review editors compare c2 software tools like Metasploit, Havoc, and Sliver, covering typical use cases and tradeoffs for security teams.
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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Metasploit is the best pick for adversary emulation teams that need fast exploit chaining with live, session-aware control because its session-centric post-exploitation modules let operators run actions using per-session context, while Havoc fits teams that want scripted operator workflows and extensible tasking for repeatable emulation.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Metasploit
Session-centric post-exploitation modules let operators run actions against live targets with per-session context.
Best for: Fits when adversary emulation teams need fast exploit chaining and interactive session tasking.
Havoc
Editor pickModule and operator extensibility that lets teams add deployment and tasking workflows tied to agent sessions.
Best for: Fits when teams need scripted operator control and extensibility for repeatable adversary emulation.
Sliver
Editor pickOperator console extensibility enables scripted session handling and repeatable multi-step task chains.
Best for: Fits when teams need operator-driven tasking plus automation for repeatable adversary emulation.
Comparison Table
Metasploit
enterprisePenetration testing platform with exploit modules, payloads, and session management.
Session-centric post-exploitation modules let operators run actions against live targets with per-session context.
Metasploit integrates tasking via modules that run against targets and sessions that represent established connections from payloads. Operators can configure listeners and payload behavior, then issue module-driven actions such as data collection and remote command execution using session context and job control. Extensive logging and repeatable module options support campaign-style testing for detection engineering and validated exploit paths.
A key tradeoff is that Metasploit does not ship a dedicated C2 agent framework with enterprise governance controls like RBAC-centric operator access and audit-log exports. It fits best when a red team or lab wants fast iteration on exploit chains and operator-driven session workflows rather than when a team requires policy-enforced, high-governance command authorization at scale.
- +Module-driven session control supports repeatable exploitation-to-command workflows
- +Listener and payload configuration enables tailored callback behavior per engagement
- +Extensive exploit and auxiliary libraries reduce time to first controlled execution
- +Job control and operator console scripting support multi-host session coordination
- –No built-in RBAC and centralized audit log reporting for operator governance
- –C2-style automation and orchestration require extra operator scripting and discipline
Red teams
Drive interactive post-exploitation actions
Consistent operator workflow for testing
Detection engineering teams
Validate detections against exploit chains
Measured signal coverage gaps
Show 1 more scenario
Security labs
Automate repeatable adversary emulation
Repeatable experiments across targets
Campaigns can be rerun using module options while sessions preserve context for follow-on tasks.
Best for: Fits when adversary emulation teams need fast exploit chaining and interactive session tasking.
Havoc
API-firstOpen-source modern C2 framework for penetration testing and adversary simulation.
Module and operator extensibility that lets teams add deployment and tasking workflows tied to agent sessions.
Havoc is a C2 server framework that focuses on operators needing rapid payload tasking and interactive command execution. It combines an agent-centric architecture with an operator console that supports real-time session management, task queues, and output handling.
Havoc also provides extensibility points for custom modules and deployment workflows, which helps teams shape communications and operator features around their test plans. The framework is built for controlled adversary emulation where repeatable operator actions matter as much as agent check-ins.
- +Operator console supports interactive session output and task queues for active engagements
- +Framework extensibility enables custom modules for deployment and operator workflows
- +Agent architecture supports frequent command tasking with structured operator control
- +Built for repeatable adversary emulation where operator actions can be replayed
- –Requires careful setup of infrastructure and listener configuration for consistent operations
- –Advanced customization can demand deeper engineering time than point-and-click tooling
Adversary emulation operators
Repeated command tasks across simulated agents
Repeatable operator execution
Testing teams and red teamers
Controlled payload tasking during campaigns
Deterministic test runs
Show 1 more scenario
Custom module developers
Extend C2 workflows with modules
Tailored operator capabilities
Developers add custom modules and deployment steps to tailor communications and operator behaviors to test plans.
Best for: Fits when teams need scripted operator control and extensibility for repeatable adversary emulation.
Sliver
API-firstOpen-source cross-platform C2 framework for authorized security operations.
Operator console extensibility enables scripted session handling and repeatable multi-step task chains.
