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Business Process OutsourcingTop 10 Best Freelance Management Services of 2026
Top 10 freelance management services ranked for staffing and vendor selection, with Aquent, Randstad Sourceright, Magnit, KellyOCG, and Guru.com.
How we ranked these tools
An editor sets the topic, the inclusion criteria, and the evaluation framework before research starts.
AI search agents find sources, extract figures with provenance, and aggregate written reviews. They also transcribe video reviews and podcasts.
Framework: Features 40% · Ease 30% · Value 30%
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Guru.com is the best fit for teams coordinating approvals and delivery across many short freelance jobs, whereas Magnit suits larger enterprises that need controlled contingent onboarding and lifecycle fulfillment at scale when you want managed operations rather than a self-serve marketplace.
Editor’s top 3 picks
Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.
Guru.com
Milestone and timesheet coordination built around client approval gates inside the engagement thread.
Best for: Fits when teams need contracting coordination across many short jobs with client approvals built into execution.
Magnit
Editor pickEnd-to-end contractor lifecycle workflow orchestration tied to governed worker records and eligibility transitions.
Best for: Fits when enterprises need controlled contingent workforce onboarding and lifecycle fulfillment at scale.
KellyOCG
Editor pickProgram operations bundle contractor lifecycle workflow execution with deliverables acceptance tracking and handoff management.
Best for: Fits when staffing leaders need ongoing managed contractor operations and acceptance-driven delivery control.
Comparison Table
Guru.com
freelance_platformFreelance marketplace providing managed project posting, payment escrow, and contractor matching services.
Milestone and timesheet coordination built around client approval gates inside the engagement thread.
Guru.com brings together resource matching, contractor communications, and milestone-based work tracking in a single operational thread for many engagements. The platform supports freelancer onboarding steps and contractor identity checks at the marketplace level, then carries execution data through time and approval requests. Delivery quality depends on how clearly the work scope and deliverables acceptance rules are defined in the posting and milestones.
A key tradeoff is that deeper enterprise governance features like granular RBAC, centralized audit log exports, and workflow extensibility are less prominent than in tools built for large contingent workforce programs. Guru.com fits best when a team needs managed contracting help across multiple small or medium jobs where marketplace sourcing, quick kickoff, and approval gates matter more than heavy integration.
- +Marketplace-first sourcing connects quickly to contractor messaging and milestone work tracking
- +Milestone and timesheet workflows create clear client approval points
- +Dispute flows provide a defined path when deliverables acceptance is contested
- +Strong fit for multi-contract hiring with repeatable posting patterns
- –Limited evidence of deep automation and broad API surface for back-office integration
- –Governance controls are less granular than programs needing strict RBAC and audit log reporting
- –Deliverables acceptance quality depends on how milestones are authored and verified
- –Procurement-grade workflows like complex work-order routing need extra process outside the platform
Startup ops teams
Track milestones across multiple contractors
Fewer missed milestones
Project managers
Stage delivery with milestone releases
Clearer delivery control
Show 2 more scenarios
Procurement leads
Coordinate vendor-of-record style hiring
Better contractor continuity
Procurement can centralize contractor selection and engagement history while enforcing work completion steps.
Operations analysts
Reconcile time submitted for review
Reduced invoice mismatches
Time entries flow into review steps to support consistent approvals across active engagements.
Best for: Fits when teams need contracting coordination across many short jobs with client approvals built into execution.
Magnit
enterprise_vendorMagnit provides contingent workforce consulting and managed services covering contractors, freelancers, and external talent suppliers.
End-to-end contractor lifecycle workflow orchestration tied to governed worker records and eligibility transitions.
Magnit fits organizations that run contractor programs at scale and need consistent processes for freelancer onboarding, contractor onboarding, and compliance checkpoints. The platform supports governed worker records, eligibility gates, and structured status transitions so operational teams can audit what changed and when. It also supports workforce operations workflows that map well to statement-of-work execution cycles with deliverables acceptance and milestone approval steps.
A tradeoff appears in the implementation effort required to align skills taxonomy, rate structures, and approval routing to internal governance. Magnit is most useful when there is enough volume to justify workflow standardization and when internal stakeholders can maintain configuration discipline for routing rules and documentation requirements.
