Commissioned Research
Top 9 Best Metal Software of 2026

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Manufacturing Engineering

Top 9 Best Metal Software of 2026

A roundup of metal software options for fabricators, covering where AlmaCAM fits and what tradeoffs matter when selecting tools for workflows.

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

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

02Source Research

AI search agents find sources, extract figures with provenance, and aggregate written reviews. They also transcribe video reviews and podcasts.

Read our full methodology →

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

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

Metal fabrication teams need software that maps design intent into nesting geometry and executable CNC programming with predictable throughput. This comparison helps analysts and operators weigh integration and automation paths for sheet metal and structural workflows, including connectivity options for shop floor coordination and data model consistency across CAD to CAM to execution, with an Autodesk Fusion and Inventor and CATIA focus where applicable.

AlmaCAM is the best pick for mid-size sheet metal shops that need consistent CAM output from Fusion, Inventor, or CATIA exports because its machine-ready programming is structured for post-processing so production settings stay stable across jobs, while RADAN suits teams planning turret and forming operations from imported profiles thanks to operation planning that maps station parameters into production output.

Editor’s top 3 picks

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

Editor pick
1

AlmaCAM

Machine-ready CAM output structured for post-processing to maintain consistent production settings across jobs.

Best for: Fits when mid-size shops need consistent CAM output from Fusion, Inventor, or CATIA exports.

2

Jetcam

Editor pick

Workflow mapping from CAM-origin inputs into machine-ready job instructions with repeatable reprocessing across revisions.

Best for: Fits when metal shops need controlled execution from CAM inputs to machine instructions with tight operator consistency.

3

Strumis

Editor pick

Trace-field governance that links material identity to work order routing status across connected steps.

Best for: Fits when engineering teams need traceable job routing and automation across machine-ready handoffs.

Comparison Table

1
AlmaCAMBest overall
vertical specialist
9.3/10
Overall
2
vertical specialist
8.9/10
Overall
3
vertical specialist
8.6/10
Overall
4
industrial CAD/CAM
8.5/10
Overall
5
vertical specialist
8.3/10
Overall
6
industrial CAD/CAM
7.9/10
Overall
7
vertical specialist
7.6/10
Overall
8
7.2/10
Overall
9
enterprise
6.9/10
Overall
#1

AlmaCAM

vertical specialist

CAD CAM and nesting software for sheet metal, robotics, and metal cutting automation.

9.3/10
Overall
Features9.0/10
Ease of Use9.5/10
Value9.5/10
Standout feature

Machine-ready CAM output structured for post-processing to maintain consistent production settings across jobs.

AlmaCAM handles the standard metal-CAM chain from CAD input through nesting and toolpath generation to machine post-ready output, so teams can reduce manual bridging between design files and production files. It works with DXF and STEP inputs, then applies process settings that translate geometric intent into cuttable paths. The most useful fit signal for Fusion, Inventor, and CATIA teams is that the import path can keep data exchange practical when assemblies are exported as neutral formats and drawings are provided as DXF.

A key tradeoff is that machining optimization depth depends on disciplined setup of process and machine parameters because correct kerf, pierce, and motion choices are required for repeatable output. AlmaCAM fits best when a shop needs consistent machine output for plate and profile jobs and can define a stable machine post and process library before scaling automation.

Pros
  • +DXF import and STEP file translation support practical shop data exchange
  • +CAM output is organized for post-processing into machine-specific formats
  • +Nesting and cut-path generation target production throughput workflows
  • +Process parameterization improves repeatability across similar job families
Cons
  • –Performance of complex assemblies can require pre-processing before CAM
  • –Accurate output depends on rigorous kerf and machine setting governance
  • –Higher-end automation may require deeper process library maintenance
  • –Toolpath verification for edge cases needs careful operator review
Use scenarios
  • Production CAM leads

    Convert STEP and DXF into cut paths

    Fewer rework loops

  • Sheet metal shops

    Run plate jobs with nesting

    Lower manual prep time

Show 2 more scenarios
  • Operations coordinators

    Standardize job execution files

    More predictable throughput

    Produces consistent CAM outputs that align with shop execution and post-processing expectations.

