Commissioned Research
Top 10 Best Chemical Structure Drawing Software of 2026

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Top 10 Best Chemical Structure Drawing Software of 2026

Compare chemical structure drawing software options for chemists and students, with tradeoffs for diagram features and editing workflows.

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

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

02Source Research

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

Chemical structure drawing tools determine how lab teams turn reaction schemes, molecules, and annotations into consistent data models that downstream systems can ingest. This comparison helps technical evaluators weigh formula generation, structure editing modes, and export or API integration against browser versus desktop workflows.

ACD/ChemSketch is the best pick for research teams that need desktop-grade structure checking and reaction consistency because its built-in cleanup and validation phase catches issues right as you edit, whereas ChemDraw is a strong fit for groups preparing publication-quality schemes that require reliable, structured reaction formatting.

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

ACD/ChemSketch

Structure cleanup and validation run as a built-in editing phase, not a separate downstream tool.

Best for: Fits when research teams need desktop-grade structure checking and reaction scheme consistency.

2

ChemDoodle

Editor pick

ChemDoodle’s built-in structure processing tied to the drawing workflow reduces the gap between sketching and standardization.

Best for: Fits when lab workflows need accurate 2D structures with format interchange and on-draw normalization checks.

3

KingDraw

Editor pick

Reaction scheme editor workflow that keeps multi-step diagram structure consistent during editing.

Best for: Fits when lab teams must draw and export chemical figures reliably for recurring documentation workflows.

Comparison Table

1
ACD/ChemSketchBest overall
SMB
9.3/10
Overall
2
8.8/10
Overall
3
8.6/10
Overall
4
enterprise
8.3/10
Overall
5
vertical specialist
8.0/10
Overall
6
7.8/10
Overall
7
7.4/10
Overall
8
vertical specialist
7.1/10
Overall
9
enterprise
6.8/10
Overall
10
6.6/10
Overall
#1

ACD/ChemSketch

SMB

Chemical structure drawing software with formula generation, naming, and molecular property calculations.

9.3/10
Overall
Features9.3/10
Ease of Use9.1/10
Value9.5/10
Standout feature

Structure cleanup and validation run as a built-in editing phase, not a separate downstream tool.

ACD/ChemSketch is designed for end-to-end editing where sketches become checkable chemical objects rather than static artwork. The software supports reaction scheme construction with reagents, conditions, and mapping-aware editing, then runs cleanup and validation steps to reduce common drawing errors. Export and interchange work are strong for common structure formats used across chemistry workflows.

A tradeoff appears in automation depth compared with tools that expose extensive scripting and remote execution, because repeatable pipelines often rely on local file workflows rather than API-driven batches. It fits teams that need consistent structure checking and scheme editing for day-to-day lab documentation and handoff between desktop cheminformatics steps.

Pros
  • +Integrated structure cleanup and validation reduces manual correction time.
  • +Reaction scheme editing includes reagents and conditions with consistent formatting.
  • +Works well for standard structure interchange using common file formats.
  • +Stereochemistry notation support improves fidelity during edits.
Cons
  • –Batch automation and API-driven throughput are less central than desktop workflows.
  • –Advanced integration scenarios can require add-on modules and extra setup.
  • –Large multi-structure documents can feel slower than lighter sketch tools.
Use scenarios
  • Medicinal chemistry scientists

    Standardize drawn scaffolds before submission

    Fewer redraws and fewer reviewer comments

  • Synthesis planning chemists

    Draft and edit reaction schemes

    Schemes export cleanly for reports

Show 2 more scenarios
  • Regulated lab documentation teams

    Prepare standardized structure records

    Consistent handoffs across systems

    Imported drawings can be normalized through cleanup so exported structures match internal conventions.

  • Cheminformatics support staff

    Convert and sanitize received structures

    Lower rework in data curation

    File-based edits and validation reduce repair work before ingestion into downstream pipelines.

Best for: Fits when research teams need desktop-grade structure checking and reaction scheme consistency.

#2

ChemDoodle

SMB

Chemical drawing software for desktop, web, and scientific publishing workflows.

