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Top 10 Best Image Hosting Software of 2026

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Top 10 Best Image Hosting Software of 2026

Review image hosting software options and tradeoffs in a roundup that includes Sirv, Gumlet, and Cloudinary for teams choosing storage and delivery.

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

Search agents gather the source set and the review record, including transcriptions of 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

Image hosting platforms matter because they control how assets get stored, transformed, and delivered at scale with APIs and caching behavior. This comparison helps analysts and engineering operators weigh CDN delivery, automated resizing, and administration controls such as RBAC and audit logging, using examples like PostImage for embedding-oriented workflows.

Sirv is the best overall choice for marketing and commerce teams that need managed thumbnail and web-ready derivatives because its derivative presets streamline outputs and its token-style delivery URLs help limit exposure, while Gumlet fits SMBs using API-driven transformations since its signed, request-level token access pairs optimization with gated delivery.

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

Sirv

Hosted derivative preset management for thumbnails and format outputs tuned for web rendering workflows.

Best for: Fits when marketing or commerce teams need managed image variants and fast CDN delivery for many assets.

2

Gumlet

Editor pick

Gumlet’s signed URL and tokenized access model pairs transformation delivery with request-level authorization tokens.

Best for: Fits when teams need API-driven image transformations and tokenized access for gated CDN delivery.

3

Cloudinary

Editor pick

Transformation presets tied to delivery URLs, including AVIF and WebP outputs, so apps request consistent derivatives.

Best for: Fits when teams need API-driven derivatives and controlled delivery for dynamic web and mobile media.

Comparison Table

1
SirvBest overall
enterprise
9.5/10
Overall
2
8.9/10
Overall
3
enterprise
8.8/10
Overall
4
vertical specialist
8.4/10
Overall
5
consumer
8.3/10
Overall
6
7.8/10
Overall
7
API-first
7.4/10
Overall
8
consumer
7.1/10
Overall
9
consumer
6.8/10
Overall
10
consumer
6.7/10
Overall
#1

Sirv

enterprise

Image hosting with CDN delivery, transformations, responsive variants, and asset management.

9.5/10
Overall
Features9.5/10
Ease of Use9.5/10
Value9.5/10
Standout feature

Hosted derivative preset management for thumbnails and format outputs tuned for web rendering workflows.

Sirv serves teams that need CDN-backed image delivery with managed transformations and derivative generation. It provides upload and delivery workflows for web and e-commerce assets, including format outputs used for responsive rendering.

Built-in controls cover URL-based access patterns and delivery optimizations without forcing all logic into client code. Sirv fits organizations that want hosted media operations with a clear automation path for maintaining multiple image variants.

Pros
  • +Transformation pipeline generates thumbnails and derivative presets for web delivery
  • +Delivery URLs support token-style access to limit public exposure
  • +Folder taxonomy and asset organization support multi-brand media management
  • +Administration supports operational workflows for bulk media updates
Cons
  • –Advanced customization often requires alignment with Sirv’s transformation conventions
  • –Some image-edge requirements need extra application logic for best results
  • –Integrations can be constrained when workflows demand direct object-storage control
  • –Cross-system governance like strict tenant isolation depends on careful setup
Use scenarios
  • Digital marketing teams

    Deliver campaign images across channels

    Consistent media across pages

  • Web developers

    Transform images via URL delivery rules

    Less manual media processing

Show 2 more scenarios
  • Ecommerce and web teams

    Serve responsive product images

    More consistent storefront imagery

    Generates device-appropriate renditions from shared originals without exporting every variant.

  • Marketing content teams

    Add linkable regions to products images

    Clickable product experiences

    Maps image regions to destinations to support interactive merchandising and product explanations.

Best for: Fits when marketing or commerce teams need managed image variants and fast CDN delivery for many assets.

#2

Gumlet

SMB

Image and video CDN with automatic optimization and resizing.

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

Gumlet’s signed URL and tokenized access model pairs transformation delivery with request-level authorization tokens.