- +Strong contractor lifecycle workflow control for onboarding and offboarding
- +Governed talent pool processes for resource matching and eligibility gates
- +Workflow support for milestone approval and deliverables acceptance patterns
- +Integration-oriented operations that fit managed contingent workforce programs
- –Requires configuration discipline to keep routing, eligibility, and records aligned
- –User adoption depends on training for workflow-driven approvals and statuses
- –Complex programs can add coordination overhead across stakeholders
- –Some workflows may need build-out to match niche internal policy wording
VMS and talent operations teams
Manage contractor onboarding at program scale
Fewer onboarding exceptions
Procurement and vendor governance
Standardize contractor compliance workflows
More consistent compliance evidence
Show 2 more scenarios
Finance operations teams
Coordinate milestone approvals with spend tracking
Cleaner invoice reconciliation
Teams manage deliverables acceptance and milestone approval inputs that feed downstream reconciliation.
Program managers
Fulfill work orders against capacity
Faster capacity-to-assignment
Resource matching uses governed qualification inputs to assign contractors to active work orders.
Best for: Fits when enterprises need controlled contingent workforce onboarding and lifecycle fulfillment at scale.
KellyOCG
enterprise_vendorKellyOCG delivers contingent workforce consulting, managed services, and contractor program administration.
Program operations bundle contractor lifecycle workflow execution with deliverables acceptance tracking and handoff management.
KellyOCG is distinct for bundling talent pool operations with managed staffing execution rather than limiting support to recruiting-only or contractor paperwork. Delivery commonly covers freelancer onboarding, contractor onboarding, and contractor compliance workflow support tied to milestone approval and deliverables acceptance. Program work is designed to translate intake requests into worker assignment cycles with tracking that supports invoice reconciliation after time and work completion.
A tradeoff is that the service fit is strongest when staffing volumes justify ongoing program operations, not when one-off contractor needs dominate. KellyOCG is a practical choice when a client needs consistent worker throughput and governance across multiple roles, not only a short-term search.
- +Lifecycle operations cover onboarding through offboarding coordination
- +Resource matching and capacity planning reduce staffing churn
- +Deliverables tracking supports milestone approval and acceptance handoffs
- +Program operations support invoice reconciliation workflows
- –Works best with sustained demand and defined staffing program cadence
- –Governance and approvals require client responsiveness to prevent delays
- –API and automation depth is limited for buyers needing self-serve tooling
- –Customization for atypical engagement structures may take time
Vendors and staffing operations
Run multi-role contractor programs
Fewer handoff gaps
IT and engineering orgs
Scale contingent engineering capacity
More on-time starts
Show 1 more scenario
Finance and procurement teams
Reduce invoice reconciliation issues
Faster payment cycle
Work completion tracking supports milestone approval signals for downstream invoice review.
Best for: Fits when staffing leaders need ongoing managed contractor operations and acceptance-driven delivery control.
Cielo
specialistTalent acquisition RPO provider with contingent workforce and freelance management services.
Lifecycle orchestration that ties worker progress states to recruiter and operations handoffs, making onboarding bottlenecks visible during execution.
Cielo targets freelance and contingent workforces with a workflow built around sourcing, onboarding, and lifecycle operations. Its operational strength shows up in the way teams manage hiring events through structured contractor onboarding steps, including document collection and approvals.
- +Structured contractor onboarding workflows with clear approval checkpoints
- +Operational reporting that tracks worker progress and stalled steps
- +Support for vendor-of-record style intake across multiple requisitions
- +Workflow configuration supports varied statement of work processes
- –Setup requires governance discipline to keep worker records and statuses aligned
- –Limited transparency for custom automation without documented API integration paths
- –Complex organizations may need more admin effort for role-based access
- –Automation flexibility can lag behind highly custom procurement processes
Best for: Fits when enterprises need managed contingent workforce execution with repeatable onboarding and approval workflows.
CXC Global
specialistCXC Global provides contingent workforce management, contractor compliance, and international freelancer engagement services.
Coordinator-led milestone approval and deliverables acceptance workflow that ties contractor work progress to payment-ready status.
CXC Global runs freelance management as a managed services operation that coordinates sourcing, onboarding steps, and ongoing contractor administration.
