Commissioned Research
Top 10 Best Teacher Software of 2026

GITNUXSOFTWARE REVIEW

Education Learning

Top 10 Best Teacher Software of 2026

Compare top teacher software options for classrooms, with tradeoffs for GoGuardian Teacher, Edpuzzle, and Quizizz based on teaching needs.

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

Teacher software affects classroom throughput through screen monitoring, interactive assessment, and assignment workflows that produce usable completion data. This comparison targets analysts and school operators who must weigh integration fit with existing learning platforms against controls, configuration options, and data models for reporting and adoption, including how GoGuardian Teacher pairs with guided learning and focus controls.

GoGuardian Teacher is the best pick for schools that need real-time web activity monitoring and teacher-initiated interventions because it lets teachers act directly on live student device behavior during instruction, whereas Edpuzzle is a strong alternative for video-focused formative checks since timestamped questions and narration overlays turn existing videos into trackable lessons.

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

GoGuardian Teacher

Teacher-initiated interventions run against live student device activity during instruction.

Best for: Fits when schools need real-time web activity monitoring and teacher interventions across many classrooms.

2

Edpuzzle

Editor pick

Timestamped question insertion with teacher narration overlays for interactive video lessons inside one assignment workflow.

Best for: Fits when video-based formative checks and teacher-added narration must be trackable per student.

3

Quizizz

Editor pick

Live quiz mode with real-time pacing and student feedback, paired with item-level results that support rapid reteach decisions.

Best for: Fits when formative quizzes need quick creation, in-session engagement, and item-level reporting for small to mid-size cohorts.

Comparison Table

1
GoGuardian TeacherBest overall
classroom management
9.0/10
Overall
2
teacher instruction platform
8.9/10
Overall
3
teacher assessment platform
8.6/10
Overall
4
teacher assessment platform
8.3/10
Overall
5
teacher productivity
8.1/10
Overall
6
teacher engagement and assessment
7.7/10
Overall
7
teacher assessment platform
7.6/10
Overall
8
vertical specialist
7.1/10
Overall
9
6.8/10
Overall
10
6.6/10
Overall
#1

GoGuardian Teacher

classroom management

Classroom management software for screen monitoring, focus controls, and guided online learning.

9.0/10
Overall
Features9.0/10
Ease of Use9.0/10
Value9.0/10
Standout feature

Teacher-initiated interventions run against live student device activity during instruction.

GoGuardian Teacher focuses on what teachers see during instruction, including student device activity and teacher control actions during class. The workflow is designed for fast response, with teacher actions that can intervene without requiring separate teacher scripts or per-lesson setup. For administration, the value is centralized management of the monitoring experience so classroom staff can run the same controls across daily instruction.

A key tradeoff is that its strongest coverage is for supported student browsing and endpoint scenarios, not for full LMS gradebook workflows. It works best when student work is web-driven and schools can standardize devices and browser usage so the monitoring signals stay consistent. In settings that already run strong LMS-based instruction, GoGuardian Teacher adds device-level oversight and teacher control rather than expanding learning content and assessment features.

Pros
  • +Real-time student device activity view for in-class decision making
  • +Teacher actions support quick intervention during live instruction
  • +Centralized admin control keeps classroom behavior controls consistent
  • +Browser-first monitoring fits common student web-workflows
Cons
  • –Strongest signals rely on supported endpoint and browsing patterns
  • –Not a grading or standards-aligned assessment replacement
  • –Granular policy design can require disciplined rollout planning
  • –Live monitoring can increase attention load for some teachers
Use scenarios
  • K-12 classroom teachers

    Monitor web-based seatwork live

    Fewer off-task detours

  • Instructional leadership teams

    Standardize classroom intervention behavior

    More uniform enforcement

Show 1 more scenario
  • District IT and safety staff

    Deploy supervised endpoint oversight

    Lower operational variance

    IT can manage how monitoring and teacher controls apply to supported student endpoints.

Best for: Fits when schools need real-time web activity monitoring and teacher interventions across many classrooms.