Gumlet fits teams that need automated image transformations plus CDN-ready delivery controls for web and app assets. It provides an upload and transformation workflow that generates optimized derivatives for common formats like WebP and AVIF.

Delivery supports tokenized access and signed URL patterns, which help gate content without relying only on referer checks. Integration is built around an API and configurable transformation settings, which supports automation for high-volume asset pipelines.

Pros
  • +Transformation presets cover resizing, cropping, format conversion, and quality control
  • +Signed URL support supports tokenized access patterns for gated delivery
  • +Upload and transformation APIs support bulk automation workflows
  • +Derivative generation reduces client-side image processing load
Cons
  • –Complex transformation configuration can take time to standardize across teams
  • –Granular governance for teams and workspaces is not as detailed as enterprise DAM tools
  • –Bulk operations need careful batching to avoid throughput bottlenecks
  • –Preset reuse across environments requires consistent configuration management
Use scenarios
  • Frontend and web developers

    Serve resized WebP and AVIF derivatives

    Less manual derivative work

  • Ecommerce catalog and commerce teams

    Transform product images from one library

    Optimized storefront imagery

Show 2 more scenarios
  • Small platform engineering teams

    Replace URL-based transformation infrastructure

    Fewer components to operate

    Engineering teams shift common image processing from custom services to managed automation with derivative generation.

  • Content and web development teams

    Provide embed-ready video playback URLs

    Browser-viewable video delivery

    Teams host videos and share referenceable URLs for website and application embed workflows.

Best for: Fits when teams need API-driven image transformations and tokenized access for gated CDN delivery.

#3

Cloudinary

enterprise

Image and video management platform with CDN delivery and transformation APIs.

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

Transformation presets tied to delivery URLs, including AVIF and WebP outputs, so apps request consistent derivatives.

Cloudinary fits teams that want one API surface for upload, transformation, and delivery, while keeping clients thin because transformations can happen on request or via generated derivatives. Derivative presets support consistent thumbnail and campaign variants, and responsive delivery can be driven through breakpoint-aware srcset generation. Signed URL and tokenized access patterns support referer-style hotlink protection without requiring app-side proxying for every request. Bulk import and folder taxonomy help with organizing legacy media and mapping assets to product or campaign structures.

A tradeoff appears when strict control over storage layout, lifecycle policies, or origin pull behavior is required, since Cloudinary manages its own processing pipeline and derivative storage rather than exposing a fully transparent object storage backend. Cloudinary works best when applications need frequent on-demand variants, such as ecommerce thumbnails, content personalization, and marketing asset rerenders, where repeat transformations would be costly to implement client-side or in a separate image service.

Pros
  • +One transformation pipeline covers resize, crop, watermark, and AVIF/WebP conversion
  • +Upload API plus signed URLs supports controlled access without extra proxy services
  • +Derivative presets reduce duplication across thumbnails and responsive breakpoints
  • +Bulk import and folder taxonomy support migration and media organization workflows
Cons
  • –Processing workflow limits low-level control over origin pull and lifecycle behaviors
  • –Advanced governance needs more configuration discipline around access policies
Use scenarios
  • Frontend platform teams

    Generate responsive thumbnails on demand

    Lower custom image pipeline work

  • Ecommerce teams

    Watermark product media consistently

    Consistent storefront visuals

Show 2 more scenarios
  • Digital marketing teams

    Rerender campaign variants quickly

    Faster creative production cycles

    Use bulk import and folder taxonomy to manage assets and derivative sets.

  • Mobile app teams

    Secure delivery for logged-in users

    Fewer unauthorized media shares

    Use tokenized or signed URL access patterns to limit media hotlinking risks.

Best for: Fits when teams need API-driven derivatives and controlled delivery for dynamic web and mobile media.

#4

SmugMug

vertical specialist

Portfolio website builder and image hosting for photographers.

8.4/10
Overall
Features8.4/10
Ease of Use8.3/10
Value8.5/10
Standout feature

Per-gallery publishing configuration with integrated access controls across public and private viewing.