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

ChemDoodle’s built-in structure processing tied to the drawing workflow reduces the gap between sketching and standardization.

ChemDoodle provides a browser and desktop style chemical structure drawing workflow with atom-level editing, bond topology changes, and stereochemistry controls. It supports common interchange formats for structures and drawings, including SMILES and file formats used in chemical data work.

ChemDoodle also includes structure cleanup helpers such as valence-oriented checks and aromaticity handling that help standardize drawn molecules. The product differentiates most in how it couples drawing features with cheminformatics-oriented processing for import, export, and structure normalization tasks.

Pros
  • +Strong stereochemistry notation controls for R S and E Z workflows
  • +Good structure import and export coverage for common cheminformatics formats
  • +Inline cleanup support improves drawn molecule consistency
  • +Fine-grained drawing tools support both quick sketches and precise edits
Cons
  • –Complex structure workflows take time to set up into consistent conventions
  • –Automation and API coverage feels lighter than desktop-centric competitors
  • –Reaction scheme editing is less complete than reaction-focused sketchers
  • –Large batch standardization requires external tooling instead of in-app batch
Use scenarios
  • chemistry web app developers

    Embed interactive structure editor

    Browser-based structure input

  • medicinal chemistry researchers

    Fix bonding and stereochemistry

    More consistent structures

Show 2 more scenarios
  • cheminformatics data teams

    Convert structures between formats

    Less manual re-entry

    Transfer molecules using supported file formats and SMILES for reuse across tools.

  • analytical lab analysts

    Pair structures with spectra

    Faster visual interpretation

    Review structure drawings alongside spectrum-related content in one workflow.

Best for: Fits when lab workflows need accurate 2D structures with format interchange and on-draw normalization checks.

#3

KingDraw

SMB

Mobile and desktop chemical structure drawing application.

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

Reaction scheme editor workflow that keeps multi-step diagram structure consistent during editing.

KingDraw is used for day-to-day creation of molecular and reaction schemes, with editing features aimed at consistent atom connectivity and readable annotations. Export coverage supports common interchange formats used in chemistry workflows, so drawings can move between document tools and downstream processing. Where workflows include stereochemistry representation and structured reaction diagrams, KingDraw’s editor keeps those elements in the authoring loop rather than requiring manual redraws after conversion.

A key tradeoff is that KingDraw’s automation depth is better suited to structured batch steps than to fully custom integration logic. Teams get the most value when they standardize templates for routine figures and then run controlled transformations for submission or data exchange.

Pros
  • +Reaction scheme editing stays practical for multi-step diagrams
  • +Exports follow common chemistry interchange formats for handoffs
  • +Validation helps reduce obvious drawing and connectivity mistakes
  • +Stereochemistry notation is handled during authoring rather than after export
Cons
  • –Automation options are narrower than full cheminformatics stacks
  • –Advanced structure cleanup workflows need external tooling for breadth
Use scenarios
  • Medicinal chemistry authors

    Draft lead-optimization reaction figures

    Fewer redraws during revisions

  • Analytical chemistry teams

    Standardize labeled structures in SOPs

    Cleaner documentation outputs

Show 1 more scenario
  • Cheminformatics support teams

    Convert structures between tools

    Lower manual reformatting

    Exports drawings in widely used structure formats for ingestion by downstream systems.

Best for: Fits when lab teams must draw and export chemical figures reliably for recurring documentation workflows.

#4

ChemDraw

enterprise

Desktop and web software for drawing, editing, and sharing chemical structures.

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

Reaction scheme tools combine structured arrow handling with consistent conditions formatting.

ChemDraw’s interaction model centers on fast bond and atom editing with templates for common drawing tasks like rings, aromatic systems, and reaction arrows. Built-in name and identifier helpers can convert structures to chemical name representations that match how many labs label compounds in documentation. File workflows support moving diagrams between systems using MOL, RXN, and related exchange formats.

