Commissioned Research
Top 9 Best 3D Dental Imaging Software of 2026

GITNUXSOFTWARE REVIEW

Healthcare Medicine

Top 9 Best 3D Dental Imaging Software of 2026

Compare 3d dental imaging software options like Planmeca Romexis, with tradeoffs for clinics choosing tools for imaging and review.

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 our reviews. Editorial policy

Dental teams use 3D imaging software to convert CBCT and intraoral scan data into consistent views, measurements, and planning outputs that feed chairside and lab workflows. This comparison helps operators choose between workstation-centric imaging suites and model-driven platforms with integration options, so data handling, throughput, and workflow configuration align with clinic requirements.

DEXIS Imaging Suite is the best pick for clinics that need consistent interactive 3D review and smoother DICOM case exchange because its multiplanar reconstruction includes integrated measurements for rapid diagnostic handling, whereas Dolphin Imaging fits orthodontic teams focused on chairside implant and standardized planning review since it keeps dedicated measurement views inside one workflow.

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

DEXIS Imaging Suite

Multiplanar reconstruction with integrated measurements for rapid diagnostic review during CBCT case handling.

Best for: Fits when clinics prioritize consistent interactive 3D review and DICOM-driven case exchange.

2

Dolphin Imaging

Editor pick

Dolphin Imaging’s implant planning workflow combines virtual placement review with dedicated measurement views for chairside decision support.

Best for: Fits when imaging staff need standardized CBCT and planning review with DICOM-based case handoff.

3

Planmeca Romexis

Editor pick

Planmeca device-aligned exam workflows that keep capture-to-3D review steps inside one patient workspace.

Best for: Fits when clinics standardize CBCT and 3D capture and need one interface for review and measurement.

Comparison Table

1
enterprise
9.4/10
Overall
2
vertical specialist
8.8/10
Overall
3
8.7/10
Overall
4
vertical specialist
8.3/10
Overall
5
vertical specialist
8.0/10
Overall
6
vertical specialist
7.7/10
Overall
7
vertical specialist
7.6/10
Overall
8
vertical specialist
7.0/10
Overall
9
enterprise
6.8/10
Overall
#1

DEXIS Imaging Suite

enterprise

DEXIS Imaging Suite provides dental image acquisition, viewing, diagnosis, and treatment planning.

9.4/10
Overall
Features9.4/10
Ease of Use9.3/10
Value9.5/10
Standout feature

Multiplanar reconstruction with integrated measurements for rapid diagnostic review during CBCT case handling.

DEXIS Imaging Suite is built around repeatable diagnostic viewing for volumetric and 2D data, with multiplanar reconstruction and measurement tools used during case review. The workflow stays centered on DICOM case handling, with viewing and annotation steps that can be carried through to exported outputs. DEXIS also supports lab and clinical exchange needs through common export formats like STL for 3D work.

A tradeoff shows up in automation depth compared with platforms that offer wider external orchestration, because batch pipelines and API-first workflows are not as prominent in typical deployments. DEXIS fits best when teams need consistent interactive review and documentation for CBCT and related imaging rather than heavy programmability for custom processing.

Pros
  • +DICOM-centered workflow reduces friction when moving cases between systems
  • +Multiplanar reconstruction supports practical chairside and clinician review
  • +Measurement and annotation tools cover common documentation needs
  • +STL export supports downstream model and guide workflows
Cons
  • –API and external automation surface is less evident than in automation-first competitors
  • –Advanced segmentation customization needs more manual clinician interaction
Use scenarios
  • General dentistry teams

    Routine CBCT review and measurements

    Faster case documentation

  • Endodontic specialists

    Complex canal imaging review

    More consistent treatment planning

Show 2 more scenarios
  • Implant planning coordinators

    Export models for lab workflows

    Smooth lab handoffs

    STL outputs support sharing planning geometry with downstream design tools.

  • Orthodontic treatment planning staff

    Cephalometric-style documentation

    More traceable decisions

    Interactive measurement and case annotation support structured orthodontic documentation steps.