SmugMug runs an image hosting service with public gallery pages and private gallery access controls for photo collections. The system supports uploads, folder-based organization, and publishing settings tied to each gallery for repeatable web presentation.

Pros
  • +Gallery settings and permissions are controllable per collection
  • +API supports automation of gallery and media operations
  • +Site branding controls are integrated into the publishing experience
  • +Folder-first taxonomy matches common photo library workflows
Cons
  • –Advanced automation requires API work and an external workflow
  • –Large-scale migrations can be slower than direct object-storage strategies
  • –Derivative publishing workflows are less configurable than CDN-first image stacks
  • –Private access patterns depend on SmugMug sharing controls rather than custom signed URLs
Use scenarios
  • Photographers selling prints and licenses

    Sell images through gallery-linked storefront

    Customers buy from galleries

  • Freelance photographers managing libraries

    Store originals with organized folder structure

    Library stays reusable

Show 2 more scenarios
  • Wedding and portrait photography teams

    Share private client selection galleries

    Clients select images online

    Private gallery access controls provide consistent online proofing for client reviews and picks.

  • Event photographers publishing long runs

    Publish recurring event galleries persistently

    Events stay organized online

    Repeatable gallery structures help teams publish large collections from multi-day events in order.

Best for: Fits when photographers or small studios need gallery governance plus automation for repeated uploads.

#5

Flickr

consumer

Photo management and sharing service with high-resolution storage.

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

Community-driven photo pages with albums and privacy settings that remain usable for publishing long after upload.

Flickr’s core capabilities center on photo pages with metadata, tagging, and album-based grouping, which makes it easy to curate collections without building custom front ends. Privacy and sharing controls work at the photo and album level, which suits public portfolios and controlled collaboration. The platform also supports embedding through HTML, which fits sites that want hosted images without managing storage or CDN rules.

Pros
  • +Album and tag organization supports quick curation without extra tooling
  • +Photo-level privacy controls support mixed public and restricted publishing
  • +HTML embedding enables reusing hosted photos on external sites
  • +Well-known API enables programmatic upload and metadata updates
Cons
  • –Administrative governance controls are thinner than enterprise storage platforms
  • –Throughput optimization and multipart upload controls are not the primary focus
  • –Granular workflow automation and transforms depend on external tooling
Use scenarios
  • Photographers and studios

    Publish project albums with mixed visibility

    Curated portfolio collections

  • Community managers

    Embed member photos into sites

    Lower hosting overhead

Show 2 more scenarios
  • Indie product teams

    Automate upload and update metadata

    Faster publishing cycles

    Uses the Flickr API to add photos and update titles and tags from internal tooling.

  • Educators and archivists

    Share restricted resources by album

    Consistent resource sharing

    Uses per-photo or per-album sharing to distribute learning images with controlled access.

Best for: Fits when photographers need public photo pages, albums, and light automation without building storage infrastructure.

#6

Bunny Image Optimizer

API-first

Image optimization and delivery network integrated with Bunny CDN.

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

Bunny Image Optimizer rewrites delivery URLs into edge-processed derivatives that are cached per transform output.

Bunny Image Optimizer turns Bunny CDN into an image processing service at the edge, which changes the workflow from origin pre-processing to request-time transforms. It supports format conversion and resize operations for on-the-fly derivative images, so the same stored asset can serve multiple responsive variants.

Pros
  • +Edge-time derivative generation avoids maintaining prebuilt image sets
  • +URL-based transform parameters reduce the need for custom upload processors
  • +Caching of transformed outputs lowers repeat processing overhead
  • +Works well as a CDN companion for image resizing and format conversion
Cons
  • –Transform behavior relies heavily on URL configuration discipline
  • –Advanced DAM workflows and deep asset governance are limited compared with dedicated platforms
  • –Batching large backfills of derivatives is less complete than pipeline-first DAM tools
  • –Complex preset stacks can become harder to audit across teams
Use scenarios
  • Ecommerce platform engineers

    Serve responsive product images via CDN transforms

    Lower bandwidth and faster pages

  • Marketing content teams

    Standardize campaign imagery without reprocessing

    Consistent visuals across pages

Show 2 more scenarios
  • Media and streaming operators

    Create on-demand derivatives for galleries

    Scalable gallery image delivery

    Edge processing produces thumbnails and web-friendly formats without a separate image pipeline.