#2

Edpuzzle

teacher instruction platform

Video lesson platform that lets teachers assign interactive questions and track completion data.

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

Timestamped question insertion with teacher narration overlays for interactive video lessons inside one assignment workflow.

Edpuzzle turns standard video into classroom-ready lessons by embedding questions at specific timestamps. It supports assignment creation, student playback within an Edpuzzle workflow, and teacher review of completion and responses.

Lessons can include narration, external links, and adaptive question pacing through multiple question types on the same video. It is built to sit alongside common LMS and rostering workflows, using LTI-style integration paths and class roster import to reach students without manual handouts.

Pros
  • +Timestamped questions convert existing videos into trackable formative checks
  • +Narration overlays help teachers add context without editing video externally
  • +Student response reporting shows which items were answered and when
  • +Assignment workflow supports classes and due-date style scheduling
Cons
  • –Rubric-grade workflows and standards tagging are less complete than full LMS gradebooks
  • –Advanced governance depends on class and roster setup discipline
  • –Two-way data sync with LMS gradebooks can be narrower than gradebook-native tools
  • –Creative limits appear when lessons need complex branching logic
Use scenarios
  • Classroom teachers and faculty

    Pause videos for timed understanding checks

    Identifies concepts needing clarification

  • Online teachers and instructional teams

    Assign self-paced video lessons with prompts

    Measurable learner responses

Show 2 more scenarios
  • Teachers and academic support staff

    Target misconceptions with follow-up assignments

    Follow-up instruction based on data

    Instructors review question-level results and viewing behavior to assign focused video follow-ups.

  • Science and technical educators

    Check understanding during demonstrations

    Reinforces concepts during viewing

    Teachers add timed questions to explanatory videos so learners respond while reviewing key parts.

Best for: Fits when video-based formative checks and teacher-added narration must be trackable per student.

#3

Quizizz

teacher assessment platform

Instruction and assessment platform for quizzes, lessons, homework, and data-driven classroom practice.

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

Live quiz mode with real-time pacing and student feedback, paired with item-level results that support rapid reteach decisions.

Quizizz combines browser-based quizzes with teacher-paced and self-paced lesson modes that generate student responses in-session. It supports class assignments with question banks, interactive question types, and report views that show item-level performance and time-on-task.

Quizizz also offers content sharing and remixing so teams can reuse questions across units and grade levels. The admin layer centers on organizing classes, managing access to assignments, and reviewing results by cohort.

Pros
  • +Fast quiz creation with reusable question banks and remixable items
  • +Student reports include item accuracy and response timing for formative review
  • +Teacher-paced and homework-style modes fit short checks and independent practice
  • +Class-based assignment workflows reduce manual handouts
Cons
  • –Rostering and access control can require deliberate setup for multi-section schools
  • –Gradebook and LMS-grade passback capabilities are limited compared with full LMS ecosystems
  • –Standards-aligned rubric workflows are less granular than dedicated assessment systems
  • –Analytics depth depends on question quality and consistent tagging discipline
Use scenarios
  • Teachers and instructional teams

    Reteach from distractor answer patterns

    More focused follow-up instruction

  • Classroom teachers and instructors

    Run live paced quiz review

    More visible student participation

Show 2 more scenarios
  • K-12 teachers

    Use short weekly understanding checks

    Faster instructional adjustments

    Teachers assign short quizzes during or after lessons to identify topics needing review quickly.

  • Teachers and course instructors

    Practice with media-rich multiple choice

    Rapid practice and review

    Instructors create interactive multiple-choice sets with feedback and learner reports for quick review.

Best for: Fits when formative quizzes need quick creation, in-session engagement, and item-level reporting for small to mid-size cohorts.

#4

Formative

teacher assessment platform

Assessment platform for live student responses, teacher feedback, and standards-aligned checks.

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

Live-ready interactive assessments that let teachers see and respond to student work immediately during instruction.

Formative is designed around interactive responses for formative assessment, including live student submission and teacher review during or after class. Teachers can build question sets, collect work across an assignment flow, and attach rubric-style feedback to support consistent scoring. Results show which items drive errors and which students need targeted practice, which reduces time spent interpreting raw submissions.