- +End-to-end contractor administration across intake to offboarding
- +Program operations handle milestone and deliverables coordination work
- +Compliance processing supports right-to-work and contractor documentation steps
- +Vendor-of-record style coordination across a managed talent pool
- –Freelancer onboarding workflows depend on service operations rather than self-serve automation
- –API and integration depth are not the primary delivery method for program management
- –Reporting granularity can lag teams that need per-activity operational telemetry
- –Workflow customization requires governance discipline and ongoing coordination
Best for: Fits when a team needs managed freelance operations with compliance handling and coordinator-led execution.
Fiverr Enterprise
freelance_platformCurated freelance talent marketplace with dedicated account management and compliance handling.
Enterprise project governance that ties freelancer work, revisions, and acceptance events to a single orchestrated order workflow.
Fiverr Enterprise is a managed freelancer acquisition and delivery framework built around Fiverr’s marketplace workflows rather than a bespoke HR tooling stack. It centralizes team hiring, brief-to-delivery execution, and dispute handling for contingent workforce needs where work is defined as deliverables.
- +Project lifecycle management aligns to deliverables, revisions, and acceptance steps
- +Enterprise coordination model reduces fragmentation across multiple freelancers
- +Governance support for contractor onboarding paperwork and workflow handoffs
- +Dispute and review flows keep delivery momentum during milestone approvals
- –Automation surface depends on marketplace workflow mapping, not custom work orders
- –Advanced RBAC granularity can lag internal tools that use strict role hierarchies
- –Deep procurement artifacts need process alignment for purchase order workflows
- –Reporting granularity can be limited when teams require ledger-level invoice reconciliation
Best for: Fits when contingent workforce delivery runs through defined scopes and milestone acceptance inside one vendor workflow.
ManpowerGroup Talent Solutions
enterprise_vendorManpowerGroup Talent Solutions provides contingent workforce consulting, staffing, and managed service programs.
Recruiter-led contingent workforce program execution that coordinates requisitions, onboarding handoffs, and ongoing staffing adjustments across stakeholders.
ManpowerGroup Talent Solutions differentiates from many freelance management services through its staffing and talent supply operations that run vendor-neutral workforce planning, sourcing, and onboarding workflows at scale. Core capabilities typically include contingent workforce program management, recruiter-led intake for role requirements, and ongoing lifecycle support from onboarding through replacement.
- +Program management model supports high-volume contingent staffing cycles
- +Recruiter-led role intake reduces ambiguity in scope and candidate alignment
- +Lifecycle coordination covers onboarding through operational offboarding
- +Works well with existing enterprise vendor management processes
- –Less suitable for teams seeking self-serve contractor portal workflows
- –Integration depth can depend on client process mapping and stakeholder alignment
- –Automation coverage may be thinner for granular approval steps
- –Requires a clear operational cadence for milestone and documentation handoffs
Best for: Fits when enterprises need managed contingent staffing execution with compliance and lifecycle coordination across many roles.
MBO Partners
specialistMBO Partners manages independent contractor engagement, compliance, payments, and workforce operations.
Managed delivery that runs milestone approval and timesheet approval as an operations workflow tied to contractor lifecycle handoffs.
MBO Partners operates as a management services firm for contingent workforces, with a delivery model built around program operations rather than only staff augmentation. Core capabilities center on freelancer onboarding and contractor lifecycle administration, including work order intake, compliance workflows, and ongoing performance management activities.
- +Program operations staff reduce day-to-day contractor admin work
- +Milestone and timesheet approval workflows support controlled delivery cycles
- +Operational compliance handling helps standardize contractor onboarding
- +Lifecycle offboarding processes reduce linger risk at contract end
- –Integration depth depends on client process mapping, not turnkey APIs
- –Automation coverage is stronger for operations than for system-wide sync
- –Fewer self-serve configuration options than product-led workforce platforms
- –Work order workflows can add coordination steps for fast pivots
Best for: Fits when operations-led contingent workforce programs need managed delivery, approvals, and lifecycle control.
Allegis Global Solutions
enterprise_vendorAllegis Global Solutions manages contingent labor programs, external talent suppliers, and workforce procurement operations.
End-to-end contractor lifecycle operations with document-driven onboarding and work assignment execution under one delivery workflow.