Pros
  • +Reaction scheme drawing tools reduce manual arrow and condition formatting work
  • +Stereochemistry notation supports precise labeling for E Z and chiral centers
  • +Diagram cleanup tools keep bond geometry and labeling consistent across revisions
  • +Mature exchange via MOL and RXN formats helps cross-tool collaboration
Cons
  • –Automation and API access are limited compared with diagram-first workflows
  • –SDF-level curation and normalization can require external cheminformatics steps
Use scenarios
  • Medicinal chemistry teams

    Draft SAR reaction schemes quickly

    Faster manuscript-ready figures

  • Chemical documentation staff

    Convert structure drawings for reports

    Lower rework during review

Show 1 more scenario
  • Academic labs

    Produce consistent stereochemistry figures

    Fewer corrections after submission

    Built-in stereochemistry notation reduces labeling mistakes across multiple authors.

Best for: Fits when research groups need publication-quality schemes and reliable exchange with cheminformatics tools.

#5

PubChem Sketcher

vertical specialist

Browser-based chemical structure editor connected to the PubChem substance and compound database.

8.0/10
Overall
Features8.0/10
Ease of Use8.0/10
Value8.0/10
Standout feature

PubChem ecosystem integration that keeps drawn structures consistent with PubChem-centric structure handling.

PubChem Sketcher is a web-based 2D chemical structure drawing interface tied to the PubChem ecosystem. It supports atom and bond editing with chemical-aware checks and common structure export needs for downstream cheminformatics workflows.

Pros
  • +PubChem-aligned workflow reduces mismatch between drawings and PubChem structures
  • +Web-based editing avoids local installation and supports quick sharing
  • +Chemical-aware editing prevents many basic valence and notation mistakes
  • +Exports and imports fit common structure exchange patterns in research pipelines
Cons
  • –Limited deep formatting control compared with dedicated desktop editors
  • –Automation and API access are not the primary focus for programmatic workflows
  • –Reaction scheme support is narrower than full-feature reaction editors
  • –Large batch processing needs an external standardization or conversion step
Use scenarios
  • PubChem power users

    Sketch then export structures

    Lower setup friction

  • compound submission teams

    Prepare structures for records

    Fewer structure corrections

Show 1 more scenario
  • screening data analysts

    Create structures for matching

    More reusable inputs

    Convert drawn structures into formats suited for cheminformatics processing.

Best for: Fits when teams need fast, PubChem-aligned structure drawing for lookup and curation tasks.

#6

MolSketch

SMB

Free browser-based chemical structure editor with no installation required.

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

On-canvas valence and aromaticity validation runs during editing to reduce malformed structures.

MolSketch is a web-based 2D chemical structure drawing tool built for creating and editing structures directly in the browser. It supports common exchange formats like MOL and SDF and includes structure validation features such as valence and aromaticity checks.

Pros
  • +Browser-first sketching avoids local editor setup overhead
  • +Valence and aromaticity checks help catch common structure errors
  • +Stereochemistry tools cover R/S and E/Z notation workflows
  • +MOL and SDF support supports exchange into other chemistry tools
Cons
  • –Reaction mapping and atom-mapped workflows are limited for advanced synthesis studies
  • –Automation and API surface for lab integration is not documented for governance use
  • –Structure cleanup and standardization tools are less comprehensive than desktop cheminformatics suites
  • –Large-scale batch throughput for many files is not positioned as a core capability
Use scenarios
  • lab documentation teams

    Draw structures in the browser

    Clean structure files

  • chemistry researchers

    Validate valence and aromaticity

    Fewer redraws

Show 2 more scenarios
  • medicinal chemists

    Annotate stereochemistry correctly

    Correct stereochemical notation

    Enter R/S and E/Z stereochemistry and export structures for downstream work.

  • chem data integrators

    Generate MOL and SDF outputs

    Interoperable structure data

    Export structures for document preparation and cheminformatics pipelines.

Best for: Fits when lab teams need browser-based 2D drawing and format export for routine structure work.

#7

Zoho ChemStudio

SMB

Browser-based chemical structure drawing and analysis tool for professionals and students.

