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Top 9 Best Football Video Analysis Software of 2026

GITNUXSOFTWARE REVIEW

Sports Recreation

Top 9 Best Football Video Analysis Software of 2026

Compare football video analysis software tools for coaching and scouting, covering features, workflows, and tradeoffs in this short list.

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

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

02Source Research

Agents extract product evidence with provenance, then collect written reviews and 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 our reviews. Editorial policy

Football video analysis tools turn match footage into coded events, telestration annotations, and review-ready clips for coaches, analysts, and performance teams. This comparison helps decision-makers weigh tagging and tactical review mechanics against automation depth, integration and data model needs, and operational fit across live and post-match workflows.

Choose Catapult Pro Video as the best overall for teams needing repeatable post-match analysis because its clip playlists built from tagged timeline segments turn recurring reviews into structured exports, whereas Dartfish is a strong fit for coaching staffs that want timestamp-anchored telestration you can reuse across clip playlists.

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

Catapult Pro Video

Clip playlists built from tagged timeline segments streamline analyst reports for recurring match review cycles.

Best for: Fits when teams need repeatable post-match analysis with tagging, drawing, and report exports.

2

Dartfish

Editor pick

Telestration annotations anchored to playback timestamps and then reused inside clip playlists.

Best for: Fits when coaching staff need repeatable analyst-coded match reviews with annotated clips.

3

Metrica Sports

Editor pick

Timeline tagging that links analyst events to playback control for faster review sessions.

Best for: Fits when coaching staff need structured tagging, clip playlists, and annotated reports for match and opposition review.

Comparison Table

1
Catapult Pro VideoBest overall
enterprise
9.1/10
Overall
2
8.9/10
Overall
3
vertical specialist
8.8/10
Overall
4
enterprise
8.3/10
Overall
5
vertical specialist
8.1/10
Overall
6
7.8/10
Overall
7
7.5/10
Overall
8
vertical specialist
7.0/10
Overall
9
enterprise
6.9/10
Overall
#1

Catapult Pro Video

enterprise

Sports video analysis tool with tagging, telestration, and data integration for football performance review.

9.1/10
Overall
Features9.1/10
Ease of Use9.1/10
Value9.1/10
Standout feature

Clip playlists built from tagged timeline segments streamline analyst reports for recurring match review cycles.

Catapult Pro Video turns uploaded match footage into analyst-ready clips with timeline tagging and telestration drawing tools. The workflow supports building clip playlists and exporting analyst reports for post-match analysis and staff collaboration.

Video encoding and multi-angle handling support match-review use cases where staff need to compare sequences across sessions. Catapult Pro Video also supports configuration for analyst operations so teams can standardize how clips and reports get produced.

Pros
  • +Timeline tagging and telestration tools fit common football review workflows
  • +Clip playlists help convert tagged moments into structured post-match exports
  • +Match footage import workflow supports encoding for repeatable review sessions
  • +Report outputs support player and team-focused analyst writeups
Cons
  • –Structured workflows need analyst training to keep tagging consistent
  • –Live match coding and fast in-session review paths are not as emphasized as post-match
Use scenarios
  • Coaches and performance analysts

    Code self-scout footage for recurring actions

    Structured internal tactical review clips

  • Video analysts and tactical coaches

    Synchronize multiple angles for play interpretation

    More complete play interpretation

Show 2 more scenarios
  • Coaching staff

    Assemble repeatable weekly game review sessions

    Consistent post-game review assets

    Staff code match footage into standardized clip playlists and compile analyst-ready review outputs for staff alignment.

  • Practice coaches and performance staff

    Tag practice film for reusable coaching packets

    Reusable practice-film library

    Coaches mark training events and reuse clips to support follow-up feedback and session-specific review.

Best for: Fits when teams need repeatable post-match analysis with tagging, drawing, and report exports.

#2

Dartfish

SMB

Video analysis software for recording, tagging, comparison, annotation, and coaching feedback.

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

Telestration annotations anchored to playback timestamps and then reused inside clip playlists.