Allegis Global Solutions runs managed services for contingent staffing through an operating model that coordinates intake, onboarding, and ongoing contractor administration.
- +Managed delivery connects workforce intake to ongoing contractor administration workflows
- +Operational governance supports consistent onboarding, compliance steps, and lifecycle offboarding
- +Reporting supports workforce operations visibility across active work assignments
- +Structured rate card usage supports consistent contractor costing and rate alignment
- –Operational setup requires clear governance to prevent onboarding and acceptance delays
- –Extensibility depends on engagement configuration rather than a self-serve API-first model
- –Reporting depth can lag behind highly customized contractor audit needs
- –Worker matching cadence may be constrained by local talent pool availability
Best for: Fits when an enterprise needs managed contingent workforce operations with lifecycle governance and reporting.
Crowd Staffing
specialistRecruitment process outsourcing firm specializing in contingent and freelance workforce management.
Managed fulfillment workflow that coordinates intake, onboarding support, and contractor lifecycle transitions as an operator-led service.
Crowd Staffing targets enterprises that manage contingent labor with a structured sourcing and fulfillment workflow. It centers on coordinating freelancer intake, onboarding support, and ongoing contractor management through vendor-like delivery operations.
- +Operational staffing management for contingent labor workflows
- +Handles end to end contractor onboarding steps with centralized coordination
- +Supports contractor lifecycle work from activation through offboarding handoff
- +Process-driven matching that aligns supply to scoped work requests
- –Limited evidence of developer-grade API automation surface
- –Document workflow visibility depends on case-specific coordination
- –Less suited for teams needing highly customized automation logic
- –Worker classification and compliance tasks require active client input
Best for: Fits when enterprises need managed contingent staffing operations tied to defined work scopes.
Conclusion
After evaluating 10 freelance management, Guru.com 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 Freelance Management
Freelance management is the operating layer that moves contractor and freelancer work from intake through onboarding, milestone or deliverables acceptance, timesheet approval, and offboarding. This guide frames the category by comparing Aquent, Randstad Sourceright, Adecco, Guru.com, Magnit, and KellyOCG on workflow execution and governance controls.
Among the highlighted providers, Guru.com centers client approval gates inside milestone and timesheet coordination across short jobs, while Magnit focuses on governed worker record transitions across the contractor lifecycle. KellyOCG packages program operations with deliverables acceptance tracking and handoff management, which shifts control from self-serve workflows to a managed delivery cadence. The remaining providers in the comparison set emphasize recruiter-led or coordinator-led execution tied to onboarding and ongoing staffing adjustments.
Freelance Management as lifecycle orchestration, milestone acceptance, and governed workforce execution
Freelance management manages the end-to-end work path for independent contractors and contingent workforce talent pools, including onboarding steps, work assignment execution, approval checkpoints, and offboarding coordination. In this category, providers distinguish between engagement-thread coordination and operations-led program delivery by how they connect work progress to acceptance events and payment readiness.
Guru.com illustrates the engagement-thread model by coordinating milestone and timesheet steps around client approval gates, which turns approvals into part of execution rather than a separate reporting step. Magnit illustrates the governed-lifecycle model by orchestrating contractor records and eligibility transitions, which makes lifecycle steps and eligibility gating explicit in the workforce workflow. KellyOCG blends program operations with deliverables acceptance tracking and handoff management, which emphasizes controlled delivery cycles driven by program cadence and client responsiveness.
Freelance Management capabilities that drive approvals, lifecycle control, and delivery readiness
Freelance management succeeds when work progress is tied to explicit approval checkpoints like client milestone decisions, deliverables acceptance, and timesheet approval. These checkpoints determine when work becomes payment-ready and when offboarding can start.
The providers in this set split along two execution models. Guru.com keeps approvals inside the engagement thread, while Magnit and other providers emphasize governed worker records and lifecycle workflow orchestration.
Approval gates inside execution versus coordinator-managed delivery
Guru.com coordinates milestone and timesheet steps around client approval gates inside the engagement thread so approvals run as part of the work. CXC Global ties coordinator-led milestone approval and deliverables acceptance to payment-ready status as part of program execution.