  • Automation-minded engineers

    Reduce file handoff friction

    Cleaner handoffs

    Uses predictable import and output structure to limit custom bridging between CAD and machines.

Best for: Fits when mid-size shops need consistent CAM output from Fusion, Inventor, or CATIA exports.

#2

Jetcam

vertical specialist

Nesting and CNC programming software for sheet metal fabrication and composite cutting.

8.9/10
Overall
Features8.9/10
Ease of Use8.9/10
Value8.9/10
Standout feature

Workflow mapping from CAM-origin inputs into machine-ready job instructions with repeatable reprocessing across revisions.

Jetcam connects production floor workflows to metal-specific CAM and job data with file-driven routing and machine-ready outputs. It focuses on converting CAD or job inputs into controlled, repeatable work instructions for cutting and fabrication steps rather than generic project tracking.

Administration centers on defining machine context, permissions, and operational settings so teams can run the same workflow across sites. Automation and integration surface is strongest around import-to-job execution, reprocessing, and keeping downstream artifacts aligned with the originating work order.

Pros
  • +Machine-context configuration keeps work instructions consistent across stations
  • +Import-to-job workflow reduces manual rework between CAM outputs and execution
  • +Job-level revision handling helps keep downstream files aligned
  • +Operational settings capture throughput choices tied to specific machines
Cons
  • –Advanced automation needs disciplined setup of workflow mappings
  • –Granular scrap and remnant accounting requires deliberate process design
  • –Cross-plant governance is limited for complex multi-role approval chains
  • –Template flexibility is constrained when stations differ from the standard process
Use scenarios
  • Sheet metal fabrication teams

    Nest multiple parts into machine-ready jobs

    Improved sheet utilization

  • Production departments

    Reuse settings for recurring part families

    Fewer setup changes

Show 2 more scenarios
  • Laser and punch programmers

    Generate nested layouts with NC output

    Repeatable machine programs

    Produce repeatable laser, turret punch, and sheet-cutting programs from job inputs.

  • Waterjet fabricators and planners

    Plan waterjet jobs from CAD geometry

    Less manual setup

    Create nesting with lead controls and dimensional compensation for organized cutting plans.

Best for: Fits when metal shops need controlled execution from CAM inputs to machine instructions with tight operator consistency.

#3

Strumis

vertical specialist

Fabrication management software for structural steel and metalwork contractors.

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

Trace-field governance that links material identity to work order routing status across connected steps.

Strumis targets metal fabrication planning and traceability workflows by connecting production data to operational decisions. The strongest fit is integration around file and job handoffs, where configuration rules and execution status stay aligned across the shop floor.

Its automation surface is geared toward reducing manual re-keying between quoting inputs and machine-ready outputs. Strumis also emphasizes governance for records such as material trace fields and work order routing so audits can follow the chain of custody.

Pros
  • +Workflow trace fields map to work order routing records
  • +Automation reduces duplicate data entry across job handoffs
  • +Integration-focused API supports file and status-driven updates
  • +Governance features support RBAC-style access separation
Cons
  • –DXF import and geometry translation support can be narrow per workflow
  • –Complex machine mapping needs careful configuration discipline
  • –Automation rules require admin-owned setup for each workflow variant
  • –Audit log depth depends on how trace fields are modeled
Use scenarios
  • Metal frame fabricators

    Coordinate custom frame ops and job records

    Holds operational records together

  • CNC programming teams

    Turn fabrication data into nesting outputs

    Reduces re-keying between steps

Show 2 more scenarios
  • Facade and curtain wall teams

    Manage members, schedules, and shop drawings

    Improves fabrication document alignment

    Keep facade geometry and glazing schedules aligned through member sizing and documentation handoffs.

  • Fabrication operations managers

    Coordinate materials and production status

    Improves visibility across workflow

    Link purchasing, inventory, and estimating to live production execution and project records.

Best for: Fits when engineering teams need traceable job routing and automation across machine-ready handoffs.

#4

RADAN

industrial CAD/CAM

CAD CAM software for sheet metal design, nesting, and CNC programming.

8.5/10
Overall
Features8.5/10
Ease of Use8.5/10
Value8.5/10
Standout feature

RADAN’s operation planning ties turret station mapping and forming parameters into production output so the shop can route work with fewer manual translation steps.