7.4/10
Overall
Features7.4/10
Ease of Use7.4/10
Value7.4/10
Standout feature

Built for Zoho identity and administration workflows that keep structure editing access centrally managed.

Zoho ChemStudio is a web-based 2D chemical structure drawing tool tied into the broader Zoho ecosystem and built around controlled structure authoring. It supports common sketcher workflows for molecular structures and reaction schemes with format I O for exchanging structures through standard chemistry file types.

Pros
  • +Web editor workflow reduces local installation friction for structure drawings
  • +Strong import and export coverage for common structure interchange formats
  • +Reaction scheme editing supports multi-step drawing and consistency across diagrams
  • +Zoho account administration supports centralized user and access management
Cons
  • –Advanced structure curation workflows are narrower than dedicated cheminformatics suites
  • –Automation and API surface feel lighter than full-featured chem-integration tools
  • –Higher-volume standardization needs may require external tooling for throughput
  • –Complex structure normalization can take more manual effort than specialized tools
Use scenarios
  • Zoho-based lab teams

    Author reaction schemes

    Consistent scheme authoring

  • chemical curation staff

    Edit and exchange structure files

    Reusable structure exports

Show 1 more scenario
  • regulated quality groups

    Govern who can edit

    Controlled structure edits

    Apply governance-friendly administration patterns within the Zoho account model.

Best for: Fits when Zoho-centered teams need shared structure drawing and file exchange for lab documentation.

#8

ChemStitch

vertical specialist

AI-powered web-native chemical structure editor with property prediction and retrosynthesis.

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

Built-in structure cleanup plus valence checking during the sketching loop to reduce invalid intermediates.

ChemStitch is a web-based chemical structure drawing tool built around structure editing workflows and chemical file interoperability. The core experience centers on creating and editing 2D structures, handling stereochemistry notation, and exporting common formats like MOL and SDF.

Pros
  • +Web-first workflow for drawing, editing, and format exchange without desktop installs
  • +Stereochemistry notation supports common R/S and E/Z style labeling needs
  • +Structure cleanup and valence checking reduce manual correction cycles
  • +Export-friendly behavior supports file-based downstream pipelines
Cons
  • –Limited automation surface compared with IDE-style cheminformatics editors
  • –Fewer extensibility and integration options than API-first lab tooling
  • –Reaction-specific editing depth is thinner than full reaction scheme editors
  • –Advanced query and standardization features are not the focus
Use scenarios
  • research lab coordinators

    Standardize drawn molecules

    More standardized inputs

  • cheminformatics engineers

    Export MOL and SDF

    Pipeline-ready structures

Show 1 more scenario
  • synthesis documentation teams

    Record stereochemistry for targets

    Correct stereochemical records

    Enter stereochemistry notation during drawing for accurate structure capture.

Best for: Fits when lab workflows need fast 2D structure edits and dependable MOL or SDF exchange.

#9

BIOVIA Draw

enterprise

Chemical drawing application for molecular structures, reactions, and scientific documentation.

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

Reaction scheme editing with consistent atom labeling across steps supports mapped workflows better than basic sketchers.

BIOVIA Draw is a 2D chemical structure drawing and editing tool geared to regulated and research lab workflows. It supports standard structure file round-tripping such as MOL and SDF and can import SMILES for quick sketch-to-structure workflows.

Pros
  • +Strong MOL and SDF import and export for structure file round-trips
  • +Reaction scheme editing supports multi-step drawing with consistent atom labeling
  • +Built-in structure checks catch common notation and connectivity mistakes
  • +Works well in BIOVIA-led environments where structures must stay consistent
Cons
  • –Less flexible for highly automated batch cleanup than dedicated structure standardization tools
  • –Automation and integration surface depends heavily on BIOVIA ecosystem components
  • –Advanced workflows can require configuration and chemistry settings discipline
  • –UI focus is drawing and notation more than search and analysis tooling
Use scenarios
  • regulated research labs

    Round-trip MOL and SDF

    Stable structure round-tripping

  • structure capture specialists

    Sketch from SMILES quickly

    Faster structure creation

Show 1 more scenario
  • reaction mapping teams

    Edit reaction schemes

    Clear transformation records

    Create reaction-scheme style mapped workflows to track reagents and products.