Sliver is commonly evaluated for integration depth across its operator console, implant build pipeline, and listener configuration surface. The framework’s tasking model supports command dispatch patterns with operator-driven state, which helps teams run repeatable test sequences across multiple hosts. Extensibility supports automation of operator workflows and custom logic around session handling, which reduces the manual work needed for multi-step exercises.
A tradeoff appears in operational overhead, because teams must maintain payload and transport choices that match their lab constraints. Sliver fits when a red team or detection engineering group needs an operator-led C2 workflow with automation around session lifecycle and command orchestration rather than relying on a fixed canned campaign.
- +Single console workflows connect listeners, sessions, and tasking actions
- +Extensibility supports automated operator operations across engagements
- +Configurable transport and execution paths fit varied lab constraints
- +Session management enables consistent command sequences at scale
- –Payload and listener configurations require disciplined operational setup
- –Complex scenarios demand extra operator workflow tuning and testing
Detection engineering teams
Generate repeatable endpoint behaviors
Consistent telemetry across tests
Red team operators
Run custom C2 interactions
More realistic simulation runs
Show 1 more scenario
Threat emulation teams
Automate operator campaign logic
Faster campaign execution
Scripting reduces manual steps for campaign orchestration across many endpoints.
Best for: Fits when teams need operator-driven tasking plus automation for repeatable adversary emulation.
Mythic
API-firstCollaborative command-and-control platform built around modular agents and containers.
Tasking job tracking in the operator console ties each command to an auditable execution state per agent.
Mythic includes a full operator console for managing connected agents, issuing tasks, and inspecting results. Operator actions route through server-side tasking that tracks job state per agent and per task. It also supports integration hooks that let teams add custom payloads and tooling rather than relying only on bundled modules. Governance features include role-based access controls and audit-oriented visibility into operator actions within the console.
- +Server-side tasking keeps job state per agent and per operator action
- +Extensibility supports custom payloads and tooling modules
- +RBAC and operator visibility support controlled access during operations
- +Operator console reduces context switching during task execution
- –Deployment requires sustained server and component maintenance
- –Customization depth increases learning curve for new operators
- –High-automation usage can require careful workflow design to avoid operator overload
- –Module management complexity can slow rapid campaign iteration
red team operations teams
Repeatable operator tasking across agents
Faster response cycles per engagement
adversary emulation engineers
Custom module development and reuse
Consistent simulations across cycles
Show 2 more scenarios
security engineering teams
Automation around operator workflows
Lower operator error rates
Server-driven task creation and execution state enables automation that standardizes operator steps.
internal C2 administrators
Governed multi-operator access
Clear separation of duties
Role-based controls and operator action visibility support structured access during live operations.
Best for: Fits when teams need repeatable C2 operator workflows plus custom payload tooling on managed infrastructure.
Cobalt Strike
enterpriseCommercial adversary simulation software with Beacon-based command and control.
Beacon tasking workflow tied to the operator console, including scripting-friendly campaign steps and session control.
Cobalt Strike is a command-and-control server build known for the operator console workflow and mature tasking concepts. It supports staged payload delivery with configurable listeners, redirector chains, and operator-driven command execution that fits adversary emulation and red team operations.
- +Operator console supports real-time session tasking and coordinated actions
- +Listener and redirector chain options cover common egress and routing constraints
- +Automation via scripting enables repeatable campaign steps and operator workflows
- +Extensive operator controls for transport, staging, and action timing
- –Secure deployment requires strict network and host governance to avoid leakage
- –Hands-on setup is non-trivial for teams without prior C2 operator experience
- –Some configurations are hard to standardize across operators without runbooks
- –Operational overhead increases when managing many concurrent sessions
Incident responders and analysts
Review simulated behaviors and artifacts
Context for tuning
Network monitoring teams
Validate detection rules against C2 traffic
Rules validation results
Show 2 more scenarios
Purple team exercises
Compare C2 telemetry with defense coverage
Shared evidence for coverage
Attack and defense teams use repeatable operator workflows to align simulated events with defensive signals.
Detection engineers
Recreate C2 command execution for tuning
More targeted detections
Detections teams recreate command and C2 behaviors to refine monitoring rules and validate outcomes.