  • Frontend performance engineers

    Optimize LCP images for multiple devices

    Improved performance metrics

    Request-time transforms support format conversion and resizing for device-specific delivery.

Best for: Fits when teams want request-time image derivatives with CDN caching and minimal build pipeline changes.

#7

Imgproxy

API-first

Fast and secure image processing server and CDN.

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

Strict rule-based URL transformations that generate Web-friendly derivatives at request time with explicit quality controls.

Imgproxy delivers on-the-fly image transformations without requiring full asset preparation for each variant. It centers on a URL-driven transform pipeline that generates derivatives from an origin that can be an image URL or an S3-compatible object store.

Pros
  • +Deterministic URL-based transform pipeline for repeatable derivative generation
  • +S3-compatible object backends reduce friction for existing storage layouts
  • +On-demand derivatives avoid storing every thumbnail and variant upfront
  • +Tunable quality and format settings support consistent visual output
Cons
  • –Derivative URL patterns require disciplined naming and configuration management
  • –No first-party admin UI for asset governance beyond config-level control
  • –Upload workflows are not a primary focus compared with storage-first stacks
  • –Throughput depends on self-hosted tuning and caching strategy
Use scenarios
  • Marketing site engineers

    Generate responsive thumbnails from source URLs

    Faster publishing cycles

  • Media platform developers

    Serve cropped images for feeds

    Lower storage footprint

Show 2 more scenarios
  • E-commerce operations teams

    Apply uniform product image transformations

    Consistent product visuals

    Operations teams standardize format and quality across product pages while sourcing originals from object storage.

  • Security-focused infrastructure teams

    Restrict access to derivative URLs

    Reduced unauthorized exposure

    Infrastructure teams enforce controlled derivative delivery patterns while keeping originals in trusted storage locations.

Best for: Fits when teams need controlled, deterministic image derivatives from existing storage and predictable URL transforms.

#8

ImageShack

consumer

Subscription-based image hosting and sharing service.

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

Fast web upload that generates shareable links for immediate embedding without developer integration work.

ImageShack hosts image files for web sharing and provides an uploader that returns shareable links for newly uploaded assets.

Pros
  • +Quick upload flow that returns share links with minimal steps
  • +Works well for lightweight public embedding use cases
  • +Folder organization supports basic asset grouping
  • +Simple lifecycle actions like replace and delete
Cons
  • –Limited automation depth compared with API-first image services
  • –Weak controls for access governance beyond link-based patterns
  • –No clear support for S3-compatible workflows for custom storage backends
  • –Few documented image transformation or derivative presets
Use scenarios
  • Small business marketers

    Share product images across campaigns

    Faster content publishing

  • Freelance designers

    Deliver image previews to clients

    Reduced file attachment overhead

Show 2 more scenarios
  • Bloggers and site editors

    Embed hosted images in articles

    Simpler publishing workflow

    Use returned delivery links to embed images while keeping storage off the site server.

  • Customer support teams

    Share screenshots for troubleshooting

    Quicker issue handoffs

    Upload screenshots and provide link-based access for faster ticket resolution and documentation.

Best for: Fits when small teams need quick image hosting and public sharing links without deep workflow automation.

#9

PostImage

consumer

Free image hosting service designed for forum and website embedding.

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

Metadata removal controls during upload to reduce privacy leaks from embedded camera fields.

PostImage centers on creating links after an upload, which fits lightweight publishing in forums, documentation, and social posts. The workflow is straightforward, with fewer configuration steps than storage-first systems that require bucket policies and access tokens. It also supports common image formats for web sharing and provides options like removing metadata at upload time to reduce accidental EXIF exposure.