RADAN from Hexagon is a sheet metal CAD CAM suite built around shop-floor production details like machine-ready cutting and forming planning. It covers DXF-driven workflows, nesting and path generation for laser, turret punch, plasma, and oxy-fuel style processes, with post-processor output tailored to specific machines.

Pros
  • +Machine-specific post outputs for turret punch, laser, and plasma jobs
  • +DXF import supports direct entry into cutting and forming planning
  • +Nesting and cut path generation tuned for sheet production throughput
  • +Revision-aware job data keeps drawings and operations aligned
Cons
  • –API surface is limited compared with broader CAD CAM automation tools
  • –Less direct native workflows for full assembly-level parametrics
  • –Long setups for custom machine definitions can slow rollout
  • –Toolpath validation depends on configured machine libraries
Use scenarios
  • Sheet metal production engineers

    Link design data to NC preparation

    Fewer manual handoffs

  • CNC punching departments

    Generate turret punch programs

    Machine-ready punching programs

Show 2 more scenarios
  • Bending and forming teams

    Prepare bend-aware flat patterns

    Production-friendly bend information

    Uses bend-aware sheet metal data to produce flatter patterns aligned with forming and bending requirements.

  • Laser cutting programmers

    Produce nested laser CNC programs

    Structured cutting layouts

    Creates organized nested sheet layouts and laser machine programs from sheet metal geometry.

Best for: Fits when sheet metal teams need CAD CAM planning that outputs machine-ready operations from imported profiles.

#5

METALIX cncKad

vertical specialist

Sheet metal CAD CAM software for nesting, CNC programming, and fabrication planning.

8.3/10
Overall
Features8.3/10
Ease of Use8.3/10
Value8.3/10
Standout feature

Job-centric CAM programming that ties nesting settings to CNC post output for consistent NC generation across repeated work orders.

METALIX cncKad is positioned around CNC programming for metal cutting and forming tasks that depend on consistent output formatting and machine mapping. It supports DXF import for common drawing inputs and emphasizes producing CAM results aligned to downstream NC toolpaths and posts. In operator terms, it reduces handoffs between design files and shop routing by keeping each step tied to a job context.

Pros
  • +CNC-oriented workflow keeps nesting to NC output traceable per job
  • +DXF import supports common shop drawing inputs without extra conversion steps
  • +Parameter reuse improves consistency across repeat work orders
  • +Machine-aligned output reduces downstream interpretation work
Cons
  • –Limited automation and API surface compared with integration-first CAD/CAM stacks
  • –Complex setups depend on disciplined templates and post configuration
  • –Deep simulation coverage is narrower than tools focused on full verification
Use scenarios
  • Fabrication programming teams

    Repeat plate nesting to NC

    Fewer rework loops

  • Operations managers

    Standardize shop work order routing

    More predictable throughput

Show 2 more scenarios
  • Sheet metal estimators

    Plan cutting programs from DXF

    Faster quote turnaround

    Convert 2D geometry into structured CNC toolpaths tied to a job container for quoting workflows.

  • Manufacturing engineers

    Manage post-processor variants

    Lower NC formatting variance

    Run machine-specific output conventions by reusing post configuration in a repeatable job pipeline.

Best for: Fits when shops need repeatable CAM nesting output and machine-specific NC formatting without heavy custom integration.

#6

SigmaNEST

industrial CAD/CAM

Nesting and shop floor software for sheet metal, plate, tube, and structural steel fabrication.

7.9/10
Overall
Features7.9/10
Ease of Use7.9/10
Value7.9/10
Standout feature

Station-aware work order routing that connects nesting results to machine-specific execution through configurable post-processing rules.

SigmaNEST prepares CAM nesting jobs for metal fabrication by taking CAD inputs and producing machine-ready cut, bend, and routing outputs. Its workflow centers on sheet nesting optimization, post-processed machine instructions, and production-ready work order routing.