Best for: Fits when clinics prioritize consistent interactive 3D review and DICOM-driven case exchange.

#2

Dolphin Imaging

vertical specialist

3D imaging and cephalometric analysis software for orthodontic practices.

8.8/10
Overall
Features8.8/10
Ease of Use8.7/10
Value8.9/10
Standout feature

Dolphin Imaging’s implant planning workflow combines virtual placement review with dedicated measurement views for chairside decision support.

Dolphin Imaging centers on radiology-style review with multiplanar reconstruction, landmarking, and measurement tools used for routine planning steps. It includes dental-specific analysis modules such as cephalometric workflows and implant planning views that can be referenced during virtual implant placement. It also supports DICOM import and export for case movement and viewing continuity across the practice workflow.

A practical tradeoff is that higher-effort work like implant planning setup and repeatable measurement templates can require governance discipline across operators. Dolphin Imaging fits situations where imaging teams need standardized case review steps and documented data handoff between acquisition, review, and planning stations.

Pros
  • +Strong multiplanar review with detailed dental measurement tools
  • +Cephalometric and implant planning workflows stay inside one interface
  • +DICOM import and export supports case movement across systems
  • +Landmarking and annotation support consistent case comparisons
Cons
  • –Advanced planning workflows can take time to standardize
  • –Workflow outcomes depend on operator template discipline
  • –Some cross-system handoffs can require export tuning
  • –Module breadth can increase training load for new users
Use scenarios
  • Orthodontic imaging coordinators

    Cephalometric planning and progress comparisons

    More consistent case tracking

  • Implant planning teams

    Virtual implant placement review

    Faster surgical planning review

Show 2 more scenarios
  • Endodontic imaging clinicians

    Complex canal assessment

    Clearer pre-op imaging documentation

    Multiplanar inspection supports lesion and tooth-structure evaluation for case documentation.

  • Imaging IT administrators

    DICOM case routing and sharing

    Less manual case handling

    DICOM import and export enable consistent transport of study data between systems.

Best for: Fits when imaging staff need standardized CBCT and planning review with DICOM-based case handoff.

#3

Planmeca Romexis

enterprise

Planmeca Romexis manages 2D and 3D dental images, CBCT data, and clinical workflows.

8.7/10
Overall
Features8.7/10
Ease of Use8.6/10
Value8.8/10
Standout feature

Planmeca device-aligned exam workflows that keep capture-to-3D review steps inside one patient workspace.

Romexis provides imaging display and measurement tools that support typical CBCT review tasks, including multiplanar views, 3D volume rendering, and orthodontic and surgical planning workflows. The interface is structured around patient datasets and exam reuse, which reduces the need to bounce between separate viewers for routine tasks. DICOM import and export supports interoperability with imaging systems and external repositories used for referrals and internal review.

A key tradeoff is that deeper automation and extensibility depend on how the clinic standardizes Planmeca device capture and downstream handoff steps, which can limit consistency across mixed-vendor setups. Romexis fits best when the clinic has predictable exam types and wants operators to run the same review and measurement workflow each session.

Pros
  • +Multiplanar reconstruction and measurement tools in one operator workflow
  • +DICOM import and export supports imaging exchange with external systems
  • +Patient dataset reuse reduces per-case setup during routine reviews
  • +Strong handling of Planmeca exam types for consistent display across sessions
Cons
  • –Automation depth is more constrained when workflows start from non-Planmeca sources
  • –Advanced segmentation and planning steps may require add-on choices
  • –Networked multi-user usage can require careful workstation and permission setup
  • –Large dataset handling depends on hardware sizing and storage design
Use scenarios
  • Surgical planning teams

    CBCT review for implant planning

    Faster review-to-plan handoff

  • Orthodontic clinics

    Cephalometric measurement on mixed cases

    More repeatable measurements

Show 2 more scenarios
  • Imaging coordinators

    DICOM exchange for referrals

    Lower referral rework

    Coordinators move patient exams through DICOM import and export to external systems.

  • Digital dentistry managers

    3D scan and CBCT case reviews

    One workflow for mixed inputs

    Teams compare 3D renderings and measurements across dataset types in one workspace.