Dartfish is built around a desktop analysis workflow where analysts import match footage, define clips, and attach drawings and notes to exact playback positions. Timeline tagging enables post-match coding workflows such as opposition analysis and player-specific review sequences without rewatching entire matches. Analyst reports can be generated from tagged content so staff can review the same events consistently across sessions.

A practical tradeoff is that organizations relying on fully automated event detection will still need manual tagging for football-specific patterns, since Dartfish’s core value is analyst-driven coding and annotation. Dartfish fits well when one or two analysts produce recurring post-match breakdowns and share clip playlists and reports with coaching staff after each training block.

Pros
  • +Frame-accurate timeline tagging with clip playlists for repeatable reviews
  • +Telestration drawing tools tie annotations to exact playback moments
  • +Analyst reports generate from tagged events for consistent staff communication
  • +Multi-angle viewing supports camera comparison during coding sessions
Cons
  • –Manual event tagging remains central for football-specific workflows
  • –Advanced integrations require workflow alignment between local review and sharing
  • –Large video libraries can increase import time during heavy match-days
  • –Collaboration tools depend on how teams standardize report review
Use scenarios
  • Head coaches and analysts

    Post-match opposition review with clips

    Faster tactical debriefs

  • Player development staff

    Player-specific moments with annotated replay

    Clear coaching targets

Show 2 more scenarios
  • Performance analysts

    Transition analysis across multiple angles

    Consistent moment coding

    Use synchronized camera review to code key transition moments with exact timestamps.

  • Academy technical teams

    Training cycle review and event tagging

    Better training alignment

    Build analyst reports from tagged sessions to align coaching on specific behaviors.

Best for: Fits when coaching staff need repeatable analyst-coded match reviews with annotated clips.

#3

Metrica Sports

vertical specialist

Football performance analysis platform for video coding, tactical review, and team collaboration.

8.8/10
Overall
Features8.8/10
Ease of Use8.8/10
Value8.8/10
Standout feature

Timeline tagging that links analyst events to playback control for faster review sessions.

Metrica Sports targets football video analysis workflows with a feature set built around match footage breakdown and analyst reporting. It supports telestration-style drawing, video clipping into review sets, and timeline tagging to structure post-match analysis.

Analyst workflows focus on multi-angle viewing where coaches need to compare player positioning and team shape across sequences. Administration and collaboration are designed around team projects so multiple staff can work on the same match review material.

Pros
  • +Timeline tagging that turns raw footage into review-ready review segments
  • +Telestration drawing tools for player and tactical annotations during analysis
  • +Clip playlists for assembling repeatable scouting or opposition review sequences
  • +Match project organization for shared staff workflows on the same footage set
Cons
  • –Limited emphasis on automated coding versus manual analyst tagging workflows
  • –Multi-angle workflows can feel constrained when sequencing many camera sources
  • –Export and report configuration takes time to align with specific analyst templates
Use scenarios
  • Scouts and recruitment staff

    Rate players against video moments

    More comparable player evaluations

  • Opponent analysis staff

    Compile coded evidence of opponent behaviors

    Reusable opponent pattern evidence

Show 2 more scenarios
  • Analysts and coaching staffs

    Review the same phase across angles

    Detailed view of selected moments

    Teams use multi-angle viewing to inspect player positioning and team shape from different camera perspectives.

  • Performance analysts

    Compare team actions across multiple matches

    Comparable review across matches

    Analysts apply consistent coding across sessions so review materials can be compared over time.

Best for: Fits when coaching staff need structured tagging, clip playlists, and annotated reports for match and opposition review.

#4

Hudl Sportscode

enterprise

Live and post-match video analysis software for professional football performance teams.

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

Timeline tagging with built-in telestration overlays produces report-ready clips in the same analyst session.

Hudl Sportscode is a football match video analysis tool built around a desktop workflow for event tagging and telestration. Its core capabilities include timeline tagging, drawing and telestration overlays, and clip management for building analyst reports.