Best for: Fits when lab teams need accurate 2D drawing with reliable file exchange inside BIOVIA-centric workflows.

#10

JSME Molecular Editor

API-first

JavaScript molecular editor for drawing chemical structures inside web pages.

6.6/10
Overall
Features6.6/10
Ease of Use6.7/10
Value6.5/10
Standout feature

Direct client-side embedding for interactive drawing in web apps without installing a desktop CAD client.

JSME Molecular Editor is a browser-based 2D chemical structure drawing tool that emphasizes a lightweight sketch workflow with immediate rendering. It supports common molecular file round-tripping through MOL and supports SMILES import and export for interchange with cheminformatics pipelines.

Pros
  • +Runs in-browser with fast sketch-to-render feedback
  • +SMILES import and export supports quick pipeline interchange
  • +Stereochemistry notation is available during interactive editing
  • +Reaction scheme editing supports multi-step transformation layouts
Cons
  • –API surface is limited for server-side automation beyond client embedding
  • –Full cheminformatics normalization and standardization tooling is minimal
  • –Substructure and similarity search are not part of the editor workflow
  • –Large structure edits can feel constrained versus desktop CAD-style sketchers
Use scenarios
  • web application developers

    Provide lightweight structure sketches

    Interactive structure input

  • cheminformatics pipeline builders

    Exchange via MOL and SMILES

    Interchange-compatible data

Show 2 more scenarios
  • medicinal chemistry writers

    Document transformations with RXN

    Readable transformation documentation

    Author RXN-style reaction structures alongside reagents and products in browser.

  • structure curators

    Reduce common stereochemical errors

    Fewer manual corrections

    Use basic validation during drawing to reduce mistakes on common stereocenters.

Best for: Fits when lab teams need browser-based sketching with SMILES exchange for reports and internal QC.

Conclusion

After evaluating 10 chemical structure drawing software, ACD/ChemSketch 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
ACD/ChemSketch

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 Chemical Structure Drawing Software

How do ChemDraw and MarvinSketch differ for reaction scheme authoring and conditions formatting?
ChemDraw provides reaction scheme tools that combine structured arrow handling with consistent conditions formatting, which helps keep multi-step diagrams readable across edits. BIOVIA Draw also supports reaction-scheme style editing, but its strength centers on mapped workflows with consistent atom labeling across steps.
Which tool handles structure cleanup during the sketch loop instead of as a separate workflow step?
ACD/ChemSketch runs structure cleanup and validation as a built-in editing phase before export, which standardizes imported drawings. ChemDoodle couples structure processing to the drawing workflow to reduce the gap between sketching and normalization, while MolSketch and ChemStitch run valence and aromaticity checks directly during editing.
When teams need browser-based drawing with SMILES interchange, how does JSME Molecular Editor compare with ChemDoodle?
JSME Molecular Editor supports client-side embedding for interactive web apps and includes SMILES import and export for interchange with cheminformatics pipelines. ChemDoodle also provides SMILES and file interchange plus on-draw normalization checks, but it is not centered on in-page interactive embedding as a primary workflow.
Which editors best support PubChem-aligned handling for lookup and curation workflows?
PubChem Sketcher is built for fast alignment with PubChem file and identifier conventions, which reduces friction when moving from drawing to data lookup or submission-related preparation. ChemDraw and ChemDoodle both support common exchange formats, but PubChem Sketcher is the only one in this set tightly coupled to the PubChem ecosystem.
What breaks if a workflow relies on RXN-style structures for atom-mapped transformations?
JSME Molecular Editor supports reaction-scheme authoring through RXN-style structures, which preserves transformations when the output must reflect mapped reagent-to-product relationships. BIOVIA Draw is designed for reaction-scheme editing with consistent atom labeling across steps, but basic structure-only sketchers can lose mapping intent if they do not treat reaction steps as first-class entities.
How do ACD/ChemSketch and MolSketch handle stereochemistry notation and validation during editing?
ACD/ChemSketch includes valence and stereochemistry support with structure checking tied to the editing workflow. MolSketch provides stereochemistry notation for R/S and E/Z plus on-canvas validation such as valence and aromaticity checks to prevent malformed structures.
Which tools focus on governance-friendly admin controls for shared structure editing access?
Zoho ChemStudio is built around governance-friendly administration patterns within the Zoho account model, which centralizes identity and access controls for structure editing. In contrast, PubChem Sketcher aligns with PubChem-centric workflows and is less oriented around enterprise admin patterns.
How does data migration work when moving structures and reaction schemes between desktop and web editors?
BIOVIA Draw targets round-tripping with structure file formats such as MOL and SDF and can import SMILES for sketch-to-structure workflows. ChemDraw and ACD/ChemSketch also support structures and reactions in common chemistry formats, but the browser-focused tools in this set typically rely on file or SMILES exchange to transfer drawing state.
When integration requires automation through APIs or embedding, where do tools differ?
JSME Molecular Editor emphasizes browser embedding for interactive drawing in web apps, which fits integration patterns where the editor must live inside an existing UI. Others in this set are typically used through file exchange and workspace workflows, while direct API-first integration is not the defining mechanism of ChemDraw, ACD/ChemSketch, or ChemDoodle.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Chemical Structure Drawing Software

