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Top 10 Best Automated Copywriting Software of 2026

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Top 10 Best Automated Copywriting Software of 2026

Compare automated copywriting software options for faster content drafts, covering Rytr, Scalenut, and Article Forge tradeoffs for teams.

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 rankings. Editorial policy

Automated copywriting platforms matter when teams need higher throughput for marketing, ecommerce, and outreach while keeping brand tone consistent through configuration and constraints. This comparison helps analysts and operators choose between generation-focused tools and platforms that add planning, performance prediction, publishing automation, and integration options like API and extensibility.

Rytr is the best pick for SMB marketing teams that need fast, consistent draft copy because its prompt-template workflow and tone-oriented editing keep variations aligned across an entire campaign batch, while Scalenut fits teams moving from SEO briefs to repeatable long-form outlines since its brief-to-outline flow preserves keyword and intent targets.

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

Rytr

Prompt template workflow with tone-oriented editor settings for consistent variations across campaigns.

Best for: Fits when marketing teams need fast, consistent draft copy with human review.

2

Scalenut

Editor pick

Brief-to-outline generation that preserves keyword and intent targets across the draft workflow.

Best for: Fits when marketing teams need guided long-form drafts from briefs with repeatable prompts.

3

Article Forge

Editor pick

Batch long-form generation that turns a scoped topic plus prompt inputs into publish-ready drafts.

Best for: Fits when content teams need repeatable long-form drafts from structured briefs with minimal tooling integration.

Comparison Table

1
RytrBest overall
SMB
9.2/10
Overall
2
SEO specialist
8.7/10
Overall
3
SEO specialist
8.6/10
Overall
4
8.3/10
Overall
5
enterprise
8.1/10
Overall
6
vertical specialist
7.7/10
Overall
7
enterprise
7.6/10
Overall
8
SEO specialist
7.2/10
Overall
9
sales specialist
6.9/10
Overall
10
6.7/10
Overall
#1

Rytr

SMB

Rytr generates short-form marketing copy, documents, and social media content.

9.2/10
Overall
Features9.2/10
Ease of Use9.0/10
Value9.4/10
Standout feature

Prompt template workflow with tone-oriented editor settings for consistent variations across campaigns.

Rytr’s core workflow centers on writing prompts, prompt templates, and a tone-oriented editor that produces short-form ad copy and page sections. It can generate variations for headlines, calls to action, and product descriptions, which helps teams create content sets without starting from scratch each time. Brand voice modeling is handled through style and wording controls that steer outputs across sessions.

A practical tradeoff is that governance depth is limited compared with enterprise copy ops tools, so human-in-the-loop review remains the primary quality gate. Rytr fits teams that need fast drafting for campaign assets and want quick rewriting loops, but it is less suitable for tightly governed approvals and multi-role publishing workflows.

Pros
  • +Template-driven prompts speed up ad and landing-page drafting
  • +Tone controls help keep variations aligned across a content batch
  • +Batch generation supports producing multiple copy angles quickly
  • +Editor workflow reduces rework during rewriting cycles
Cons
  • –Limited automation and approval controls for multi-role governance
  • –Factuality review depends on human editing for claims-heavy copy
  • –Finer-grained schema-style control of output structure is not available
  • –Less suitable for large-scale cross-channel orchestration
Use scenarios
  • Growth marketing managers

    Generate landing page copy variations

    Faster page iteration cycles

  • Ecommerce content teams

    Write product description angles

    More product listings drafted

Show 2 more scenarios
  • Sales enablement writers

    Draft follow-up email sequences

    Higher email production throughput

    Rytr generates email copy options that can be rewritten for personalization.

  • Agency copywriters

    Create ad copy for client campaigns

    More testing assets per sprint

    Rytr supports generating headline and CTA variants from campaign prompt sets.

Best for: Fits when marketing teams need fast, consistent draft copy with human review.

#2

Scalenut

SEO specialist

Scalenut combines AI writing with search-focused content planning and optimization.