Pros
  • +Fast timeline tagging workflow designed for live and post-match coding
  • +Telestration drawing and clip trimming support analyst reports from coded events
  • +Synchronized multi-angle playback helps verify spatial context during review
  • +Hudl collaboration workflows keep coded clips and notes available to staff
Cons
  • –Desktop-first analysis can slow adoption for staff who expect mobile-first review
  • –Live match coding depends on disciplined setup and consistent camera naming
  • –Some advanced reporting layouts require training to reproduce analyst conventions
  • –Large clip libraries need active organization to keep event retrieval quick
Use scenarios
  • Video analysts

    Synchronize multi-camera views during coding

    More aligned coded analysis

  • Team sport analysis staff

    Break down sport sequences by unit

    Organized action and pattern analysis

Show 2 more scenarios
  • Opposition analysts

    Build opponent review playlists from coded clips

    Focused opponent breakdown

    Staff tag opponent tendencies, shifts, and sequences and then organize them into analyst-ready playlists.

  • Team analysts and performance departments

    Code team performances for adjustment evaluation

    Structured evidence for improvements

    Teams tag their own matches to compare patterns, identify weaknesses, and guide post-match adjustment planning.

Best for: Fits when staff need rapid event coding and telestration-driven clips for consistent post-match analysis.

#5

Coach Paint

vertical specialist

Football video analysis software for telestration, tactical drawings, and coach-led presentations.

8.1/10
Overall
Features8.1/10
Ease of Use8.1/10
Value8.1/10
Standout feature

Coach Paint’s clip playlist workflow turns coded moments into reusable analyst report inputs across matches.

Coach Paint combines football video analysis workflows with coach-oriented drawing and clip management inside one interface. Match footage import and video annotation support analysts who need repeatable post-match analysis and opposition analysis sessions.

Pros
  • +Timeline tagging workflow keeps coding consistent across matches
  • +Drawing tools support on-video tactical and set-piece markup
  • +Clip playlists reduce time spent rebuilding analyst workflows
  • +Collaboration flow supports coaching staff review without rework
Cons
  • –Team-shape and formation tooling is less comprehensive than specialist editors
  • –Large multi-angle sessions can feel slower than desktop-heavy editors
Use scenarios
  • Football and soccer coaching staff

    Annotate tactical moments after matches

    Tactical moments for team talk

  • Football coaches

    Design drills and formation patterns visually

    Reusable visual drill instructions

Show 2 more scenarios
  • Player development coaches

    Give small-group feedback on specific movements

    Moment-specific visual feedback

    Coaches use annotated clips to discuss positioning and decisions with players while referencing exact moments.

  • Coaches presenting to teams

    Create teaching decks from diagrams and clips

    Visual tactics teaching resource

    Coaches combine diagrams, annotated footage, and selected clips to explain tactics during meetings.

Best for: Fits when teams need consistent video tagging and coach-style markup for post-match and opposition analysis.

#6

LongoMatch

SMB

Desktop sports video analysis software for tagging, drawing, playlist creation, and match review.

7.8/10
Overall
Features7.8/10
Ease of Use7.9/10
Value7.7/10
Standout feature

Built-in telestration and timeline tagging workflow for creating annotated clips during match review.

LongoMatch is a football video analysis tool built around analyst workflows for clip creation, timeline tagging, and tactical markup. It focuses on desktop-style match review and coding with drawing tools for telestration and event labeling that can be repeated across sessions.

Pros
  • +Fast workflow for event tagging and timeline scrubbing
  • +Telestration drawing tools support clear tactical annotations
  • +Clip playlists reduce repeated manual reassembly of footage
  • +Works well for player-focused and team-shape review sessions
Cons
  • –Limited automation and API surface for system integration
  • –Governance controls like RBAC and audit trails are not a core focus
  • –Opposition-analysis templates require manual setup per project
  • –Advanced multi-feed synchronized review tools are not the primary strength
Use scenarios
  • Coaches and team analysts

    Code phases and present annotated clips

    Structured session for team feedback

  • Scouting and performance staff

    Tag opponent patterns for preparation

    Reusable evidence for preparation

Show 2 more scenarios
  • Sports educators and programs

    Teach decisions with annotated sports sequences

    Visual teaching linked to moments

    Instructors present annotated sports moments tied to specific plays to explain structure and movement.