Pros
  • +Fast browser upload flow with immediate link output
  • +Metadata handling options reduce accidental EXIF exposure
  • +Clear public sharing links that work in forums and docs
  • +Lightweight interface avoids bucket and policy complexity
Cons
  • –Limited integration and automation surface for external pipelines
  • –Few governance controls compared with enterprise storage systems
  • –No strong support for tokenized access and signed delivery patterns
  • –Derivative management features like thumbnails are not built for workflows
Use scenarios
  • Community moderators

    Posting evidence screenshots quickly

    Faster moderation threads

  • Technical documentation teams

    Publishing screen captures in docs

    Less friction in updates

Show 2 more scenarios
  • Support desks

    Sharing logs and device photos

    Lower privacy risk

    Upload user screenshots and remove metadata to reduce sensitive location data leakage.

  • Small marketing teams

    Maintaining banner images

    Fewer asset management steps

    Store and share web images using stable URLs for lightweight campaigns.

Best for: Fits when small teams need quick public image links without storage integration work.

#10

ImgBB

consumer

Simple image hosting service with direct links and API access.

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

Single-image upload API for quick ingestion into external tools, returning a persistent image URL for immediate embedding.

ImgBB provides image hosting through a browser upload flow and a documented upload API endpoint for direct programmatic ingestion. Hosting is built around permanent image URLs and optional captions that help teams embed assets into external apps and content.

Pros
  • +Straightforward browser upload with immediate shareable image links
  • +Upload API supports automation for server-to-server image posting
  • +Clear image page rendering for embedding in forums and lightweight sites
  • +Flexible host URL format fits workflows that rely on plain HTTP links
Cons
  • –Limited control surface for governance features like RBAC and audit logs
  • –No documented asset versioning or retention policy management for stored files
  • –Few image-processing options compared with media-optimized platforms
  • –Automation remains URL-centric rather than offering complex derivative pipelines
Use scenarios
  • Content teams and bloggers

    Publish images with stable URLs

    Faster publishing workflow

  • Developers building integrations

    Send images via upload API

    Automated media ingestion

Show 2 more scenarios
  • Support and incident responders

    Share screenshots in tickets

    Reduced back-and-forth

    Responders upload screenshots and attach URL links for quick cross-system viewing.

  • Community moderators

    Moderate user-submitted media

    Consistent media delivery

    Moderators host user images externally and reuse URLs inside discussion tools.

Best for: Fits when publishing small image sets needs API-driven uploads and stable links without media governance.

Conclusion

After evaluating 10 image hosting software, Sirv 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
Sirv

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 Image Hosting Software

How do Cloudinary and Imgproxy handle derivative generation from application code?
Cloudinary builds derivatives around server-side transformation presets tied to delivery URLs. Imgproxy uses an explicit URL-driven transform pipeline that returns deterministic outputs from an origin that can be an image URL or an S3-compatible object store.
What integration surface exists for upload automation, and how do ImgBB and Cloudinary differ?
ImgBB provides a documented upload API endpoint that returns a persistent image URL for embedding. Cloudinary centers automation on an upload API plus signed URL access flows designed to keep media controls aligned with application security requirements.
When should Bunny Image Optimizer be chosen over pre-processing workflows like Gumlet transformations?
Bunny Image Optimizer rewrites delivery URLs into edge-processed derivatives that get cached per transform output. Gumlet performs API-driven transformation workflows that generate optimized derivatives using tokenized access patterns for gated delivery.
Which tools support tokenized or signed access flows for controlled viewing of hosted images?
Cloudinary supports signed URL access flows for delivery control. Gumlet pairs its signed URL and tokenized access model with request-level authorization tokens to gate content without relying only on referer checks.
How do signed URLs and referer filtering differ in practice for access control?
Gumlet’s signed URL and tokenized access model makes the request authorization explicit at delivery time. PostImage focuses on quick public link sharing and does not provide the same integration surface for request-level gating across an application media delivery stack.
What breaks if an image hosting workflow needs audit-grade governance and programmable lifecycle management?
PostImage lacks the integration surface typical of CDN or object-storage platforms for audit-grade controls and programmable asset lifecycles. Cloudinary and Imgproxy fit teams that require transformation automation and explicit delivery configuration to maintain a consistent media processing policy.
How do watermarking and lossy format conversion work across Cloudinary and Sirv?
Cloudinary generates derivatives that include WebP and AVIF outputs and supports watermarking as part of its transformation capabilities. Sirv manages hosted derivative preset configuration for thumbnails and format outputs tuned for web rendering workflows.
When is self-hosting preferable with Imgproxy, and how does Bunny Image Optimizer compare operationally?
Imgproxy is commonly deployed with a self-hosted control plane that exposes strict access patterns for derivative URLs. Bunny Image Optimizer runs as an edge processing service that changes the workflow to request-time transforms cached through Bunny’s delivery layer.
How do multi-user administration and content organization differ between SmugMug and Flickr?
SmugMug offers per-gallery publishing configuration plus granular ownership controls for multiple contributors and repeated uploads. Flickr organizes media with albums and tags and applies privacy controls per photo and per-album for publishing long after upload.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Image Hosting Software