8.7/10
Overall
Features8.7/10
Ease of Use8.7/10
Value8.7/10
Standout feature

Brief-to-outline generation that preserves keyword and intent targets across the draft workflow.

Scalenut generates AI-assisted content using structured content briefs and prompt-driven writing workflows. It pairs long-form outline and draft creation with on-page SEO guidance tied to target keywords and search intent.

Editing stays centralized through workspace tools that support iterative refinement before export. Admin-oriented controls focus more on managing projects and templates than on deep developer provisioning.

Pros
  • +Content briefs translate directly into outlines and drafts.
  • +SEO guidance stays attached to keyword and intent targets.
  • +Reusable prompt templates speed repeat campaigns and series.
  • +Export formats cover common publishing and document handoff needs.
Cons
  • –API access and automation depth lag behind API-first vendors.
  • –Approval workflows are lighter than dedicated content governance suites.
  • –Brand voice controls require consistent prompt discipline to stay stable.
  • –CMS publishing coverage depends on external steps rather than full native pipelines.
Use scenarios
  • Content editors

    Revise outlines and expand drafts

    More complete organized drafts

  • SEO specialists

    Build briefs from keywords and intent

    Research-informed article plan

Show 2 more scenarios
  • Blog writers

    Turn outline into long-form draft

    Structured first draft

    Writers expand SEO outlines into long drafts ready for editorial review.

  • Marketing teams

    Standardize tone across assignments

    More consistent voice

    Teams apply tone and style guidance repeatedly for more consistent content outputs.

Best for: Fits when marketing teams need guided long-form drafts from briefs with repeatable prompts.

#3

Article Forge

SEO specialist

Article Forge automatically generates long-form articles from selected topics and keywords.

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

Batch long-form generation that turns a scoped topic plus prompt inputs into publish-ready drafts.

Article Forge focuses on automated long-form article generation from prompts plus structured topic inputs, with content output formatted for direct publishing. The workflow emphasizes brief creation, iterative rewriting, and exporting finished drafts in common article-ready formats.

Generation quality depends heavily on how prompts are scoped, and results improve when briefs specify audience, angle, and target entities. For teams that need scale, Article Forge prioritizes repeatable prompt templates and batch generation over interactive editing depth.

Pros
  • +Batch generation for consistent volume without redesigning every prompt
  • +Export-ready long-form drafts reduce manual formatting work
  • +Prompt templates support repeatable content briefs at scale
  • +Human editing fits a rewrite-first workflow rather than outlining-first
Cons
  • –Thin control over factuality beyond prompt scoping and review
  • –Limited evidence of API-based generation or CMS-side orchestration
  • –Style guide enforcement is weaker than tools with brand-voice modeling
  • –Higher risk of generic phrasing when briefs omit concrete entities
Use scenarios
  • Content operations teams

    Generate article text from structured inputs

    Automated drafting at scale

  • Search marketers

    Draft sections aligned to search query

    Less manual planning

Show 2 more scenarios
  • Static-site publishers

    Export article drafts for CMS use

    Faster content preparation

    Generate formatted, editable text ready for direct insertion into publishing pipelines.

  • Freelance content writers

    Turn client briefs into structured drafts

    More time for editing

    Convert short topic instructions into repeatable article outlines for quicker rewriting and verification.

Best for: Fits when content teams need repeatable long-form drafts from structured briefs with minimal tooling integration.

#4

Simplified

SMB

Simplified combines AI copywriting with design, social publishing, and content management.

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

Brand voice configuration combined with reusable prompt templates for consistent tone across ad, social, and product copy.

Simplified positions itself as an automated copywriting workspace that turns prompts into ready-to-publish marketing copy. It covers short-form needs like ad copy and social posts and supports longer outputs like blog-style drafts using configurable writing inputs.