  • Coaches and athlete development staff

    Compare tagged practice and game moments

    Comparable material for coaching

    Staff use playback, annotations, and organized playlists to compare coded moments during coaching conversations.

Best for: Fits when a coaching staff needs fast, repeatable match coding with annotation and clip playlists.

#7

Coach's Eye

SMB

Mobile video analysis app for football coaches with slow-motion review and telestration.

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

Instant telestration markup tied to playback time for creating annotated review clips quickly.

Coach's Eye is built around interactive playback controls, telestration markup, and repeatable clip creation, which fits post-session review and drill planning more than live coding. Drawing tools stay closely coupled to video time, so timeline tagging and short player or phase cutdowns can be created during analysis rather than after processing. Integration depth is limited compared with larger football analysis suites that manage multi-user project workspaces.

Pros
  • +Telestration tools work directly on video frames for rapid teaching
  • +Timeline tagging supports quick review segments without complex setup
  • +Video clipping creates reusable lesson-ready sequences
  • +Sharing and exports support straightforward staff handoff
Cons
  • –Limited automation for bulk tagging and large-volume workflows
  • –Collaboration controls and governance are not suited for big analyst teams
Use scenarios
  • Youth coaches

    Post-training technique review

    Clear drill cues for players

  • Small analyst teams

    Opposition highlight breakdown

    Focused agenda for staff review

Show 1 more scenario
  • Individual position coaches

    Player-specific movement feedback

    Actionable feedback per phase

    Create player cutdowns with drawings and timeline markers to explain corrections.

Best for: Fits when a small coaching staff needs fast telestration and clip-driven review.

#8

Nacsport

vertical specialist

Sports video analysis software for tagging, reporting, presentation, and collaborative coaching workflows.

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

Timeline tagging coupled with on-video drawing for fast rewatching and coached explanation during post-match analysis.

Nacsport supports football match video analysis with a desktop workflow for event tagging, video clipping, and building analyst reports around selected moments. The software is built around synchronized playback, timeline tagging, and drawing tools for telestration-style instruction.

Pros
  • +Timeline-based tagging makes match review faster than manual scrubbing
  • +Drawing and telestration tools support clear instruction on top of video
  • +Clip playlists and export-friendly review flows fit post-match sessions
  • +Multi-angle playback supports analysis across camera viewpoints
Cons
  • –Workflow speed depends on disciplined tagging habits
  • –Advanced automation and integration depth are limited compared with API-first tools
  • –Template-free report structuring can take time for new teams
  • –Coaching collaboration features are less direct than dedicated shared-workspace competitors
Use scenarios
  • Football analysts and coaching staffs

    Code events to generate tactical reports

    Statistical and tactical reports

  • Recruiters and scouting teams

    Package frame-accurate annotated match clips

    Consistent highlight packages

Show 2 more scenarios
  • Training coaches and technical directors

    Reuse tagged footage for session planning

    Practice plans tied to evidence

    Coaches reuse tagged match or practice footage to structure drill themes and follow-up discussions.

  • Player development coaches and athletes

    Isolate player actions for focused feedback

    Focused feedback on tagged actions

    Staff isolate player-specific events and annotate movement and technique during playback for targeted sessions.

Best for: Fits when match analysts need a desktop workflow for tagged moments, clips, and telestration-driven reports.

#9

Pixellot Air

enterprise

Automated sports video system with AI tracking and analysis for football matches and training.

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

Automated end-to-end match processing into an analyst review workspace that reduces per-match operator work.

Pixellot Air fits teams that already manage matches at scale and want consistent analyst outputs without hand-building every review from scratch. Camera capture and processing feed directly into an analysis workspace that supports reviewing, marking, and exporting clips for staff review cycles. Workflow alignment is a major differentiator when multiple analysts cover the same fixtures and need repeatable presentation for coaches.