Best for: Fits when clinics standardize CBCT and 3D capture and need one interface for review and measurement.

#4

SICAT Suite

vertical specialist

3D imaging and guided surgery software for CBCT-based dental planning.

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

Guided implant planning workflow inside SICAT’s suite, built around case review from DICOM import to planning steps.

SICAT Suite supports 3D dental imaging workflows centered on volumetric DICOM import for viewing, multiplanar reconstruction, and measurements. It pairs chairside style review tools with SICAT’s guided modules for implant-related planning and orthodontic review tasks.

Pros
  • +Fast DICOM-driven viewing with multiplanar reconstruction and measurement tools
  • +Workflow-oriented modules for implant and orthodontic planning steps
  • +3D file exchange for STL and PLY-based surface workflows
  • +Integration via DICOM worklist reduces manual case handling
Cons
  • –Advanced automation depends on integration setup versus file-only workflows
  • –Some niche specialties require module-specific configuration to match clinic protocols
  • –Surface and volume work can feel separate when switching file types
  • –Audit-style governance controls are not as granular as some PACS-centric stacks
Use scenarios
  • Dental clinics, implant coordinators

    DICOM-based implant planning case review

    Consistent measurements for planning handoffs

  • Orthodontic teams

    Orthodontic 3D review with guided tools

    Repeatable review across cases

Show 1 more scenario
  • Dental labs, CAD preparation

    STL or PLY export for design

    Prepared geometry for next tools

    Labs exchange 3D surface data from imaging workflows into STL or PLY-based downstream design processes.

Best for: Fits when clinics want DICOM-first imaging workflows with planning modules and standardized case routing.

#5

3Shape TRIOS

vertical specialist

Intraoral scanning and 3D imaging software for digital dental workflows.

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

Case workflow linking that preserves scan-to-design continuity across restorative, orthodontic, and guide outputs.

3Shape TRIOS is a 3D dental imaging and treatment workflow tool built around intraoral scanning plus connected digital planning. Its core strength is end to end handling of scan data for restorative, implant, orthodontic, and surgical guide workflows that keep surface datasets and derived measurements consistent across steps.

Pros
  • +Tight integration between capture, planning steps, and case output
  • +DICOM import and export supports clinical exchange workflows
  • +Workflow templates reduce variance across common restorative and orthodontic cases
  • +Broad file handoff supports downstream lab and planning steps
Cons
  • –Advanced segmentation and measurement work can require trained operators
  • –Some planning automation depends on additional workflow modules
  • –On-premises deployments can increase admin overhead for integrations
  • –High throughput depends on workstation and storage capacity choices
Use scenarios
  • Prosthodontic practices

    Scan-to-case restorative planning workflow

    Fewer inconsistencies between steps

  • Surgical teams, implant planners

    DICOM exchange for implant workflows

    Clean handoff between systems

Show 2 more scenarios
  • Orthodontic offices

    Tight capture settings for ortho cases

    Repeatable case processing

    Clinics run standardized capture-to-case workflows to support consistent derived measurements across orthodontic reviews.

  • Digital workflow coordinators

    3D file handoff to downstream planners

    Faster planning tool setup

    Clinicians export scan datasets in common 3D formats to enable downstream planning tool usage without reformatting.

Best for: Fits when clinics need scan-to-planning consistency with DICOM exchange and predictable case workflows.

#6

3DDX

vertical specialist

Web-based 3D CBCT viewing and implant planning software for dentists.

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

Interactive segmentation and measurement workflow tied to practical STL export for model transfer.

3DDX renders and annotates dental 3D datasets for chairside and planning workflows using a DICOM viewer plus segmentation and measurement tools. It supports multiplanar reconstruction and panoramic reconstruction-style navigation for volumetric cases and lets clinicians export commonly used interchange formats such as STL for downstream work.