Pros
  • +Prompt templates speed repeatable campaign copy creation
  • +Brand voice controls keep tone consistent across generations
  • +Rewriting workflows support iterative improvement without switching tools
  • +Export and handoff formats fit common marketing production flows
Cons
  • –Less suited to fully custom generation pipelines without workflow limits
  • –API-based generation and automation depth lag developer-first tools
  • –Content approval workflows require more manual coordination than CMS-native systems
  • –Long-form SEO structuring guidance is thinner than specialist writing suites
Use scenarios
  • Editors and publication teams

    Drafts from briefs with inline revisions

    Review-ready structured drafts

  • Small marketing and social teams

    Consistent campaign captions from templates

    Faster social content production

Show 2 more scenarios
  • Social marketers and creators

    Short video copy within campaigns

    Campaign-ready video assets

    Creators produce short-form video assets alongside written and graphic campaign materials from prompts.

  • Performance marketing creative teams

    Ad variants for different placements

    Usable ad variant sets

    Creative teams generate resized ad copy and edited asset variations from visual concepts and prompts.

Best for: Fits when marketing teams need fast prompt-driven draft cycles with consistent tone settings.

#5

Anyword

enterprise

Anyword generates marketing copy with performance prediction and brand controls.

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

Anyword’s performance-guided copy optimization ranks and steers variants toward likely outcomes for each campaign brief.

Anyword’s core workflow centers on generating multiple copy variants for a given message, then iterating toward better outcomes with built-in optimization guidance. Brand voice controls help keep wording consistent across landing page copy, email copy, and short-form ad copy. Configuration and prompt templates make it easier to reproduce campaign logic across new launches without rewriting prompts each time.

Pros
  • +Brand voice controls keep generated copy consistent across formats
  • +Variant generation speeds up A and B angle testing
  • +Prompt templates reduce rewrite time for recurring campaigns
  • +Supports human-in-the-loop editing before export
Cons
  • –Best performance requires high-quality briefs and constraints
  • –Long-form generation can require more manual steering for structure
  • –Bulk workflows take time to tune for each channel
  • –Review cycles still need brand and claims checks
Use scenarios
  • paid media teams

    Generate ad variants for new angles

    Faster iteration on winners

  • growth marketing teams

    Refine landing page hero and CTAs

    Higher conversion-focused revisions

Show 2 more scenarios
  • email marketing teams

    Write subject lines and email body drafts

    More consistent messaging

    Generates email copy that matches a configured brand voice across campaigns.

  • content operations teams

    Scale prompt-based campaigns with templates

    Reduced prompt maintenance

    Uses repeatable prompt templates to standardize generation across many similar launches.

Best for: Fits when teams need repeatable ad and landing copy iteration with consistent voice controls.

#6

CopySmith

vertical specialist

CopySmith creates ecommerce product descriptions, advertising copy, and catalog content.

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

Brand voice modeling tied to prompt templates to keep rewritten and variant copy consistent across assets.

CopySmith focuses on generating marketing copy from a defined brand voice and structured input, with rewrite and expansion workflows for common asset types. It supports prompt-based writing for landing page sections, ad variants, email drafts, and product descriptions while keeping output consistent across iterations.

Pros
  • +Brand voice guidance keeps rewrites closer to existing messaging
  • +Reusable prompt templates reduce time spent reformatting each brief
  • +Works well for short-form ad copy and landing page section drafts
  • +Revision loops support quick iteration from draft to alternate variants
Cons
  • –Automation depth for multi-step workflows is thinner than API-first rivals
  • –Long-form SEO content needs tighter briefs to avoid generic sections
  • –Collaboration and approval controls are limited compared with CMS-native tools
  • –Output control relies heavily on prompt quality and example quality
Use scenarios
  • Ecommerce teams

    Generate consistent product descriptions across SKUs

    Branded copy at scale

  • CRM lifecycle marketers

    Draft email campaigns from audience details

    Repeatable email drafts

Show 2 more scenarios
  • Performance marketing teams

    Produce ad copy variations from one brief

    More concepts for tests

    Writes multiple headline and CTA options from shared campaign inputs for testing different angles.

  • Product marketing teams

    Align launch messaging across channels

    Unified launch positioning

    Generates coordinated listings, ads, landing page copy, and emails from shared launch inputs.

Best for: Fits when marketing teams need repeatable short-form drafts aligned to a brand voice.