Pros
  • +Strong nesting-to-work-order routing pipeline for production execution
  • +Configurable machine post-processing for laser, plasma, and turret-style stations
  • +Remnant and scrap tracking tied to job outputs for planning follow-through
  • +Works with common CAD exchange inputs like DXF and STEP
Cons
  • –Optimization results depend heavily on setup of materials and machine rules
  • –Complex multi-machine workflows can require significant template maintenance
  • –Advanced traceability needs may require careful data discipline
  • –Some edge cases in CAD import cleanliness can add manual cleanup work
Use scenarios
  • Sheet metal fabricators

    Generate nesting plans from CAD drawings

    Lower material usage per job

  • CNC programming teams

    Produce station-specific machine instructions

    Fewer rework and setup errors

Show 2 more scenarios
  • Production planners

    Track scrap and remnant consumption

    Improved schedule and material forecasting

    Maintains scrap and remnant tracking across jobs for more accurate throughput and material planning.

  • Workshop supervisors

    Route work orders by operation

    More consistent shop-floor flow

    Creates production-ready work order routing aligned to machine operations and sequencing.

Best for: Fits when fabrication teams need repeatable nesting outputs and machine post-processing for multiple stations.

#7

ProNest

vertical specialist

CAD CAM nesting software for sheet metal and plate cutting workflows.

7.6/10
Overall
Features7.6/10
Ease of Use7.6/10
Value7.6/10
Standout feature

Scrap yield tracking plus remnant tracking connected to recurring nesting decisions across work orders.

ProNest targets metal shop nesting workflows and centers on generating production-ready cutting layouts tied to real materials and machine output. It supports CAM nesting decisions that feed laser cutting path planning and downstream post-processing, which helps connect quote-level parts to shop-floor execution.

Pros
  • +Nesting runs tie layouts to machine-oriented cutting paths for execution continuity
  • +Scrap yield tracking and remnant tracking support ongoing material utilization decisions
  • +Work order routing reduces manual handoffs between estimates and cutting
  • +DXF import supports common 2D part input workflows
Cons
  • –Automation and data governance require tighter configuration discipline for consistent results
  • –Less direct coverage for fabrication planning beyond nesting and cut list generation
  • –Extensibility depends on integration patterns rather than built-in workflow triggers
  • –Complex library management for machine setups can slow early rollout
Use scenarios
  • Laser cutting shop schedulers

    Plan nested runs for daily sheet throughput

    Fewer changeovers, higher daily output

  • Estimators and quoting teams

    Convert quote parts into cut lists

    Quoting aligns with production planning

Show 2 more scenarios
  • Production managers managing scrap

    Track remnant usage across work orders

    Reduced scrap, better material utilization

    Uses scrap yield and remnant tracking to inform reuse decisions across repeated nesting jobs.

  • CAM nesting operators

    Feed laser path planning with nesting decisions

    Shorter setup and fewer revisions

    Links nesting outcomes to cutting path planning and downstream post-processing for repeatable workflow continuity.

Best for: Fits when metal shops need repeatable CAD-to-cut nesting with scrap and remnant traceability across work orders.

#8

EzyNest

SMB

Cloud nesting software for profile cutting in sheet metal fabrication.

7.2/10
Overall
Features7.2/10
Ease of Use7.2/10
Value7.2/10
Standout feature

Work-order remnant tracking that connects leftover sheets to subsequent nesting planning cycles.

EzyNest fits teams that already have plate or sheet geometry in CAD and want nesting decisions that remain consistent across recurring jobs. The workflow centers on importing 2D cutter-ready data such as DXF, applying machining constraints, and producing layouts that can be handed to cutting departments. Remnant tracking connects leftover stock to subsequent work orders so inventory stays aligned with actual cut paths. The integration surface is practical for automation when nesting inputs, constraints, and job metadata can be mapped into repeatable runs.

Pros
  • +Remnant tracking links leftover stock to future work orders
  • +DXF-first import supports common metal shop geometry handoffs
  • +Constraint-based nesting improves material utilization consistency
  • +Job context ties layouts back to production execution metadata
Cons
  • –Advanced machine path features are not the primary focus
  • –Constraint tuning takes shop-specific governance discipline
Use scenarios
  • Production planning teams

    Run daily batching for sheet jobs

    Lower changeovers and tighter utilization

  • Inventory and procurement

    Route demand using remnant availability

    Reduced scrap and rebuys

Show 1 more scenario
  • Cut shop engineering

    Standardize nesting constraints across product lines

    More stable throughput planning

    Apply consistent rules to layouts so downstream cutting departments see fewer surprises.