What separates image hosting software is how reliably it moves uploads into a usable, shareable library. Pay attention to the thumbnail generation and access controls, because those choices shape how content works for day-to-day browsing and links.

Link load speed and caching behavior

Why it matters

The delivery performance of each image affects how fast people can view your library, especially on mobile. If caching behavior is weak, pages can feel inconsistent during peak use.

How to check

Pick a product image set (including one larger file) and load each image link from the same device back-to-back. Ask how images are served and whether results are cached, then compare initial vs repeat loads in the browser network panel.

Thumbnail generation and preview variants

Why it matters

thumbnail generation determines whether galleries feel responsive without re-downloading full files. Good variants also reduce layout shifts in image grids.

How to check

Upload a few images with different aspect ratios and check whether the interface shows fast previews plus multiple sizes. Export or inspect the generated preview URLs or gallery behavior and verify they are different from the original file.

Public, private, and expiring access

Why it matters

Access controls matter because your links may need to be shareable or restricted per project. Expiring access reduces the risk of long-lived exposure while staying practical for collaborators.

How to check

In the upload screen, try setting images to public and private. Then request or view whether the product can generate expiring links and whether revoked access stops viewing without re-uploading.

EXIF and metadata preservation options

Why it matters

Metadata affects search, ordering, and downstream workflows like photo library sorting. If metadata is stripped or altered, your library may lose useful context.

How to check

Upload a sample photo that contains clear EXIF fields (camera model, date). Download or inspect the image/metadata and confirm whether EXIF is kept, removed, or configurable in the product settings.

Input format support and conversion settings

Why it matters

Format handling affects quality and compatibility for the images you already have. Conversion settings matter when you need consistent output across browsers and workflows.

How to check

Try uploading images in common formats you already use, including at least one modern format and one legacy format. Check whether the product keeps your file as-is or performs conversion, and verify the resulting file behavior by downloading and comparing visual quality.

Upload automation via API workflows

Why it matters

Automation and API surface reduce manual labor when teams ingest content from systems. When upload workflows are well-defined, it’s easier to control repeatable naming, grouping, and verification.

How to check

Ask for a documented upload workflow and try it with a small batch: one single upload and one multi-file workflow if available. Confirm the API returns consistent asset identifiers and that uploaded items show up in the web library without extra manual steps.

Red flags

  • Thumbnails look slow or still load full images in the gallery
  • Private images remain viewable after you revoke access
  • Metadata and conversion behavior differ unpredictably across uploads

Fit by situation

  • If we need to show image galleries to customers fast on mobile, prioritize link load speed and caching behavior.
  • If our team relies on photo context for search and sorting, prioritize EXIF and metadata preservation options.
  • If we ingest images from other systems regularly, prioritize upload automation via API workflows.
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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