Governed worker records and lifecycle workflow orchestration
Magnit orchestrates contractor lifecycle workflow control around governed worker records and eligibility transitions. Cielo ties worker progress states to recruiter and operations handoffs so onboarding bottlenecks surface during execution.
Program operations that manage handoffs, acceptance, and offboarding
KellyOCG packages program operations with deliverables acceptance tracking and handoff management so delivery control depends on ongoing program cadence. Allegis Global Solutions delivers end-to-end lifecycle operations with document-driven onboarding and work assignment execution under one workflow.
Marketplace coordination versus enterprise governance depth
Guru.com uses a marketplace-first sourcing approach that connects quickly to contractor messaging and milestone work tracking. Fiverr Enterprise maps enterprise project governance events like revisions and acceptance into an orchestrated order workflow, with advanced RBAC that can lag internal strict role hierarchies.
Automation depth and integration surface for back-office connectivity
Guru.com shows limited evidence of deep automation and broad API surface for back-office integration. Magnit focuses on workflow governance and eligibility transitions, while Crowd Staffing shows limited evidence of developer-grade API automation for workflow automation and visibility.
A decision framework for selecting Freelance Management that matches the operating model
Freelance management selection should start with how approvals should occur. Approval gates can live inside the engagement thread as Guru.com runs them, or they can be executed through coordinator-led program operations as CXC Global and MBO Partners implement them.
The second decision is where control should live. Control can be anchored to governed worker records and eligibility transitions as Magnit and Cielo orchestrate, or it can be anchored to sustained program cadence and acceptance-driven handoffs as KellyOCG runs in managed delivery operations.
Map the approval path to the provider’s execution model
If approvals must be embedded in contractor work threads, prioritize Guru.com because milestone and timesheet coordination run around client approval gates inside the engagement thread. If approvals must be operated by service coordinators tied to a payment-ready state, prioritize CXC Global because milestone approval and deliverables acceptance are coordinator-led workflows.
Choose the control anchor for lifecycle governance
If the workforce program needs governed worker records with eligibility transitions, prioritize Magnit because it orchestrates contractor lifecycle workflow control around governed worker records. If the priority is exposing onboarding bottlenecks across recruiter and operations handoffs, prioritize Cielo because it ties worker progress states to recruiter and operations handoffs.
Decide between program cadence operations and integration-driven automation
If delivery control depends on a sustained managed program cadence, prioritize KellyOCG because it runs lifecycle operations with deliverables acceptance tracking and handoff management. If system-wide synchronization and external automation are central, evaluate API and automation evidence because Guru.com shows limited evidence of broad API surface and Crowd Staffing shows limited evidence of developer-grade API automation.
Verify governance granularity against internal authorization needs
If strict admin governance needs granular RBAC and audit-style reporting, treat Guru.com governance controls as less granular than programs needing strict RBAC and audit log reporting. If role hierarchies are strict, test Fiverr Enterprise advanced RBAC granularity because it can lag internal tools that use strict role hierarchies.
Validate the operational fit for high-volume cycles
If contingent staffing requires recruiter-led requisition intake and ongoing stakeholder adjustments, prioritize ManpowerGroup Talent Solutions because it runs recruiter-led contingent workforce program execution across requisitions, onboarding handoffs, and staffing adjustments. If operations staff should reduce day-to-day contractor admin work through managed approvals, prioritize MBO Partners because program operations staff run managed delivery with milestone and timesheet approval workflows.
Who should buy Freelance Management from these providers
Organizations benefit from freelance management when contractor work requires controlled execution steps like onboarding approvals, milestone decisions, and timesheet approval sequencing. The providers in this set also differ in whether they push control into a threaded engagement workflow or into program operations and lifecycle orchestration.
The fit also depends on how much demand volume and client responsiveness the operating model assumes. KellyOCG emphasizes sustained demand and program cadence, while Magnit emphasizes governed record transitions that require configuration discipline.
Teams running many short freelancer engagements with frequent client milestone approvals
Guru.com matches engagement-thread coordination because milestone and timesheet steps run inside client approval gates. This setup supports rapid contractor messaging connected to milestone work tracking.
Enterprises managing contingent workforce onboarding and eligibility gates at scale
Magnit fits lifecycle governance needs because it ties eligibility transitions to governed worker records. Cielo fits when onboarding bottlenecks must be visible across recruiter and operations handoffs.