Pros
  • +Interactive multiplanar reconstruction navigation for volumetric case review
  • +Measurement and landmark-style annotation tools for planning documentation
  • +STL export for model-based downstream workflows
  • +Segmentation tools geared toward visualizing regions of interest
Cons
  • –Limited coverage of full virtual implant placement and guide design automation
  • –3D export paths do not replace a dedicated surgical guide workflow
  • –Segmentation refinement can require careful manual tuning
  • –DICOM import workflow depends on consistent source study formatting
Use scenarios
  • Implant clinicians

    Interactive DICOM viewing for anatomy checks

    Clear anatomy evaluation

  • Dental care teams

    Annotation for chairside case explanations

    More readable case notes

Show 1 more scenario
  • Treatment planning specialists

    Export STL for downstream planning

    Ready files for next steps

    Teams export 3D surfaces and use interchange outputs like STL to feed downstream workflows that require mesh inputs.

Best for: Fits when clinics need fast 3D viewing, annotation, and export from CBCT-centric cases.

#7

Invivo

vertical specialist

Invivo provides 3D dental and maxillofacial visualization for CBCT analysis and treatment planning.

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

Volumetric rendering plus annotation tools for surgical planning review within a single case view.

Invivo is a dental 3D imaging workspace focused on CBCT visualization, segmentation, and surgical planning workflows. It supports multiplanar reconstruction and measurement tools for routine diagnostic tasks and implant planning review.

Pros
  • +Multiplanar reconstruction viewing supports fast diagnostic and planning review
  • +Segmentation and measurement tools cover common implant and morphology checks
  • +DICOM import and export reduces manual case rework
  • +Annotation workflow supports review notes across the same study
Cons
  • –Workflow depth for advanced automation is limited compared to API-first vendors
  • –Structured governance features are not as granular as enterprise PACS-integrated tools
Use scenarios
  • Dental practices and imaging teams

    CBCT case review with 3D inspection

    Clearer 3D anatomy understanding

  • Implant practices and surgical teams

    Guided surgery preparation review

    Planning outputs for guided surgery

Show 1 more scenario
  • Maxillofacial specialist practices

    Airway and maxillofacial assessment

    3D reference for treatment discussions

    Clinicians review three-dimensional maxillofacial anatomy with measurements to support planning and evaluation discussions.

Best for: Fits when teams need consistent CBCT viewing, measurement, and planning review with DICOM-based case movement.

#8

coDiagnostiX

vertical specialist

coDiagnostiX supports digital implant planning from CBCT data and prosthetic information.

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

Clinically oriented MPR viewing that keeps annotation and measurement tightly coupled during review.

coDiagnostiX is a 3D dental imaging solution focused on viewing and measurement workflows around CBCT cases and related datasets. The software centers on multiplanar reconstruction display, annotation, and measurement tools used for clinical interpretation and planning handoffs.

Pros
  • +Multiplanar reconstruction viewer supports measurement and annotation in one workspace
  • +DICOM import and export supports clinical dataset handoffs
  • +Reconstruction viewing workflow reduces context switching during case review
  • +Measurement tools target common clinical needs for reporting and planning
Cons
  • –Limited evidence of advanced automation for batch processing and templated reporting
  • –API surface and extensibility details are thin for integrations beyond basic import/export
  • –Governance controls such as granular RBAC and audit log are not clearly documented
  • –Workflow coverage for complex planning steps depends on external tools
Use scenarios
  • Dental imaging teams

    CBCT interpretation with multiplanar views

    Measurement-ready imaging reviews

  • Orthodontic planning teams

    CBCT and surface data handoffs

    Consistent dataset transfer

Show 1 more scenario
  • Local clinic coordinators

    Straightforward case routing control

    Simpler local case handling

    Practices use local control and simple case routing where governance depth beyond imaging display is not required.

Best for: Fits when clinics need a focused DICOM-based 3D viewer for MPR review and measurements without heavy integration engineering.

#9

CS Imaging

enterprise

CS Imaging organizes and displays dental radiographs, CBCT studies, and other digital images.

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

DICOM-centric 3D review using multiplanar reconstruction for CBCT studies with measurement-oriented workflows.