Best for: Fits when red teams need operator-driven campaign management with automation and session orchestration.
Brute Ratel C4
enterpriseCommercial adversary simulation platform with customizable command-and-control capabilities.
Interactive command and task execution tied to an operator console workflow for fine-grained action pacing.
Brute Ratel C4 is an operator console focused on building, tasking, and steering cyber operations through an implant workflow. It emphasizes operator control over tradecraft and workflow pacing, including flexible beacon tasking and listener-style coordination.
- +Operator-first workflow for tasking, pacing, and interactive control
- +Extensible module approach supports varied agent behaviors and payload logic
- +Clear operator console separation between staging, listeners, and task execution
- +Good fit for detection engineering scenarios that need repeatable control
- –Steep learning curve for operators who must manage orchestration details
- –Higher operational overhead than simpler C2 setups with less manual tuning
- –Requires disciplined environment hardening to prevent operator errors
- –Integration with external automation stacks is limited to what the tooling exposes
Adversary emulation teams
Steer implant workflow during tests
Controlled emulation
Detection engineering teams
Repeat tradecraft for telemetry tuning
Clear validation results
Show 2 more scenarios
Operational cyber testers
Coordinate listener-style task coordination
Better workflow pacing
Operators use listener-like coordination to manage task flow timing and steering across campaigns.
Implant module builders
Add payload behaviors via modules
Reusable operator modules
Engineers extend common payload behaviors and agent orchestration through the modular workflow.
Best for: Fits when red teams and detection engineering teams need operator-driven C2 orchestration and repeatable tasking.
Ankou
enterpriseNext-generation C2 platform with GraphQL API, multi-transport relay, and AI-assisted binary diversification.
Operator-driven campaign tasking tied to configurable check-in behavior for repeatable emulation timing control.
Ankou is a command-and-control software product focused on adversary emulation workflows and operator tasking. It provides an operator-facing console for campaign management, task dispatch, and agent lifecycle operations.
- +Operator console supports campaign tasking and agent lifecycle actions
- +Configurable check-in cadence and jitter for controlled beaconing intervals
- +Listener and staging configuration supports repeatable emulation runs
- +Agent orchestration fits multi-step adversary emulation workflows
- –Setup requires careful configuration to avoid brittle staging failures
- –Limited evidence of fine-grained RBAC and governance controls for teams
Adversary emulation teams
Run operator tasking campaigns
Managed campaign operations
Detection engineering teams
Tune check-in cadence and jitter
More realistic telemetry
Show 1 more scenario
Security operations analysts
Shape listener and staging interactions
Predictable communication patterns
Admins control deployment behavior for listener and staging interactions to control how simulated communications unfold.
Best for: Fits when red teams need campaign-style tasking and controlled beacon timing for emulation.
MITRE Caldera
enterpriseOpen-source adversary emulation platform for automated command-and-control operations.
Campaign-driven task orchestration with a plugin system for extending command execution workflows.
MITRE Caldera is a C2 server built around modular adversary emulation, with agent tasks driven by a central command-and-control workflow. It provides a plugin architecture for listeners, payload delivery components, and operator tooling, so emulation logic can be swapped without redesigning the core.
- +Plugin-based extensions let teams add tasking and communications modules cleanly
- +Campaign execution supports repeatable operator workflows for adversary emulation
- +Server-side logs provide traceability across operator actions and task runs
- +RBAC style access separation helps reduce accidental privilege misuse
- –Operational setup requires careful configuration of agents and listeners
- –Automation and integration depth can slow initial onboarding versus simpler consoles
Adversary emulation operators
Swap emulation logic with plugins
Flexible emulation modules
Threat simulation administrators
Run repeatable campaign execution
Consistent campaign results
Show 1 more scenario
Detection engineering teams
Trace server-side emulation activity
Traceable emulation evidence
Teams rely on server-side logs to map task actions to observed behavior for monitoring rule tuning.
Best for: Fits when security teams need repeatable adversary emulation with extensible C2 server components.
Outflank C2
enterpriseCommercial command-and-control software for red team and adversary simulation engagements.
Operator console session management that ties tasking, check-ins, and command execution into a single operational loop.