Pros
  • +Automation-first ingest reduces manual setup per match
  • +Clip organization supports faster analyst handoff to coaches
  • +Consistent review structure helps multi-analyst consistency
  • +Cloud processing supports remote staff collaboration
Cons
  • –Less suited for highly customized frame-by-frame annotation workflows
  • –Advanced automation may require disciplined workflow standardization
  • –Some offline-heavy editing workflows are slower than desktop tools
  • –Fine-grained control over every processing step is limited
Use scenarios
  • Performance analysts teams

    Rapid post-match clip packaging

    Faster coach feedback cycles

  • Coaching staffs

    Standardized match review sessions

    Aligned tactical discussions

Show 2 more scenarios
  • Media and ops teams

    Centralized cloud processing for fixtures

    Lower operational overhead

    Runs ingestion and processing centrally so operational staff manage fewer local steps per event.

  • Scouting departments

    Player and opponent review packages

    Quicker scouting turnarounds

    Builds repeatable review assets from match footage to speed up opposition and player assessment.

Best for: Fits when clubs need consistent, cloud-based post-match workflows across analysts.

Conclusion

After evaluating 9 football video analysis software, Catapult Pro Video 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
Catapult Pro Video

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 Football Video Analysis Software

How does timeline tagging differ between Dartfish, Hudl Sportscode, and Metrica Sports?
Dartfish anchors telestration and analyst notes to exact playback timestamps and then reuses that tagged content inside clip playlists. Hudl Sportscode uses timeline tagging together with telestration overlays so the clips and drawings stay report-ready in the same workflow. Metrica Sports links timeline-tagged events to playback control, which shortens review loops during post-match and opposition analysis sessions.
Which tools support telestration markup that stays tied to video time during coding?
Dartfish creates telestration annotations anchored to playback positions and then carries them into clip playlists. Coach's Eye couples drawing markup tightly to playback time so analysts can produce annotated review clips during session review. Hudl Sportscode pairs timeline tagging with telestration overlays so staff can generate coded, report-ready clips without exporting a separate artifact set.
How do Pixellot Air and Nacsport handle multi-camera viewing for match footage import and review?
Pixellot Air drives an end-to-end capture-to-analysis workflow, feeding processed matches into an analysis workspace designed for consistent multi-analyst review cycles. Nacsport supports multi-camera workflows with synchronized playback so analysts can tag moments and produce player or team-focused clips across angles. Teams that need rapid comparison across camera feeds usually get more value from Nacsport’s desktop-style synchronized review tools, while Pixellot Air prioritizes automation-first processing.
When does analyst-driven tagging become a bottleneck in Dartfish compared with automation-first workflows?
Dartfish centers on manual analyst coding where event detection is not the core engine, so football-specific patterns require manual timeline tagging. Pixellot Air reduces per-match operator work by processing matches into an analyst review workspace, which helps when match footage volume is high. The tradeoff is flexibility, since Pixellot Air’s automation-first pipeline can feel less suited to deeply bespoke annotation styles than Dartfish’s desktop coding workflow.
What breaks if a workflow depends on clip playlists and teams need fast cross-session reuse?
Coach Paint and Hudl Sportscode both emphasize repeatable clip-building for consistent staff review, so removing clip-playlist reuse breaks the standardization of analyst reports across matches. Dartfish also relies on tagged content being reused inside clip playlists, so teams lose consistency if analysts export clips without maintaining the tagged structure. Tools that focus more on single-session review, such as Coach's Eye, may slow cross-session standardization when collaboration depends on reusable coded clip inputs.
How do Catapult Pro Video and Metrica Sports support exportable analyst reports for post-match collaboration?
Catapult Pro Video supports exporting analyst reports built from tagged segments and clip playlists for post-match analysis and staff collaboration. Metrica Sports uses structured tagging and annotated outputs to produce match and opposition review artifacts that coaches can review as a set. Both workflows depend on the integrity of the tagged timeline structure, since manual rework increases when clips and notes are not generated from the same coding model.
Which tools are better suited to opposition analysis sessions rather than drill planning after review?
Hudl Sportscode supports rapid event coding and telestration-driven clips that fit recurring post-match and opposition analysis workflows. Coach Paint targets coach-oriented drawing and timeline tagging workflows that produce shared review artifacts for opposition analysis and post-match sessions. Coach's Eye can work for opposition analysis, but its design centers on fast post-session clip creation and drill planning, which can reduce depth when collaboration relies on governed, team-wide project structure.
How do admin controls and analyst governance typically differ between desktop-focused tools and cloud-based processing tools?
Desktop-style workflows like Dartfish and Nacsport concentrate governance around analyst operations and local project structure rather than centralized processing orchestration. Pixellot Air uses a processing pipeline that feeds into a shared analysis workspace, so governance pressure shifts to managing consistent outputs across analysts and fixtures. Teams with many staff members often need an explicit RBAC and audit-log model, and gaps show up when collaboration relies on exports instead of controlled team projects.
What integration or API expectations should football clubs test for when building into existing coaching workflows?
Catapult Pro Video’s collaboration model emphasizes exportable analyst reports and standardized production configurations, so integration requirements often center on how tagged artifacts move into team review systems. Pixellot Air’s automation-first processing makes integration expectations focus on data ingestion from captured matches and downstream clip-export workflows into coach tooling. Hudl Sportscode and Dartfish frequently fit teams that keep event coding inside the tool, so API needs arise when staff require automated clip playlists, analyst reports, or project provisioning across multiple match cycles.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Football Video Analysis Software