Pros
  • +Interactive student response flow with immediate teacher review
  • +Assignment workflow supports consistent collection and feedback
  • +Analytics highlight item patterns for faster reteaching decisions
  • +Reusable question formats speed up recurring assessments
Cons
  • –Rosters and gradebook syncing depend on integration setup
  • –Content reuse is stronger for assessments than for long-form course delivery
  • –Advanced governance controls take more planning in district deployments
  • –Workflow depth can feel limited for highly prescriptive grading policies
Use scenarios
  • Middle school teachers

    Exit checks with instant feedback

    Faster grouping for next period

  • Department chairs

    Common assessments across sections

    Consistent evidence of mastery

Show 2 more scenarios
  • Intervention teams

    Targeted practice after errors

    More precise intervention assignments

    Staff identify recurring misconceptions and assign follow-up items focused on the specific wrong answers.

  • Instructional coaches

    Observe assessment use over time

    Better coaching conversations

    Coaches review how often teachers run assessments and whether feedback leads to improved responses.

Best for: Fits when teachers need fast, interactive assessment cycles with clear class insights and feedback.

#5

Kami

teacher productivity

Document annotation and assignment software for PDF, worksheet, and digital classroom workflows.

8.1/10
Overall
Features8.1/10
Ease of Use8.0/10
Value8.2/10
Standout feature

Ink-ready, page-accurate annotation with exportable marked documents for teacher review.

Kami delivers document-first classroom workflows with page-level tools for highlight, notes, and markup on PDFs. Student work can include ink annotations, stamps, and interactive overlays, and teachers can review the annotated output without switching away from the shared file. The collaboration model supports threaded comments on shared pages and preserves markup history across revisions.

Pros
  • +PDF and document markup supports ink, comments, and page-level tools
  • +Submission review keeps teachers inside the annotated-file experience
  • +Threaded feedback reduces copy-paste when revising student work
  • +Works well for reading practice and writing annotation workflows
Cons
  • –Annotation-first design leaves deeper LMS gradebook roles to other systems
  • –Advanced classroom automation depends on setup and workflow discipline
  • –File-based submissions can be slower than native LMS assignment launches
  • –Large document markup can feel heavy on constrained devices
Use scenarios
  • Language arts teachers

    Collect annotated reading responses

    Quicker revision cycles for students

  • Special education teams

    Support accessible document interactions

    More consistent student engagement

Show 2 more scenarios
  • Instructional coaches

    Review lesson artifacts and rubrics

    Clearer actionable improvement notes

    Coaches leave threaded, page-specific feedback on student work and lesson documents.

  • Secondary science teachers

    Grade lab reports with markup

    Faster feedback on revisions

    Teachers annotate PDFs for observations and corrections while keeping student drafts attached.

Best for: Fits when document-based feedback matters more than LMS-native grading workflows.

#6

Blooket

teacher engagement and assessment

Quiz game platform for classroom review, homework practice, and student engagement.

7.7/10
Overall
Features7.7/10
Ease of Use7.7/10
Value7.7/10
Standout feature

Real-time game modes that alter scoring and session flow for the same question set.

Blooket turns classroom practice into game-style sessions where teachers assign live question sets and students play in real time. It supports multiple game modes per activity, including options that change scoring and pacing during a session.

Pros
  • +Quick start for live question sessions with minimal setup
  • +Multiple built-in game modes change pacing and scoring
  • +Teacher content reuse with remix tools for faster lesson updates
  • +Real-time session visibility for classroom checks
Cons
  • –Limited assessment depth compared with standards-based workflows
  • –Rostering and SSO options are not designed for district-grade governance discipline
  • –Activity structure can feel constrained for non-quiz learning designs
  • –Interoperability with external LMS gradebook workflows is limited
Use scenarios
  • Teachers managing recurring instruction

    Reuse and remix question sets

    Less time preparing sessions

  • Students and teachers

    Assign practice when class cannot sync

    Independent practice completion

Show 2 more scenarios
  • Teachers and students

    Run repeated assessment practice rounds

    Review recurring topics

    Teachers remix question sets into varied practice sessions for upcoming tests and reinforcement.