Outflank C2 is an operator-facing command-and-control server built for adversary emulation style workflows. It focuses on tasking and operator interaction with support for agent check-ins and operator command execution flows.
- +Campaign-focused operator workflow keeps tasking and session tracking in one console
- +Agent check-in and command execution flows are designed for repeatable operations
- +Clear operator controls reduce the chance of manual session handling errors
- +Extensibility is driven by the project structure and integration patterns
- –API and automation surface is limited for deep external orchestration
- –Governance controls like fine-grained RBAC are not as fully surfaced as in enterprise C2
- –Operational reliability depends on careful operator configuration for routing and egress paths
- –High custom protocol work can raise maintenance overhead for long-running campaigns
Adversary emulation operators
Coordinate tasking with agent check-ins
Coordinated agent interactions
Red team operators
Run repeatable emulation workflows
More consistent sessions
Show 1 more scenario
Automation integration teams
Integrate external tooling with C2
Faster operational workflows
Teams rely on documented console controls and any API surface to automate operator workflows and integrations.
Best for: Fits when small emulation teams need a console-driven C2 workflow with manageable operator overhead.
Nighthawk
enterpriseCommercial C2 and adversary simulation platform from MDSec.
Deterministic campaign pacing controls that keep check-in intervals and routing behavior consistent across reruns.
Nighthawk from mdsec.co.uk is a command-and-control emulation tool built around controlled agent tasking and repeatable campaign runs. It supports operator workflows for staging payload delivery, pacing check-ins, and managing redirector behavior across target endpoints.
- +Strong campaign run repeatability with controlled tasking and timing settings.
- +Operator console workflow supports managing multi-step engagement sequences.
- +Configurable communications behavior helps align emulation with test objectives.
- +Designed for adversary emulation use, not generic endpoint scripting.
- –Requires careful configuration to avoid pattern drift between runs.
- –Automation and API surface are not central to the operator workflow.
- –Governance controls for multi-operator environments are limited.
- –Complex redirector chains increase troubleshooting overhead.
Security testing teams
Stage payloads with operator workflows
Structured payload staging
Detection engineering testers
Maintain consistent check-in pacing
Deterministic telemetry
Show 1 more scenario
Campaign operators
Manage redirector behavior across endpoints
Stable communications
Operators configure redirector behavior to keep communications consistent during emulation cycles.
Best for: Fits when red teams and detection engineers need repeatable C2 emulation runs with operator-led control.
Conclusion
After evaluating 10 c2 software, Metasploit 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 C2 Software
C2 software is the operator console, C2 server, and agent communication stack that turns operator intent into tasking, beaconing, and command execution. This buyer’s guide covers Metasploit, Sliver, Mythic, Havoc, Nighthawk, Outflank C2, Cobalt Strike, MITRE Caldera, Brute Ratel C4, and Ankou.
The tools here get compared on session control, tasking workflows, extensibility, and how repeatable campaign runs stay across engagements. Metasploit leads with session-centric post-exploitation modules, while Nighthawk emphasizes deterministic campaign pacing and check-in timing.
Command-and-control software for operator tasking, agent check-ins, and repeatable emulation campaigns
C2 software coordinates an operator console with listener and payload configuration so agents can check in and receive tasks. It also governs how operators chain exploitation and follow-on actions, either through session-centric modules like Metasploit or through console-driven workflow loops like Outflank C2.
Many platforms also add server-side task tracking so each command maps to an auditable execution state per agent, which shows up in Mythic’s tasking job tracking. Other differences surface in how much operator automation and external orchestration the platform supports, including Sliver’s extensible operator console workflows and Cobalt Strike’s scripting-friendly campaign steps.
C2 Software evaluation criteria for operator control and repeatable emulation
C2 software quality shows up in how operators manage session state and how reliably tasking steps produce the same outcomes across reruns. Metasploit emphasizes session-centric post-exploitation modules so operator actions map to live target context, which reduces guesswork during chaining.
Tasking reliability also depends on how the platform tracks execution state and how much external automation can attach to operator workflows. Mythic ties each command to server-side task tracking per agent and operator action, while Sliver focuses on extensible operator console workflows that support scripted multi-step chains.