CS Imaging pairs a DICOM viewer workflow with 3D CBCT tools aimed at imaging-centric practices. The software supports multiplanar reconstruction for volumetric review and measurement workflows used in implant and general diagnostic planning.

Pros
  • +CBCT multiplanar reconstruction supports standard volumetric review workflows
  • +DICOM import and export fit imaging file exchange with PACS-style systems
  • +STL and PLY support supports handoff between imaging and design tools
  • +On-premises deployment supports local file control for imaging access
Cons
  • –Segmentation and annotation tooling feel less guided than leading planning suites
  • –Automation depth depends on integrations rather than broad built-in orchestration
  • –Viewer configurations require setup discipline to keep study display consistent
  • –Advanced surgical guide and ortho planning workflows may require add-on components
Use scenarios
  • Dental and orthodontic imaging teams

    CBCT assessment with measurement and annotation

    Measurement-ready 3D studies

  • Dental organizations with multiple stations

    Consistent CBCT workflows across workstations

    More consistent image processing

Show 2 more scenarios
  • General dental practices

    Routine radiograph review documentation workflow

    More repeatable documentation

    Dental teams use a consistent case workflow to review and document intraoral and panoramic radiographs.

  • Dentists and treatment coordinators

    Chairside consultation with annotated images

    Clearer patient communication

    Clinicians use annotated and enhanced imaging views to explain findings and treatment options during patient discussions.

Best for: Fits when imaging teams need a DICOM-first 3D viewer workflow with local deployment and file handoffs.

Conclusion

After evaluating 9 3d dental imaging software, DEXIS Imaging Suite 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
DEXIS Imaging Suite

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 3D Dental Imaging Software

How does Dolphin Imaging handle implant planning measurements during CBCT review?
Dolphin Imaging ties virtual implant placement review to dedicated measurement views inside the same case workspace. That reduces the need to switch viewers when chairside decisions depend on distance and angle checks during multiplanar reconstruction.
When a clinic needs a single operator interface from capture to review, how do Planmeca Romexis and 3Shape TRIOS compare?
Planmeca Romexis keeps capture-aligned steps inside one patient workspace using Planmeca device workflows plus DICOM exchange. 3Shape TRIOS instead emphasizes scan-to-planning continuity for restorative, orthodontic, and surgical guide workflows that depend on connected digital components.
What tradeoff appears when adopting DEXIS Imaging Suite for routine case review versus deeper surgical planning automation?
DEXIS Imaging Suite prioritizes interactive multiplanar reconstruction with integrated measurements for routine diagnostic work. It focuses on repeatable DICOM-driven case exchange rather than end-to-end surgical guide manufacturing automation.
How do OnDemand3D and Invivo differ for teams that need remote viewing and controlled display?
OnDemand3D uses cloud-oriented delivery with interactive multiplanar navigation and DICOM import and export for remote stakeholders. Invivo emphasizes controlled CBCT viewing with volumetric rendering and annotation inside a local case workflow to keep display consistency across cases.
Which tool best fits clinics that rely on DICOM worklist-driven governance instead of manual exports?
SICAT Suite is built for DICOM-first workflows where governance and automation depth increases when implementations use DICOM worklist and standardized integrations. Other options often center on DICOM handling but do not position worklist-based routing as the primary governance mechanism.
What breaks when a workflow depends on STL and PLY interchange for 3D surface data, but the software is DICOM-centric?
DICOM-centric viewers can still support multiplanar reconstruction, but surface handoff can become the bottleneck if STL or PLY export is limited. CS Imaging supports STL and PLY file handling for cross-tool transfer, which reduces friction when imaging review must feed downstream model workflows.
How does SICAT Suite connect guided modules to implant-related planning tasks?
SICAT Suite pairs chairside style review tools with guided modules that cover implant planning and orthodontic review tasks. It keeps the planning steps connected to the same DICOM import workflow rather than treating guidance as a separate add-on process.
When does 3DDX fall short for teams that need panoramic reconstruction-style navigation on volumetric cases?
3DDX includes panoramic reconstruction-style navigation, but its main differentiator is practical interactive viewing plus annotation and export paths. Clinics that require broader surgical guide manufacturing automation will find 3DDX less focused on those end-to-end production workflows compared with suites designed for guide pipelines.
Which platform gives the most direct pathway from segmentation and measurements to STL export for model transfer?
3DDX is oriented around interactive segmentation and measurement tied to practical STL export for model transfer. Its workflow centers on refining views for implant planning visualization and anatomy evaluation while producing export-ready surface outputs.
How do coDiagnostiX and Dolphin Imaging differ in governance depth for multi-user clinical environments?
coDiagnostiX focuses on viewing and measurement workflows with limited administrative governance features compared with larger enterprise imaging stacks. Dolphin Imaging emphasizes consistent case handoff through DICOM-based movement between scanners and staff roles, which supports structured review workflows across modalities.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right 3D Dental Imaging Software