  • Teachers and classroom hosts

    Host timed trivia-style quiz events

    Structured game-like participation

    Hosts run structured timed rounds with leaderboards and mode variety for group trivia engagement.

Best for: Fits when teachers need fast, game-like formative checks that students complete in-session.

#7

Socrative

teacher assessment platform

Student response system for quizzes, exit tickets, and real-time classroom understanding checks.

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

Real-time student participation with instant class and question-level results for in-the-moment feedback.

Socrative is a classroom response and quiz tool built for fast formative checks rather than full course management. Teachers can run live quizzes and question sets from the teacher dashboard and have students join via classroom codes or student links.

Pros
  • +Live classroom quizzes start in seconds using join codes and student links
  • +Question types cover common formative needs like multiple-choice and short answer
  • +Results reporting shows class and question-level performance for quick debriefs
  • +Question banks and reuse reduce repeated setup for recurring lessons
Cons
  • –Assessment workflows stop short of full assignment and gradebook management
  • –Automation and API support are limited for district-scale integrations
  • –Rostering and identity integrations are not as governed as larger platforms
  • –Standards-aligned grading artifacts and rubrics are not a native focus
Use scenarios
  • Teachers and instructors

    Collect end-of-lesson exit ticket responses

    Quick end-of-lesson record

  • K-12 classroom teachers

    Ask questions during instruction and review

    Detect misunderstandings sooner

Show 2 more scenarios
  • Teachers seeking engagement features

    Use Space Race for quiz review

    More engaged review

    Teachers add a light competitive element to question-based review without switching to an arcade format.

  • Teachers and trainers

    Deliver quick multiple-choice assessments

    Fast question-level scoring

    Instructors create focused multiple-choice quizzes and obtain overall and question-level results during class.

Best for: Fits when quick formative checks matter more than building a full LMS workflow.

#8

Desmos

vertical specialist

Graphing calculator and classroom activity builder for mathematics instruction.

7.1/10
Overall
Features7.1/10
Ease of Use7.0/10
Value7.2/10
Standout feature

Built-in activity authoring uses graph expressions and dynamic controls so students learn by changing parameters during the task.

Desmos creates interactive math graphs where students can manipulate parameters and see results update in real time. It supports teacher-led activities like sliders, multiple representations, and worksheet-style assignments built from saved expressions.

Pros
  • +Live expression editing with instant graph and table updates
  • +Teacher activities support sliders, constraints, and guided interaction
  • +Student work can be reviewed directly inside the graph context
  • +Shared activities reduce duplication across repeated lessons
Cons
  • –Limited assessment depth compared with full rubric and gradebook LMS tools
  • –Deep district interoperability depends on identity and external assignment flows
  • –Large graph sets can slow classroom devices during active work
  • –Non-math subject coverage is constrained by graph-first activity design
Use scenarios
  • Algebra teachers and students

    Interact with equations and parameters

    Builds equation intuition

  • Geometry teachers and students

    Test shapes with dynamic diagrams

    Easier to test relationships

Show 2 more scenarios
  • Teachers and curriculum authors

    Export visuals for worksheets and slides

    Reusable static math materials

    Educators export selected graph visuals for documents and slide decks that match interactive lesson content.

  • Teachers and modeling learners

    Compare multiple graphs during what-if analysis

    Supports what-if analysis

    Learners adjust parameters and compare graphs to investigate hypothetical or real relationships.

Best for: Fits when math departments need interactive graph activities with low setup and fast student feedback.

#9

Quizlet

SMB

Study tool for flashcards, practice tests, and interactive study games.

6.8/10
Overall
Features6.8/10
Ease of Use6.8/10
Value6.8/10
Standout feature

Teacher-created practice sets with game-style study modes drive repeated student attempts during class and homework.

Quizlet is a study-focused teacher tool built around searchable flashcards, practice sets, and timed games. Teachers can assign content sets to classes and track student progress on activities like multiple-choice practice, matching, and writing prompts.