We separate options in chemical structure drawing software by how faithfully they capture structural intent and how predictably they clean, label, and export it. Prioritize stereochemistry notation and structure cleanup, since these determine whether your drawings stay consistent through edits and handoff.

Stereochemistry notation fidelity

Why it matters

Stereochemistry notation matters when your drawings include chiral centers, E/Z bonds, and wedge/dash relationships. If fidelity is weak, revisions can silently change meaning across saves and exports.

How to check

Open a sample that includes one chiral center plus one E/Z double bond. Make a deliberate edit (flip or toggle) and then export to the common structure exchange format shown in the tool’s options; re-open to confirm the stereochemistry is unchanged.

Structure cleanup and consistency tools

Why it matters

Structure cleanup tools keep structures consistent after hand edits, especially when bonds, charges, and valence are nearly correct. This reduces downstream surprises when structures are reused.

How to check

Start from a messy sketch: draw an extra bond, create an awkward valence, or leave an aromatic ring that the tool might reinterpret. Run the cleanup feature the product highlights, then inspect whether the corrected result matches your expected structural form and charge.

Reaction scheme editing workflow

Why it matters

Reaction scheme editing workflow matters if you connect multiple steps with reagents, conditions, and atom-level changes. Weak workflows make multi-step schemes harder to maintain when you revise.

How to check

Create a two-step scheme with arrows, reagents/conditions text, and a reactant-to-product transformation. Ask the demo to adjust one atom’s placement and then check whether the arrow mapping and layout remain intact after saving and reloading.

Import and export structure reliability

Why it matters

Format import/export reliability matters when your drawings move between collaborators and downstream tools. If conversion is lossy, bond orders, charges, and query features can drift.

How to check

Import a structure file you already use. Export from the app using its default structure exchange options, then immediately re-import and compare key details visually: atom labels, bond orders, charges, and any stereochemistry markers.

Substructure search accuracy

Why it matters

Substructure search accuracy matters when you draw and also need to find related motifs in your own library. If results are inconsistent with what the viewer shows, you lose trust in the drawn representation.

How to check

Load or create a small set of structures that share a motif. Search using a partial structure pattern that should return only a known subset; verify the hits match what a chemist would expect from the on-screen structure.

Red flags

  • Stereochemistry flips after export or re-open
  • Cleanup changes meanings you didn’t intend
  • Imports lose bond order or charge on first save

Fit by situation

  • If your work routinely includes chiral centers and E/Z bonds, prioritize stereochemistry notation fidelity.
  • If your sketches come from quick edits and need consistent final structures, prioritize structure cleanup and consistency tools.
  • If you draft multi-step transformations and revise them often, prioritize reaction scheme editing workflow.
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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