#7

Neuroflash

enterprise

Neuroflash generates multilingual marketing copy with brand and performance analysis features.

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

Brand voice modeling tied to prompt-driven generation keeps headlines, CTAs, and messaging consistent across large batches.

Neuroflash is an automated copywriting workflow for marketing teams that need prompt templates, brand voice controls, and fast iteration on copy variations. It supports content briefs and structured generation for common assets like landing page copy, product descriptions, email sequences, and ad variations.

Pros
  • +Reusable prompt templates standardize output structure across campaigns
  • +Brand voice controls reduce drift across multiple copy variations
  • +Structured briefs support consistent messaging and intent alignment
  • +Built-in variation generation speeds up testing of angles and hooks
Cons
  • –Long-form workflows need more manual curation for depth consistency
  • –Advanced automation depends more on workflow configuration than code-level flexibility
  • –Granular governance controls for multi-team operations are limited compared to enterprise writers
  • –Export and publishing paths can require extra steps to match a CMS format
Use scenarios
  • Copywriters and brand teams

    Generate and revise brand-consistent marketing copy

    Consistent tone across writers

  • Email marketing teams

    Draft recurring campaign and lifecycle emails

    Repeatable email drafts

Show 2 more scenarios
  • Marketing and editorial teams

    Route AI drafts through review loops

    Reviewed content ready to publish

    Generated copy moves through editorial checks and revisions before publishing to a CMS.

  • SEO and content teams

    Create structured article drafts from briefs

    Search-focused outlines and drafts

    Content teams transform topic and keyword guidance into structured long-form drafts.

Best for: Fits when marketing teams need repeatable, brand-consistent copy drafts with controlled variation and structured briefs.

#8

LongShot AI

SEO specialist

LongShot AI creates fact-focused content with research, SEO, and verification features.

7.2/10
Overall
Features7.2/10
Ease of Use7.3/10
Value7.1/10
Standout feature

API-based generation that supports automated copy variant creation inside external content pipelines.

LongShot AI automates copywriting by generating ad, email, and landing page drafts from prompts and structured content inputs. It focuses on rewriting and variant creation for faster iteration across multiple message angles.

Pros
  • +Fast prompt-to-draft flow for ads, email, and landing page copy
  • +Supports structured inputs for consistent messaging across variants
  • +Tone and style controls reduce rewrite churn during iteration
  • +API-based generation supports embedding into existing writing workflows
Cons
  • –Less transparent control over output grounding and factuality checks
  • –Advanced governance workflows are limited without external process design
  • –Long-form optimization is weaker than specialized long content tools
  • –Output formats can require manual cleanup for strict CMS templates
Use scenarios
  • SEO strategists

    Plan pages from SERP theme signals

    Content structure aligned to topics

  • Content marketing teams

    Produce cluster articles with consistent outlines

    Uniform drafts across cluster

Show 2 more scenarios
  • Content strategists

    Draft editorial briefs before writing

    Cleaner research to draft handoff

    Assembles intent, headings, entities, links, and drafting guidance for clearer article handoffs.

  • Content writers and editors

    Write research-informed long-form drafts

    Easier fact-checking support

    Creates structured article drafts that incorporate research guidance for easier factual review.

Best for: Fits when teams need prompt-driven copy variants with consistent tone and API access for workflow integration.

#9

SmartWriter

sales specialist

SmartWriter generates personalized outreach, sales messages, and marketing copy.

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

Template-driven prompt workflow that keeps tone and style consistent across multiple marketing copy formats.

SmartWriter is an automated copywriting tool designed around prompt-based writing flows for generating marketing text from short inputs.