In 3d dental imaging software, what separates options is how well they manage your imaging workflow end-to-end: how reliably the software preserves and transfers patient-ready outputs, and how far its interoperability and measurement tooling go without extra manual steps. Look closely at DICOM workflow support, file import/export quality, and the clarity of measurements and markup in real cases.

DICOM workflow support and transfer

Why it matters

DICOM workflow support determines whether your scans move through your environment with correct patient, study, and series context. Poor transfer usually shows up as missing metadata, wrong laterality, or time-consuming cleanup before review.

How to check

Ask for a demo where a DICOM scan is loaded and then exported or sent onward. While watching, confirm the patient/study labels stay intact and the viewing experience opens the same orientation you see at import.

Export formats for models and reports

Why it matters

Export formats decide whether you can hand off results to other chairs, labs, or internal reviewers without rebuilding. When export is incomplete or inconsistent, the measurements and segment appearances you reviewed rarely match downstream.

How to check

In the demo, take one case and export it into each output type you expect to share. Then re-open the exported outputs in the same session (or a provided viewer) and verify geometry and overlays look the same.

Measurement tools and annotation fidelity

Why it matters

Measurement tools and annotation fidelity matter because treatment discussions depend on consistent distances, angles, and labeled regions. If markup shifts or measurements recompute differently per view, you lose trust quickly.

How to check

Ask to place a few landmarks/annotations and create at least two measurement types on the same dataset. Then switch between views and confirm the annotations remain at the same anatomical spot and the measurement values stay consistent.

Segmentation and tissue separation control

Why it matters

Segmentation and tissue separation control affects how quickly you can reach a usable 3d model without trial-and-error. If segmentation is hard to tune, your throughput drops even when imaging is technically sound.

How to check

Request a short workflow: import, create a segmentation, adjust thresholds/contours, and generate a preview. Evaluate whether small edits require redoing the whole model and whether the final tissue boundaries match what you expect on-screen.

Multi-view navigation and rendering controls

Why it matters

Multi-view navigation and rendering controls determine how efficiently clinicians can examine details from different planes and views. If navigation feels sluggish or the rendering changes the perceived anatomy, review time and accuracy suffer.

How to check

Have the demo include fast navigation across views for one complex case. Test how quickly you can adjust contrast/brightness or rendering style and whether the same structure stays aligned across viewports.

Case templates and configuration options

Why it matters

Case templates and configuration options reduce setup drift across clinicians and improve repeatability of review sessions. Without consistent configuration, different users can produce different on-screen outputs from the same dataset.

How to check

Ask whether the software can store view layouts and display settings as a repeatable configuration. Then verify in the demo that a second user can load the template and see the same default views and overlays.

Red flags

  • Metadata changes during import or export, leading to wrong patient/study context.
  • Annotations jump location or measurements change after switching views.
  • Exports look correct in the software but open differently or lose overlays elsewhere.

Fit by situation

  • If your team relies on DICOM moving between systems daily, prioritize DICOM workflow support and transfer.
  • If you hand off 3d outputs to other reviewers or internal tools, prioritize Export formats for models and reports.
  • If multiple clinicians review the same scan with consistent landmarks, prioritize Measurement tools and annotation fidelity.
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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