Pros
  • +Fast set creation for flashcards and practice activities
  • +Student progress visibility for assigned sets
  • +Built-in game modes to increase completion of short practice sessions
  • +Classroom assignment workflow ties sets to learners
Cons
  • –Limited rubric and assessment workflow depth versus LMS grading tools
  • –Interoperability for content standards and platform linking is not a primary strength
  • –Assignment coverage centers on practice sets rather than broader lesson planning artifacts
  • –Automation and API options are not extensive enough for advanced district provisioning
Use scenarios
  • Teachers and course cohorts

    Assign sets for unit revision practice

    Shared practice materials

  • Certification candidates and independent learners

    Turn question lists into timed self-tests

    Repeatable exam preparation

Show 2 more scenarios
  • Study groups and peer learners

    Create and reuse shared set libraries

    Common pool of practice material

    Peers create and share sets with each other to support collaborative review and informal self-testing.

  • Students and self-directed learners

    Study with synchronized sets on devices

    More consistent study routines

    Learners use synchronized sets for brief practice sessions across locations and supported devices.

Best for: Fits when teachers need quick retrieval practice assignments with simple progress reporting.

#10

Screencastify

SMB

Chrome-based screen recording and video editing tool for instructional content creation.

6.6/10
Overall
Features6.6/10
Ease of Use6.6/10
Value6.6/10
Standout feature

In-browser recording with webcam and voice narration for repeatable lesson demos without installing a capture app.

Screencastify is a screen recording and video-sharing tool built for classroom instruction and feedback workflows. It captures desktop and tab activity, adds narration with a webcam, and lets teachers reuse saved recordings for explanations and review.

Pros
  • +Browser-first recording reduces friction between lesson start and capture
  • +Quick narration workflows support short, frequent feedback clips
  • +Link-based sharing supports reuse of recordings across classes
  • +Light editor covers trimming without pulling focus from teaching
Cons
  • –Classroom delivery depends heavily on link sharing instead of assignments
  • –Advanced video workflow controls for large staff teams are limited
  • –Analytics are minimal compared with LMS-linked learning evidence
  • –Teacher-to-student review loops require manual organization
Use scenarios
  • Teachers and instructors

    Record browser lessons with narrated demos

    Shareable instructional videos

  • Documentation and content creators

    Produce short GIFs or video clips

    Compact visual examples

Show 2 more scenarios
  • Operations and training teams

    Document step-by-step SOP walkthroughs

    Reusable process documentation

    Training teams record desktop or browser procedures with narration and cursor guidance for employee use.

  • Presenters and internal communications teams

    Record slide or browser presentations

    Asynchronous viewing-ready videos

    Presenters create recorded presentations with webcam narration, voiceover, lightweight editing, and captions.

Best for: Fits when teachers need fast screen demos and feedback videos that can be shared by link.

Conclusion

After evaluating 10 teacher software, GoGuardian Teacher 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
GoGuardian Teacher