Pros
  • +Prompt templates make ad and email drafts repeatable across campaigns
  • +Tone and style controls help reduce off-brief phrasing drift
  • +Rewrite loops support fast iteration without leaving the generator
  • +Export-ready outputs fit common marketing copy workflows
Cons
  • –Limited evidence of CMS-level automation beyond copy generation
  • –Some niche formats require manual prompting to reach quality targets
  • –Brand voice consistency depends on how prompts are authored
  • –Fewer governance controls than tools aimed at multi-user review
Use scenarios
  • Startup marketing teams

    Drafting ad and landing copy fast

    Faster page and ad drafts

  • B2B demand generation teams

    Iterating email sequences with tone

    More consistent email messaging

Show 2 more scenarios
  • Product marketing teams

    Writing feature sections for launches

    Quicker launch-ready sections

    Prompt templates generate section copy for landing pages and iteratively refine messaging before export.

  • Content operations teams

    Standardizing outputs across campaigns

    Lower variation across assets

    Teams keep style settings consistent while reworking drafts into reusable marketing formats.

Best for: Fits when marketers need repeatable AI copy drafts from prompt templates with quick rewrite loops.

#10

TextCortex

SMB

TextCortex generates business writing, marketing copy, and knowledge-based responses.

6.7/10
Overall
Features6.7/10
Ease of Use6.7/10
Value6.7/10
Standout feature

Brand voice modeling that preserves tone during rewrite workflows.

TextCortex is suited to automated copywriting workflows that need consistent voice across multiple formats, including short-form ads, email copy, and landing page copy. Prompt templates reduce the effort to standardize briefs into repeatable prompts, and its generation controls help maintain tone during rewriting and revision cycles. API-based generation supports use cases where copy is created inside a larger system rather than through manual UI sessions.

Pros
  • +Brand-voice control keeps rewritten copy consistent
  • +Prompt templates support repeatable briefs across campaigns
  • +API-based generation fits automated content pipelines
  • +Tone and style parameters carry through multi-step edits
Cons
  • –Brand voice outputs vary when guidance is under-specified
  • –Long-form drafting needs tighter prompting for structure consistency
  • –Workflow automation depth depends on how endpoints are integrated
  • –Human-in-the-loop review remains necessary for factual claims
Use scenarios
  • Lifecycle marketing teams

    Generate and rewrite email sequences

    Faster iteration with consistent voice

  • Growth teams

    Produce landing page copy versions

    More testable page variants

Show 2 more scenarios
  • Content ops teams

    Automate copy creation via API

    Reduced manual copy production

    API-based generation embeds drafts into existing tooling for approvals and publishing.

  • Performance marketing teams

    Scale short-form ad copy

    Higher volume creative drafts

    Tone controls generate multiple ad options aligned to a shared style guide.

Best for: Fits when teams need brand-consistent automated writing across many assets.

Conclusion

After evaluating 10 automated copywriting software, Rytr 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
Rytr

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 Automated Copywriting Software

How do Anyword and Rytr differ when teams need batch generation for multiple campaign angles?
Anyword turns campaign briefs and prompts into many ad and landing variants while ranking and steering the variants toward likely outcomes per brief. Rytr also supports batch generation, but its workflow is centered on quick prompt templates and a guided editor loop for rapid iteration.
Which tools support API-based generation for integrating copy output into external pipelines?
LongShot AI and TextCortex support API-based generation so copy variants can be created inside other systems. These tools are also positioned for programmable output export, while Anyword and Rytr focus more on workspace workflows than developer-first orchestration.
What breaks if brand voice consistency matters during rewrite workflows instead of only during initial drafting?
Inconsistent voice shows up when rewrite passes do not carry tone and style parameters forward. TextCortex is built around brand voice modeling that preserves tone during rewrite workflows, while Article Forge relies on scoped prompts and structured inputs, so rewrite quality depends more on prompt scoping than ongoing voice constraints.
How does the “brief to output” workflow differ between Scalenut and Simplified?
Scalenut starts from structured content briefs and drives long-form outline and draft creation with on-page SEO guidance tied to target keywords and search intent. Simplified focuses on configurable prompt templates and editing passes that reduce back-and-forth for short-form assets like ads and social posts, with longer drafts handled through its writing inputs.
When teams need quick turnaround for short-form ads and email drafts, where does Article Forge fall short?
Article Forge is optimized for automated long-form article generation and batch draft output, so it is not built for fast, format-by-format iteration on short emails and ad variants. Rytr, SmartWriter, and Neuroflash emphasize repeatable prompt templates with rewrite loops that target those short-form formats directly.
How do CopySmith and SmartWriter handle template reuse when multiple teams generate similar assets?
CopySmith keeps consistency by tying brand voice modeling to prompt templates that get reused across landing sections, ad variants, and email drafts. SmartWriter also uses template-driven prompt workflows, but it is more focused on structured prompt templates with iterative rewriting before export rather than deeper voice-to-template coupling.
Which tools are better suited for workflow-driven editing and approval loops before publishing in a CMS?
Neuroflash emphasizes editing and approval loops so drafts can be refined before publishing in a CMS. Simplified also supports editing passes for ready-to-publish copy, while Anyword centers performance-guided variant steering tied to campaign briefs rather than CMS-specific review loops.
What should teams verify about export formats and publishing handoff when comparing LongShot AI and Anyword?
Export handoff matters when downstream systems expect consistent formatting for landing page copy, ad variants, or email sequences. LongShot AI is positioned around API-based generation and programmable output export for downstream content pipelines, while Anyword emphasizes export-ready outputs driven by prompt templates and campaign briefing.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Automated Copywriting Software