We separate football video analysis tools by how they handle timeline work, tagging consistency, and exportable outputs. If your workflow depends on specific labels and review artifacts, the difference shows up in Data model and integration depth.

Timeline indexing for clips and events

Why it matters

Timeline indexing for clips and events determines whether analysts can revisit the same moments quickly across sessions. It also affects how reliably work survives re-imports.

How to check

Import a short match segment and add a couple of events at precise timestamps. Re-open the project after saving and confirm the events still land on the same frames when you scrub.

Tagging schema for events and context

Why it matters

Tagging schema for events and context keeps your coding consistent, especially when multiple analysts share a library. It also governs how well you can filter what you tagged later.

How to check

In a demo, create or select a tagging set, then tag the same action in two different ways and compare how filters behave. Ask whether you can enforce required fields like type and qualifier before export.

Telestration and drawing that saves per frame

Why it matters

Telestration and drawing that saves per frame matters when you review movement and spacing, not just timestamps. If annotations drift or don’t persist, you lose coaching value.

How to check

Draw or annotate on a paused frame, then move a few frames forward and return. Confirm the overlay remains tied to the intended time and that you can view it during playback.

Automation for repetitive coding steps

Why it matters

Automation for repetitive coding steps reduces errors when you tag many similar actions in a match. It also speeds up producing consistent exports for review.

How to check

Ask if you can predefine templates for common event types and assign them with fewer clicks. Try running the same action twice and check whether the second pass is faster and keeps the same metadata.

Data model export for downstream review

Why it matters

Data model export controls whether analysts can hand off work to other systems without losing tags, timestamps, and annotations. If exports are incomplete, your review loop breaks.

How to check

Generate an export from a tagged session and inspect the resulting artifacts for timestamps and tag labels. Confirm you can re-import the export (or at least map it) without losing the core event timeline.

API and provisioning for shared libraries

Why it matters

API and provisioning for shared libraries helps teams keep tag definitions and event libraries consistent across analysts and projects. It also supports repeatable setups without manual rebuilds.

How to check

Ask to see an API endpoint or automation example that lists tags and retrieves session metadata. In the demo, verify you can configure a shared library and then use it in a new project without re-creating fields.

Red flags

  • Events shift when you re-open the project or after re-imports.
  • Tag filters don’t behave consistently across analysts or tag definitions.
  • Exports drop timestamps, tag labels, or annotations needed for review.

Fit by situation

  • If you expect heavy event work across many matches, prioritize Tagging schema for events and context.
  • If you review movement with overlays during playback, prioritize Telestration and drawing that saves per frame.
  • If your team needs handoff to other tools, prioritize Data model export for downstream review.
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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