Session-centric execution control
Metasploit runs post-exploitation actions with per-session context so operators can chain actions against live targets. Outflank C2 also unifies session management with tasking and command execution in one operator loop.
Operator tasking workflow and job tracking
Mythic maps each operator command to an auditable execution state per agent via server-side tasking job tracking. Cobalt Strike provides a beacon tasking workflow that ties campaign steps to the operator console with scripting-friendly orchestration.
Extensibility for custom tooling and workflows
Havoc provides framework extensibility so teams can add deployment and tasking workflows tied to agent sessions. MITRE Caldera uses a plugin system to extend communications and command execution workflows inside its C2 server.
Deterministic campaign pacing and check-in behavior
Nighthawk provides deterministic campaign pacing so check-in intervals and routing behavior stay consistent across reruns. Ankou adds configurable check-in cadence and jitter so beaconing intervals remain controlled during campaign-style tasking.
Governance and operator safety for distributed teams
Metasploit supports module-driven workflows but lacks built-in RBAC and centralized audit log reporting for operator governance. Outflank C2 also provides limited surfaced governance controls like fine-grained RBAC for enterprise operator oversight.
Automation and external orchestration surface
Sliver supports console workflow extensibility that enables automated operator operations across engagements. Cobalt Strike can be scripted for campaign automation but requires strict network and host governance to avoid leakage during secure deployment.
How to choose C2 Software based on workflow shape and operational constraints
The first fork should be operator control model versus server-managed orchestration. Metasploit centers on session-centric operator actions, while Mythic emphasizes server-side tasking state per agent and operator action to keep execution repeatable.
The second fork should be how repeatability is achieved across runs. Nighthawk focuses on deterministic campaign pacing for check-in and routing consistency, while Havoc focuses on extensibility so teams can tailor deployment and tasking workflows that keep sessions and queues aligned during active engagements.
Pick session-centric operator control or server-side task state
Choose Metasploit when live session context should guide post-exploitation chaining, because modules run against live targets with per-session context. Choose Mythic when operator commands need server-side job tracking that records each command execution state per agent.
Decide whether deterministic pacing or extensible workflows drive repeatability
Choose Nighthawk when deterministic campaign pacing matters, because it keeps check-in intervals and routing behavior consistent across reruns. Choose Havoc when repeatability depends on custom deployment and operator workflows, because framework extensibility lets teams add modules tied to agent sessions.
Match operator workflow automation depth to team process
Choose Sliver when operator console extensibility must support scripted session handling and repeatable multi-step task chains inside one console workflow. Choose Cobalt Strike when beacon tasking tied to the operator console needs scripting-friendly campaign steps and coordinated session control.
Require or avoid tight governance and audit expectations
Choose Metasploit only when governance gaps around RBAC and centralized audit log reporting are acceptable or covered by external process, because it does not provide built-in RBAC and centralized audit log reporting for operator governance. Choose a platform with less surfaced RBAC, like Outflank C2, only when smaller teams can manage operational controls inside the operator workflow.
Choose extensibility that fits where modules should live
Choose MITRE Caldera when extensions should plug into the C2 server via a plugin system for task orchestration and communications modules. Choose Havoc when extensions should live as framework modules tied to agent sessions, including deployment and operator workflow modules.
Validate setup complexity against infrastructure maturity
Choose Mythic only when server and component maintenance aligns with team capacity, because deployment requires sustained server and component maintenance for managed execution. Choose Cobalt Strike with extra care when secure deployment requires strict network and host governance, because leakage risk increases without hands-on secure setup.
Who should use this C2 Software shortlist
C2 buyers typically need repeatable operator campaigns where tasking and session execution stay consistent across engagements. The tools listed here separate operator console workflow control from server-side task state and from deterministic pacing mechanisms.
Some teams also need extensibility for custom payload tooling and communications modules, which changes the selection criteria from console usability to integration and operational fit. Metasploit leads on session-centric post-exploitation module chaining, while MITRE Caldera targets plugin-based server extensibility for teams building repeatable adversary emulation at scale.