We see the biggest differences in how products control what gets written and how that output fits your workflow—especially around Brand voice control, Compliance and citations, and workflow automation. The choice is less about “can it write,” and more about how consistently it produces on-brand copy with trackable guardrails.

Brand voice control depth

Why it matters

Brand voice control depth matters because copy that drifts reads off-brand even when the topic is correct. If the tool can store and apply voice settings reliably, your throughput stays consistent across formats.

How to check

Ask for a demo using two different writing samples under the same voice settings and compare wording patterns, formality, and signature phrases. Then change the voice configuration and generate again to confirm the output actually tracks your new settings.

Source citations and traceability

Why it matters

Source citations and traceability matter when you need to defend claims or reuse content later. Automated copy that can’t show where facts came from forces extra manual cleanup.

How to check

Generate a short piece that includes a factual claim and check whether the tool shows citations or links to sources you can review. In the UI, follow one citation back to confirm it’s tied to the specific claim.

Approval workflow and automation

Why it matters

Approval workflow and automation matter because automated copywriting only saves time when drafts move through review with the right handoffs. If approvals and status transitions are weak, teams end up copying content between tools.

How to check

Request a walkthrough of how a draft moves from generation to review and final state. If the product supports roles or handoffs, try creating a draft, submitting it, and reviewing it in a separate role.

Reusable templates and structure

Why it matters

Reusable templates and structure matter because consistent structure prevents output from feeling generic. When teams can reuse settings and formatting, you reduce rework for every new page or campaign.

How to check

In the demo, ask to create a writing template for one use case and regenerate the same type of output twice with different inputs. Check whether headings, section order, and required elements stay consistent while the content changes.

Constraints on length and variants

Why it matters

Constraints on length and variants matter because copy needs predictable formats for testing and deployment. Without controls, you may get text that’s too long, too short, or inconsistent across variants.

How to check

Ask the tool to produce three variants for the same brief with explicit target lengths or formatting notes, then verify the character/word counts and structure match each target. Also check whether minor instruction changes reliably change the output.

Audit log and revision history

Why it matters

Audit log and revision history matter when you need to understand what changed and who approved it. For teams, traceability reduces disputes and makes it easier to reuse proven drafts.

How to check

Generate content, make a revision, and then open the history or audit view to confirm it records the change and the author/role. Ask whether you can compare versions side by side.

Red flags

  • Voice settings don’t persist across generates
  • Citations are missing or don’t map to claims
  • Review states and revisions aren’t traceable

Fit by situation

  • If you manage multiple campaigns and need steady on-brand outputs, prioritize Brand voice control depth.
  • If you publish factual or regulated-adjacent claims and must review sources, prioritize Source citations and traceability.
  • If your team needs review before publishing, prioritize Approval workflow and automation.
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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