Best for: Fits when shops need repeatable sheet nesting with remnant reuse and DXF-based CAD handoffs.

#9

TRUMPF Oseon

enterprise

Production control software for sheet metal manufacturing, shop floor coordination, and machine connectivity.

6.9/10
Overall
Features6.9/10
Ease of Use6.9/10
Value6.9/10
Standout feature

End-to-end work-order trace visualization that ties machine signals to documented execution history.

TRUMPF Oseon collects and visualizes manufacturing data for sheet metal processes run on TRUMPF machine ecosystems. It links shop-floor signals to structured work orders so teams can trace material lots through machine steps and document process results.

Pros
  • +Strong machine-connected traceability from execution steps to documented outcomes
  • +Work-order centering supports reporting across multiple shop-floor operations
  • +Configurable production views align to common sheet metal control points
  • +Good fit for TRUMPF-centered fleets where signals are already standardized
Cons
  • –Best results require TRUMPF machine ecosystem coverage and aligned data feeds
  • –External CAD and nesting workflows need deliberate integration planning
  • –Automation breadth is limited when the shop relies on non-TRUMPF tooling
  • –Custom dashboards can take governance time for role-based access patterns
Use scenarios
  • Production engineers

    Track sheet processing steps and results

    Improved traceability for process changes

  • Quality assurance teams

    Link material lots to QA outcomes

    Faster root-cause investigations

Show 2 more scenarios
  • Manufacturing operations managers

    Standardize cross-step reporting workflows

    More consistent production documentation

    Operations teams consolidate work-order data from multiple machine steps into structured reporting views.

  • Planning and MES integrators

    Integrate shop-floor signals with orders

    Reduced manual data reconciliation

    Integrators map machine ecosystem signals to planning layers to automate end-to-end data capture.

Best for: Fits when production and quality teams need machine-step traceability across TRUMPF shop workflows.

Conclusion

After evaluating 9 metal software, AlmaCAM stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.

Our Top Pick
AlmaCAM

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

Frequently Asked Questions About Metal Software

How do EzyNest and ProNest map CAD nesting inputs to production-ready cut layouts tied to work orders?
EzyNest generates sheet nesting plans from CAD inputs and ties cut layouts to job context so remnant usage carries into follow-on work orders. ProNest produces production-ready cutting layouts with scrap yield tracking and remnant tracking connected to recurring nesting decisions, so cut lists stay aligned with material consumption across jobs.
Which tools handle DXF import workflows for metal cutting operations and what outputs differ?
AlmaCAM imports DXF for sheet and profile work, then applies CAM settings to generate cut path output structured for post-processing. RADAN also relies on DXF-driven workflows, but it outputs machine-ready operations tailored to specific processes like turret punching, laser cutting, and plasma with station-aware planning.
When a shop needs station-aware routing across multiple machine types, how do SigmaNEST and RADAN differ?
SigmaNEST connects nesting results to machine-specific execution through configurable post-processing rules and station-aware work order routing. RADAN ties operation planning to turret station mapping and forming parameters, so routing reflects both cutting and forming execution in the same planning context.
What breaks if CAD-to-CAM handoffs rely on NC formatting control but the workflow lacks job-centric post processor output?
METALIX cncKad is job-centric, so it keeps nesting settings tied to CNC post output for consistent NC generation across repeated work orders. Without that job-level linkage, shops using only geometry processing risk regenerating NC with mismatched parameters, which breaks repeatability even when the nesting layout stays valid.
How do Strumis and TRUMPF Oseon support traceability without losing the chain of custody during execution?
Strumis emphasizes trace-field governance that links material identity to work order routing status across connected steps. TRUMPF Oseon focuses on collecting and visualizing manufacturing data for sheet metal processes on TRUMPF machine ecosystems, then ties machine signals to documented execution history for cross-step reporting.
Which tools emphasize repeatable reprocessing across revisions and what artifacts stay aligned?
Jetcam maps CAM-origin inputs into machine-ready job instructions and supports repeatable reprocessing across revisions. EzyNest and ProNest track remnant and scrap usage across work orders, so reprocessing must preserve material consumption context as well as cut layouts.
How do TubesT and Jetcam approach batch-linked instructions for crews working from routed manufacturing outputs?
TubesT links drawings, file-derived geometry, and machine workflows to work orders so crews follow routed instructions tied to specific batches. Jetcam centers on defining machine context, permissions, and operational settings so the same CAM-origin workflow produces controlled execution instructions with consistent operator behavior.
What security and admin controls matter most when multiple engineers and operators update the same job data?
Jetcam places administration around machine context, permissions, and operational settings so operator execution stays consistent with configured governance. Strumis adds governance for record fields like material trace and work order routing status so audit trails reflect the chain of custody when multiple roles touch the same records.
Which tool fits Autodesk Fusion, Inventor, and CATIA teams when the requirement is CAM output structured for downstream post-processing?
AlmaCAM targets mid-size shops that export from Fusion, Inventor, or CATIA and need consistent CAM output from DXF and STEP translation into machine-ready cut path generation. RADAN also fits Fusion, Inventor, and CATIA-driven workflows, but it expands beyond cut path generation into operation planning with machine-specific output and job sequencing for cutting and forming.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Metal Software