Adversary emulation teams chaining interactive exploitation actions
Metasploit supports session-centric post-exploitation modules so chaining stays tied to live per-session context. Sliver also supports scripted session handling in the operator console for repeatable multi-step chains.
Security teams that need auditable command execution state per agent
Mythic ties each command to server-side tasking job tracking so execution maps to an auditable state per agent and operator action. Brute Ratel C4 emphasizes interactive command pacing in an operator-first workflow when stateful execution needs operator steering.
Red teams and detection engineers running rerunnable emulation runs
Nighthawk focuses on deterministic campaign pacing so check-in intervals and routing remain consistent across reruns. Ankou offers configurable check-in cadence and jitter to keep beacon timing controlled in campaign-style tasking.
Teams that must extend tasking and communications without rewriting the core server
MITRE Caldera uses a plugin system to extend communications and command execution workflows inside the C2 server. Havoc provides framework extensibility so teams can add deployment and operator workflow modules tied to agent sessions.
Smaller operator teams that prefer a single console operational loop
Outflank C2 ties tasking, check-ins, and command execution into one operational loop to reduce operator overhead. Brute Ratel C4 also keeps orchestration operator-first, but it raises learning curve and operational overhead for fine-grained pacing.
Common C2 buying mistakes that break repeatability or governance
Many C2 purchase failures come from mismatches between how repeatability is generated and how the team plans to run campaigns. Another common issue is choosing a console-first platform without accounting for limited external automation and governance surface.
The result shows up as pattern drift across reruns, brittle staging failures, or operator workflow tuning that consumes more time than expected during onboarding.
Assuming every platform offers enterprise-grade operator RBAC and centralized audit log reporting.
Metasploit does not include built-in RBAC and centralized audit log reporting for operator governance, so governance must be handled outside the tool or accepted as a gap. Outflank C2 also does not fully surface fine-grained RBAC for enterprise oversight.
Choosing a deterministic-run requirement and then underestimating configuration burden that controls timing and routing.
Nighthawk can keep check-in intervals and routing consistent across reruns, but it still requires careful configuration to avoid pattern drift between runs. Ankou can control beaconing cadence and jitter, but setup still needs careful configuration to avoid brittle staging failures.
Overestimating automation and API surface when external orchestration is a key requirement.
Outflank C2 has limited API and automation surface for deep external orchestration, so automation plans must fit console-driven workflows. Mythic can be extended via plugins, but initial onboarding can slow because automation and integration depth can exceed simpler console-only setups.
Selecting an extensibility platform and ignoring the operator workflow tuning cost.
Sliver extensibility still requires disciplined payload and listener configuration, and complex scenarios demand extra operator workflow tuning and testing. Brute Ratel C4 has a steep learning curve because operators must manage orchestration details and pacing in an operator-first workflow.
How We Selected and Ranked These Tools
We evaluated Metasploit, Sliver, Mythic, Havoc, Nighthawk, Outflank C2, Cobalt Strike, MITRE Caldera, Brute Ratel C4, and Ankou using feature depth first. Feature scoring accounted for 40% of the final ranking, while ease and value each accounted for 30% of the final ranking.
Metasploit earned the top position because its session-centric post-exploitation modules support repeatable exploitation-to-command workflows with per-session context. Its listener and payload configuration also enables tailored callback behavior per engagement, which supports faster interactive chaining during operator workflows.
Frequently Asked Questions About C2 Software
Which C2 product handles operator-driven session tasking with per-target context best?
How do Mythic and Caldera differ in how operators orchestrate repeatable campaign runs?
Which tools provide deterministic control over communications pacing and rerun consistency for emulation?
When is Metasploit a better fit than a dedicated C2 server for adversary emulation?
How do Havoc and Brute Ratel C4 handle extensibility for operator and deployment workflows?
What breaks if an emulation plan requires task lifecycle auditability across agents?
How does Outflank C2 structure the operator loop compared with Graded task steps in Cobalt Strike?
Which C2 frameworks separate operator tooling from transport and payload handling the most?
How do teams migrate existing payload logic when moving between frameworks like Sliver and Metasploit?
Which tool best supports operator command steering with fine-grained action pacing tied to the console workflow?
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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