Staffing leaders operating deliverables-driven contractor programs
KellyOCG fits when deliverables acceptance and handoff management must be tracked under a managed delivery cadence. It also supports resource matching and capacity planning to reduce staffing churn.
Organizations that depend on recruiter-led intake and ongoing staffing adjustments
ManpowerGroup Talent Solutions supports recruiter-led execution because it coordinates requisitions, onboarding handoffs, and ongoing staffing adjustments across stakeholders. This model reduces ambiguity in candidate alignment when scope is captured via role intake.
Operations-led programs that want coordinators to run approvals and manage contractor lifecycle workflows
MBO Partners fits because program operations staff run milestone approval and timesheet approval as managed delivery workflows tied to contractor lifecycle handoffs. CXC Global fits when coordinator-led milestone approval and deliverables acceptance must produce payment-ready status.
Common Freelance Management buying mistakes that break approvals and lifecycle control
A common failure mode is choosing a threaded approval model when the business relies on coordinator-led delivery operations, or vice versa. Another failure mode is underestimating how much configuration discipline lifecycle-orchestrated platforms require to keep worker records and workflow statuses aligned.
The final mistake is treating automation and integration surface as a secondary concern, even though several providers explicitly show limited depth or dependence on client process mapping.
Assuming approval workflows will be portable between engagement-thread and program-operations models
Guru.com embeds approvals in the engagement thread, while MBO Partners and CXC Global run approvals through managed program operations. Buying teams should verify whether milestone and deliverables acceptance events are designed to live inside contractor work threads or inside coordinator-run program workflows.
Ignoring governed record alignment requirements when adopting lifecycle orchestration
Magnit requires configuration discipline to keep routing, eligibility, and records aligned, and Cielo requires governance discipline to keep worker records and statuses aligned. Buying teams should plan governance ownership and workflow mapping work before rollout.
Overestimating API-first automation when governance is the primary delivery method
Guru.com shows limited evidence of deep automation and broad API surface for back-office integration. Crowd Staffing shows limited evidence of developer-grade API automation, so teams should not assume turnkey system-wide sync.
Choosing an enterprise governance layer that does not match internal authorization patterns
Fiverr Enterprise advanced RBAC granularity can lag internal tools that use strict role hierarchies. Teams should validate authorization model fit by testing role hierarchies and approval permissions against internal operating controls.
Selecting a recruiter-led model for organizations that need self-serve contractor portal workflows
ManpowerGroup Talent Solutions is recruiter-led and less suitable for teams seeking self-serve contractor portal workflows. Teams should confirm whether the operating model expects coordinators and recruiters to run intake and handoffs.
How We Selected and Ranked These Providers
We evaluated Guru.com, Magnit, KellyOCG, and the other listed providers using a scoring mix where features account for 40 percent of the result. Ease and value each account for 30 percent, so adoption friction and operational payoff meaningfully affect ranking.
Guru.com ranked highest because milestone and timesheet coordination are built around client approval gates inside the engagement thread, which supports approval sequencing without pushing acceptance into separate reporting steps. Across the set, Magnit scored highly where governed worker records and eligibility transitions were central to lifecycle workflow orchestration, while KellyOCG scored highly when deliverables acceptance tracking and handoff management supported controlled delivery cycles.
Frequently Asked Questions About Freelance Management
How do Guru.com and Fiverr Enterprise handle milestone-based acceptance in execution threads?
Which service providers support contractor identity checks and eligibility steps before onboarding proceeds?
What tradeoff appears when switching from workflow-light tools to enterprise lifecycle orchestration like Magnit or KellyOCG?
When do onboarding workflows become a bottleneck in contingent workforce programs, and how do Cielo and Magnit address visibility?
How do Magnit and MBO Partners map workflow steps to contract deliverables acceptance and milestone approval?
What breaks if data model and configuration are not aligned during data migration to services like Allegis Global Solutions or Crowd Staffing?
How do MBO Partners and Guru.com compare for invoice reconciliation tied to accepted work?
What security controls and access governance are commonly expected when deploying freelance management at enterprise scale?
Which providers are more suited for recruiter-led intake and ongoing replacement cycles across many roles?
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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