Teams doing metal software work usually separate by whether their data stays consistent across planning and production, and whether automation matches real shop workflows. The biggest differentiators are the data model and schema, integration depth, and RBAC and audit log coverage.

Metal data model and schema

Why it matters

A clear data model for parts, alloys, and work records prevents mismatched fields during quoting, routing, and machine execution. It also determines how reliably the system handles traceable attributes later in the run.

How to check

In the demo, create a sample job with an alloy/grade, thickness, and part number, then carry it through planning to production status. Ask how the system stores and validates each attribute and whether edits update every downstream record.

Automation and API surface

Why it matters

Strong automation and API surface lets metal shops trigger updates, generate orders, and sync machine states without manual rekeying. It also affects how far you can standardize throughput across multiple product lines.

How to check

Ask to see an API or automation workflow that creates a job and posts progress changes. Confirm what events are supported, and test with a small import/export or API call on demo data, not just documentation screenshots.

Integration depth with shop systems

Why it matters

Integration depth matters when metal software must connect to estimating, ERP, inventory, and machine-related tools used on the floor. Shallow links often force parallel spreadsheets and breaks traceability.

How to check

Request a tour of the supported connection types and the direction of data flow for a job lifecycle. In the demo, push a change from the external system (like item status or inventory) and confirm what updates in the metal software automatically.

Configurable workflows and routing

Why it matters

Configurable workflows and routing help the software match how your shop schedules jobs, assigns operations, and records exceptions. Without good configuration, teams end up bending the process to fit the software.

How to check

Show how you define operation steps and routing rules for a single part family. Ask how the system handles alternate routes, revisions, and rework—then run a revised job to see what updates automatically.

Provisioning, RBAC, and audit log

Why it matters

Provisioning, RBAC, and audit log coverage protects change history for metal records like routing, material attributes, and production outcomes. It also supports internal controls when multiple roles touch orders.

How to check

In the demo, create two roles with different permissions (planner vs. shop user) and attempt the same edit from each role. Confirm what the audit log records for changes to key metal records, and export a short log for review.

Red flags

  • Key metal fields can’t be edited once a job is in progress without breaking downstream records.
  • Automations rely on manual screenshots or retyping instead of events and API-driven updates.
  • RBAC or audit logs don’t clearly show who changed material attributes or routing steps.

Fit by situation

  • If you manage alloy and part attributes across the full job lifecycle, prioritize metal data model and schema.
  • If you need to trigger planning and status updates from other shop systems, prioritize automation and API surface.
  • If multiple roles and sites touch production records, prioritize provisioning, RBAC, and audit log.
Commissioned Research

Funding and competing interests

This study was co-funded by several of the vendors assessed in it. No single vendor funded it. Funders could propose the market studied.

They had no role in selecting vendors, setting or weighting criteria, analysing data or drawing conclusions, and they received the same factual-accuracy check as every other vendor assessed.

Market definition, inclusion rules and criteria weights were fixed by an editor before research began and did not change afterwards. Editorial process →

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