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 Teacher Software

How does formative assessment differ between Formative and Socrative?
Formative runs interactive assignment workflows where responses flow into teacher-visible results in real time. Socrative focuses on rapid in-session quizzes with class and item-level results that update as students answer.
Which tool handles standards-aligned rubric grading when the assignment is PDF-based?
Kami supports markup, comments, and ink directly on documents, then exports marked files for teacher review. The grading depth tied to standards-based rubrics is not Kami’s core workflow, so rubric-first teams typically need an LMS-gradebook layer alongside Kami.
When is Edpuzzle the better fit than Quizizz for checking understanding during instruction?
Edpuzzle embeds questions at specific video timestamps and collects responses per student tied to playback. Quizizz emphasizes live quiz modes and item-level performance across multiple questions delivered in-session.
How do live intervention workflows compare between GoGuardian Teacher and Blooket?
GoGuardian Teacher provides live student device visibility and teacher-initiated actions against live activity during instruction. Blooket runs a teacher-assigned game session with real-time pacing and scoring that does not target device-level interventions.
What breaks if a district needs identity federation and roster provisioning for student accounts?
Desmos supports federation-based sign-in so classes can be created with less manual roster work. Tools like Screencastify are not designed for SIS-style account lifecycle tasks, so account provisioning still needs to be handled elsewhere.
Which tool is better suited for teams who want question remixing and shared question banks?
Quizizz supports content sharing and remixing so teams can reuse questions across units and grade levels. Quizlet emphasizes reusable practice sets and flashcard creation, which supports practice loops but not the same quiz-bank workflow for timed in-session delivery.
How does feedback capture differ between Kami and Screencastify for student work?
Kami captures page-accurate annotations, comment threads, and ink on shared student documents and then exports marked results for review. Screencastify captures screen and tab activity with webcam narration, which is better for explanatory feedback videos than document-level inline markup.
How do video-based assignments integrate into assignment workflows for Edpuzzle versus Kami?
Edpuzzle generates classroom-ready video lessons with timestamped questions tracked inside the Edpuzzle assignment workflow. Kami generates document feedback by collecting annotated submissions on PDFs and common document formats, which does not translate video playback into timestamped question checks.
What is the tradeoff between live participation feedback in Socrative and deeper practice generation in Quizlet?
Socrative optimizes for immediate in-session response data with instant class and question-level results. Quizlet optimizes for repeated retrieval practice through flashcards and practice sets, where the emphasis is on student practice iterations rather than a single live quiz event.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Teacher Software

We separate teacher software options by how they handle classroom data, daily workflows, and change control. The fastest way to compare is through criteria like gradebook workflow and automation and API surface.

Gradebook workflow matches grading reality

Why it matters

Gradebook workflow matches grading reality when teachers can enter scores, categories, and missing work without extra steps. This affects turnaround time and consistency across classes.

How to check

In a demo, set up one class with at least two grading categories, then enter scores for 5–10 students with one missing score. Ask how the system handles category weighting and what updates immediately when you edit an assignment after grading.

Assignment posting and materials stay organized

Why it matters

When assignment posting and materials stay organized, students get the right instructions and links each time. It also reduces duplicate files and version confusion during the semester.

How to check

Post two assignments that use different attachments, then update one attachment and resubmit. Check whether the system preserves the history of versions and whether the student-facing view shows the latest instructions.

Rubrics work for real feedback

Why it matters

Rubrics help when they support consistent criteria and practical comments. A usable rubric reduces grading disputes and improves feedback quality.

How to check

Create a rubric with at least three criteria and attempt both numeric and descriptive scoring (as supported). Grade a sample student work, then review how comments and scores appear together to confirm the layout is usable.

Automation and API support teacher workflows

Why it matters

Automation and API support teacher workflows when you can prefill rosters, sync classes, or trigger updates without constant manual labor. It matters most when you run the same routine every week.

How to check

Ask what teacher-facing actions can be automated via API or integrations, and request an example workflow. In the demo, verify whether class creation and enrollment changes can be provisioned without manual reshuffling.

Reporting and exports match teaching needs

Why it matters

Reporting and exports match teaching needs when teachers can quickly view progress and share it with minimal cleanup. This reduces time spent reformatting for meetings and grading cycles.

How to check

Generate a report for one class showing individual progress and category totals. Then export to a common format and confirm whether student names, assignment titles, and weighting are preserved accurately.

Role permissions and audit log are clear

Why it matters

Role permissions and audit log are clear when multiple adults support the same classroom without stepping on each other’s work. Audit trails help resolve disputes about who changed what and when.

How to check

In the demo, assign two roles (e.g., instructor and observer) and attempt restricted actions like editing scores. Then check whether the system records an audit trail entry when a grade or assignment setting changes.

Red flags

  • Grades and assignments drift out of sync after edits
  • Rubrics or feedback formatting becomes unusable in practice
  • Permission limits and audit history are unclear

Fit by situation

  • If you grade frequently during the day, prioritize Gradebook workflow matches grading reality.
  • If you reuse the same lesson patterns each week, prioritize Assignment posting and materials stay organized.
  • If multiple adults touch scores, prioritize Role permissions and audit log are clear.
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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